diff --git a/browser/README.md b/browser/README.md
new file mode 100644
index 0000000..a27df30
--- /dev/null
+++ b/browser/README.md
@@ -0,0 +1,47 @@
+# Claim Browser
+
+A small local web app for browsing retrievals and their extracted claims.
+
+## Prerequisites
+
+- Python 3.10+
+- Install project with tokenizer extras (needed for the Llama 3.1 tokenizer):
+  ```bash
+  pip install .[llm]
+  ```
+  If you prefer a virtual environment, create/activate it first.
+
+## Run the browser
+
+```bash
+python browser/server.py
+```
+
+What happens:
+- Starts a local server at `http://localhost:5678`
+- Opens your default browser automatically
+- Serves the static UI from `browser/static`
+- Exposes a `/decode` endpoint the UI calls to reconstruct text and token offsets
+
+## Load data
+
+1) Click “Load JSON file” in the top bar.
+2) Select an outputs file matching the structure of `contest/outputs.json`:
+   - Top-level object or array of retrievals.
+   - Each retrieval includes:
+     - `retrieval` (string)
+     - `greedy_tokens` (list of token IDs for `meta-llama/Llama-3.1-70B-Instruct`)
+     - `claims` (list) where each claim has `aligned_token_ids` pointing into `greedy_tokens` and `claim_text` (or `decoded_claim`).
+   - Optional: `question`, `label`, `id`.
+
+## Using the UI
+
+- **Sidebar:** shows all retrievals; click to select.
+- **Retrieval text:** tokenized and decoded via Llama tokenizer; claim tokens are highlighted.
+- **Claim list:** hover a claim to isolate its spans in the retrieval; scrollable so you can hover while keeping the retrieval in view.
+- If a claim references token IDs outside the available range, those tokens are ignored gracefully.
+
+## Troubleshooting
+
+- If the tokenizer download fails (no network), ensure the model is already cached locally or try again with network access.
+- If the page doesn’t open automatically, open `http://localhost:5678` manually.
diff --git a/browser/server.py b/browser/server.py
new file mode 100644
index 0000000..c1296c4
--- /dev/null
+++ b/browser/server.py
@@ -0,0 +1,136 @@
+import json
+import sys
+import threading
+import webbrowser
+from functools import partial
+from http.server import SimpleHTTPRequestHandler, ThreadingHTTPServer
+from pathlib import Path
+from typing import Iterable, List, Tuple
+
+try:
+    from transformers import AutoTokenizer
+except ImportError as exc:  # pragma: no cover - import guard
+    # Keep a clear message so users know how to install extras.
+    raise SystemExit(
+        "Transformers is required to run the claim browser. "
+        "Install the optional LLM extras with `pip install .[llm]`."
+    ) from exc
+
+
+DEFAULT_PORT = 5678
+STATIC_DIR = Path(__file__).parent / "static"
+
+
+def _validate_token_ids(raw_ids: Iterable) -> List[int]:
+    token_ids = list(raw_ids)
+    if not all(isinstance(t, int) for t in token_ids):
+        raise ValueError("token_ids must be a list of integers")
+    return token_ids
+
+
+def decode_tokens(tokenizer, token_ids: List[int]) -> Tuple[str, List[dict]]:
+    """
+    Decode tokens and return the reconstructed text plus per-token offsets.
+
+    Offsets are built by progressively decoding the prefix of tokens. This
+    preserves spacing decisions made by the tokenizer.
+    """
+    tokens = tokenizer.convert_ids_to_tokens(token_ids)
+    fragments: List[str] = []
+    offsets: List[dict] = []
+
+    prev_text = ""
+    for idx in range(len(tokens)):
+        partial_text = tokenizer.convert_tokens_to_string(tokens[: idx + 1])
+        piece = partial_text[len(prev_text) :]
+        fragments.append(piece)
+        prev_text = partial_text
+
+    cursor = 0
+    for idx, piece in enumerate(fragments):
+        start = cursor
+        cursor += len(piece)
+        offsets.append(
+            {
+                "index": idx,
+                "start": start,
+                "end": cursor,
+                "text": piece,
+                "token_id": token_ids[idx],
+                "token": tokens[idx],
+            }
+        )
+
+    full_text = "".join(fragments)
+    return full_text, offsets
+
+
+class ClaimBrowserHandler(SimpleHTTPRequestHandler):
+    tokenizer = None
+
+    def do_POST(self) -> None:  # pragma: no cover - runtime path
+        if self.path != "/decode":
+            self.send_error(404, "Unknown endpoint")
+            return
+
+        try:
+            content_length = int(self.headers.get("Content-Length", "0"))
+            payload = self.rfile.read(content_length)
+            data = json.loads(payload)
+            token_ids = _validate_token_ids(data.get("token_ids", []))
+        except Exception as exc:  # broad to simplify response
+            self.send_error(400, f"Invalid request: {exc}")
+            return
+
+        try:
+            text, offsets = decode_tokens(self.tokenizer, token_ids)
+        except Exception as exc:  # pragma: no cover - runtime path
+            self.send_error(500, f"Failed to decode tokens: {exc}")
+            return
+
+        body = json.dumps({"text": text, "tokens": offsets}).encode("utf-8")
+        self.send_response(200)
+        self.send_header("Content-Type", "application/json")
+        self.send_header("Content-Length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+
+def _load_tokenizer():
+    print("Loading tokenizer meta-llama/Llama-3.1-70B-Instruct ...")
+    tokenizer = AutoTokenizer.from_pretrained(
+        "meta-llama/Llama-3.1-70B-Instruct"
+    )
+    return tokenizer
+
+
+def main(port: int = DEFAULT_PORT) -> None:  # pragma: no cover - runtime entrypoint
+    if not STATIC_DIR.exists():
+        raise SystemExit(f"Static assets not found in {STATIC_DIR}")
+
+    tokenizer = _load_tokenizer()
+    ClaimBrowserHandler.tokenizer = tokenizer
+
+    handler_class = partial(ClaimBrowserHandler, directory=str(STATIC_DIR))
+    server = ThreadingHTTPServer(("127.0.0.1", port), handler_class)
+
+    url = f"http://localhost:{port}"
+    print(f"Serving claim browser at {url}")
+    threading.Thread(target=lambda: webbrowser.open(url), daemon=True).start()
+
+    try:
+        server.serve_forever()
+    except KeyboardInterrupt:
+        print("\nShutting down...")
+    finally:
+        server.server_close()
+
+
+if __name__ == "__main__":  # pragma: no cover - CLI execution
+    chosen_port = DEFAULT_PORT
+    if len(sys.argv) == 2:
+        try:
+            chosen_port = int(sys.argv[1])
+        except ValueError:
+            raise SystemExit("Port must be an integer")
+    main(port=chosen_port)
diff --git a/browser/static/index.html b/browser/static/index.html
new file mode 100644
index 0000000..3d0c178
--- /dev/null
+++ b/browser/static/index.html
@@ -0,0 +1,50 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="UTF-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Claim Browser</title>
+  <link rel="stylesheet" href="/styles.css" />
+</head>
+<body>
+  <header class="topbar">
+    <div class="brand">
+      <span class="dot"></span>
+      <span>Claim Browser</span>
+    </div>
+    <label class="file-control">
+      <input type="file" id="file-input" accept=".json,application/json" />
+      <span class="file-label">Load JSON file</span>
+    </label>
+    <div id="status" class="status"></div>
+  </header>
+
+  <main class="layout">
+    <aside class="sidebar">
+      <div class="sidebar-header">Retrievals</div>
+      <ul id="retrieval-list" class="retrieval-list"></ul>
+    </aside>
+    <section class="content">
+      <div class="content-header">
+        <div>
+          <div class="label">Selected retrieval</div>
+          <div id="retrieval-title" class="title">No file loaded</div>
+        </div>
+        <div id="retrieval-question" class="question"></div>
+      </div>
+      <div id="retrieval-text" class="retrieval-text empty-state">
+        <div class="placeholder">
+          <p>Load <code>outputs.json</code> (or similar) to browse claims.</p>
+          <p>The browser will decode tokens with the Llama 3.1 tokenizer and highlight claim spans.</p>
+        </div>
+      </div>
+      <div class="claims-section">
+        <div class="claims-header">Claims</div>
+        <ul id="claims-list" class="claims-list"></ul>
+      </div>
+    </section>
+  </main>
+
+  <script src="/main.js" defer></script>
+</body>
+</html>
diff --git a/browser/static/main.js b/browser/static/main.js
new file mode 100644
index 0000000..016c2a6
--- /dev/null
+++ b/browser/static/main.js
@@ -0,0 +1,300 @@
+const state = {
+  retrievals: [],
+  selectedId: null,
+  activeClaimId: null,
+};
+
+const els = {
+  fileInput: document.getElementById("file-input"),
+  status: document.getElementById("status"),
+  retrievalList: document.getElementById("retrieval-list"),
+  retrievalTitle: document.getElementById("retrieval-title"),
+  retrievalQuestion: document.getElementById("retrieval-question"),
+  retrievalText: document.getElementById("retrieval-text"),
+  claimsList: document.getElementById("claims-list"),
+};
+
+const setStatus = (text, isError = false) => {
+  els.status.textContent = text || "";
+  els.status.style.color = isError ? "#d64545" : "#4f5668";
+};
+
+els.fileInput.addEventListener("change", handleFileInput);
+
+async function handleFileInput(event) {
+  const file = event.target.files?.[0];
+  if (!file) {
+    return;
+  }
+
+  setStatus(`Reading ${file.name} ...`);
+  try {
+    const fileContent = await file.text();
+    const parsed = JSON.parse(fileContent);
+    const normalized = normalizeRetrievals(parsed);
+
+    if (!normalized.length) {
+      throw new Error("No retrievals found in file");
+    }
+
+    const prepared = [];
+    for (let idx = 0; idx < normalized.length; idx += 1) {
+      const row = normalized[idx];
+      setStatus(`Decoding retrieval ${idx + 1} of ${normalized.length} ...`);
+
+      const tokensResponse = await decodeTokens(row.greedy_tokens || []);
+      const tokenCount = tokensResponse.tokens.length;
+
+      const { claims, tokenClaims } = buildClaims(
+        row.claims || [],
+        tokenCount,
+        row.id
+      );
+
+      const tokens = tokensResponse.tokens.map((tok, tokenIdx) => ({
+        ...tok,
+        claims: tokenClaims[tokenIdx] || [],
+      }));
+
+      prepared.push({
+        id: row.id,
+        label: row.label,
+        question: row.question || "",
+        retrieval: row.retrieval || "",
+        tokens,
+        text: tokensResponse.text,
+        claims,
+      });
+    }
+
+    state.retrievals = prepared;
+    state.selectedId = prepared[0]?.id ?? null;
+    state.activeClaimId = null;
+    render();
+    setStatus(`Loaded ${prepared.length} retrievals.`);
+  } catch (err) {
+    console.error(err);
+    setStatus(`Failed to load file: ${err.message}`, true);
+    resetView();
+  }
+}
+
+function normalizeRetrievals(raw) {
+  const rows = [];
+  if (Array.isArray(raw)) {
+    raw.forEach((row, idx) => {
+      rows.push({
+        ...row,
+        id: row.id ?? `ret-${idx + 1}`,
+        label: row.label ?? `Retrieval ${idx + 1}`,
+      });
+    });
+  } else if (raw && typeof raw === "object") {
+    Object.entries(raw).forEach(([key, row], idx) => {
+      rows.push({
+        ...row,
+        id: row.id ?? key ?? `ret-${idx + 1}`,
+        label: row.label ?? `Retrieval ${key}`,
+      });
+    });
+  }
+  return rows;
+}
+
+async function decodeTokens(tokenIds) {
+  const response = await fetch("/decode", {
+    method: "POST",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify({ token_ids: tokenIds }),
+  });
+
+  if (!response.ok) {
+    const text = await response.text();
+    throw new Error(text || "Token decode failed");
+  }
+
+  return response.json();
+}
+
+function buildClaims(claimRows, tokenCount, retrievalId) {
+  const tokenClaims = Array.from({ length: tokenCount }, () => []);
+  const claims = [];
+
+  claimRows.forEach((claim, idx) => {
+    const claimId = `${retrievalId}-claim-${idx + 1}`;
+    const aligned = Array.isArray(claim.aligned_token_ids)
+      ? claim.aligned_token_ids
+      : [];
+    aligned.forEach((tokenIdx) => {
+      if (Number.isInteger(tokenIdx) && tokenIdx >= 0 && tokenIdx < tokenCount) {
+        tokenClaims[tokenIdx].push(claimId);
+      }
+    });
+
+    claims.push({
+      id: claimId,
+      text: claim.claim_text || claim.decoded_claim || `Claim ${idx + 1}`,
+      raw: claim,
+      aligned_token_ids: aligned,
+    });
+  });
+
+  return { claims, tokenClaims };
+}
+
+function render() {
+  renderRetrievalList();
+  renderMain();
+}
+
+function resetView() {
+  state.retrievals = [];
+  state.selectedId = null;
+  state.activeClaimId = null;
+  render();
+}
+
+function renderRetrievalList() {
+  els.retrievalList.innerHTML = "";
+  state.retrievals.forEach((item, idx) => {
+    const li = document.createElement("li");
+    li.className =
+      "retrieval-item" + (item.id === state.selectedId ? " active" : "");
+    li.dataset.id = item.id;
+
+    const badge = document.createElement("span");
+    badge.className = "retrieval-badge";
+    badge.textContent = `${idx + 1}`;
+
+    const label = document.createElement("span");
+    label.className = "retrieval-label";
+    label.textContent = item.label || `Retrieval ${idx + 1}`;
+
+    li.appendChild(badge);
+    li.appendChild(label);
+
+    li.addEventListener("click", () => {
+      state.selectedId = item.id;
+      state.activeClaimId = null;
+      renderMain();
+      renderRetrievalList();
+    });
+
+    els.retrievalList.appendChild(li);
+  });
+}
+
+function renderMain() {
+  const selected = state.retrievals.find((r) => r.id === state.selectedId);
+  if (!selected) {
+    els.retrievalTitle.textContent = "No retrieval selected";
+    els.retrievalQuestion.textContent = "";
+    els.retrievalText.classList.add("empty-state");
+    els.retrievalText.innerHTML =
+      "<div class='placeholder'><p>Pick a JSON file to get started.</p></div>";
+    els.claimsList.innerHTML = "";
+    return;
+  }
+
+  els.retrievalTitle.textContent = selected.label || selected.id;
+  els.retrievalQuestion.textContent = selected.question || "";
+
+  renderRetrievalText(selected);
+  renderClaims(selected);
+}
+
+function renderRetrievalText(selected) {
+  els.retrievalText.classList.remove("empty-state");
+  els.retrievalText.innerHTML = "";
+
+  const tokens = selected.tokens || [];
+  if (!tokens.length) {
+    els.retrievalText.textContent = selected.retrieval || "No retrieval text.";
+    return;
+  }
+
+  tokens.forEach((tok) => {
+    const span = document.createElement("span");
+    span.className = "token";
+    if (tok.claims && tok.claims.length) {
+      span.classList.add("has-claim");
+      span.dataset.claims = tok.claims.join(" ");
+    }
+    span.textContent = tok.text;
+    els.retrievalText.appendChild(span);
+  });
+
+  applyHighlighting();
+}
+
+function renderClaims(selected) {
+  els.claimsList.innerHTML = "";
+  if (!selected.claims.length) {
+    const empty = document.createElement("li");
+    empty.className = "claim-item";
+    empty.textContent = "No claims found for this retrieval.";
+    els.claimsList.appendChild(empty);
+    return;
+  }
+
+  selected.claims.forEach((claim, idx) => {
+    const li = document.createElement("li");
+    li.className =
+      "claim-item" + (claim.id === state.activeClaimId ? " active" : "");
+    li.dataset.claimId = claim.id;
+
+    const title = document.createElement("div");
+    title.className = "claim-title";
+    title.textContent = `Claim ${idx + 1}`;
+
+    const text = document.createElement("div");
+    text.className = "claim-text";
+    text.textContent = claim.text;
+
+    li.appendChild(title);
+    li.appendChild(text);
+
+    li.addEventListener("mouseenter", () => {
+      state.activeClaimId = claim.id;
+      renderActiveClaimStyles();
+      applyHighlighting();
+    });
+    li.addEventListener("mouseleave", () => {
+      state.activeClaimId = null;
+      renderActiveClaimStyles();
+      applyHighlighting();
+    });
+
+    els.claimsList.appendChild(li);
+  });
+
+  renderActiveClaimStyles();
+}
+
+function renderActiveClaimStyles() {
+  const claimItems = els.claimsList.querySelectorAll(".claim-item");
+  claimItems.forEach((item) => {
+    const isActive = item.dataset.claimId === state.activeClaimId;
+    item.classList.toggle("active", isActive);
+  });
+}
+
+function applyHighlighting() {
+  const spans = els.retrievalText.querySelectorAll(".token");
+  spans.forEach((span) => {
+    const claimIds = (span.dataset.claims || "")
+      .split(" ")
+      .filter(Boolean);
+    const hasClaim = claimIds.length > 0;
+    const matchesActive =
+      hasClaim &&
+      (!state.activeClaimId || claimIds.includes(state.activeClaimId));
+    const shouldDim =
+      state.activeClaimId &&
+      hasClaim &&
+      !claimIds.includes(state.activeClaimId);
+
+    span.classList.toggle("highlight", matchesActive);
+    span.classList.toggle("dim", Boolean(shouldDim));
+  });
+}
diff --git a/browser/static/styles.css b/browser/static/styles.css
new file mode 100644
index 0000000..47d6a1f
--- /dev/null
+++ b/browser/static/styles.css
@@ -0,0 +1,309 @@
+* {
+  box-sizing: border-box;
+}
+
+body {
+  margin: 0;
+  font-family: "Inter", system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif;
+  background: #f5f6fa;
+  color: #1f2532;
+}
+
+.topbar {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  padding: 12px 16px;
+  border-bottom: 1px solid #e3e6ef;
+  background: #ffffff;
+  position: sticky;
+  top: 0;
+  z-index: 10;
+}
+
+.brand {
+  display: inline-flex;
+  align-items: center;
+  gap: 10px;
+  font-weight: 700;
+  letter-spacing: 0.1px;
+}
+
+.brand .dot {
+  width: 10px;
+  height: 10px;
+  border-radius: 50%;
+  background: linear-gradient(135deg, #355cff, #5ed3f3);
+  box-shadow: 0 0 0 6px rgba(53, 92, 255, 0.08);
+}
+
+.file-control {
+  position: relative;
+  display: inline-flex;
+  align-items: center;
+  gap: 8px;
+  padding: 8px 14px;
+  border: 1px solid #cdd4e5;
+  border-radius: 10px;
+  background: #f1f4fb;
+  font-weight: 600;
+  cursor: pointer;
+  transition: all 0.15s ease;
+}
+
+.file-control:hover {
+  background: #e8edfa;
+  border-color: #b3c0dd;
+}
+
+.file-control input {
+  position: absolute;
+  inset: 0;
+  opacity: 0;
+  cursor: pointer;
+}
+
+.file-label {
+  pointer-events: none;
+}
+
+.status {
+  min-width: 200px;
+  text-align: right;
+  color: #4f5668;
+  font-size: 13px;
+}
+
+.layout {
+  display: grid;
+  grid-template-columns: 240px 1fr;
+  min-height: calc(100vh - 56px);
+}
+
+.sidebar {
+  border-right: 1px solid #e3e6ef;
+  background: #ffffff;
+  padding: 12px;
+  display: flex;
+  flex-direction: column;
+}
+
+.sidebar-header {
+  font-size: 14px;
+  font-weight: 700;
+  margin-bottom: 10px;
+  text-transform: uppercase;
+  letter-spacing: 0.5px;
+  color: #6b7382;
+}
+
+.retrieval-list {
+  list-style: none;
+  margin: 0;
+  padding: 0;
+  overflow-y: auto;
+  flex: 1;
+}
+
+.retrieval-item {
+  padding: 10px 12px;
+  border-radius: 10px;
+  cursor: pointer;
+  margin-bottom: 6px;
+  border: 1px solid transparent;
+  transition: all 0.15s ease;
+  display: flex;
+  align-items: center;
+  gap: 10px;
+}
+
+.retrieval-item:hover {
+  background: #f1f4fb;
+  border-color: #d6ddf0;
+}
+
+.retrieval-item.active {
+  background: #e8edfa;
+  border-color: #c0cced;
+  box-shadow: inset 0 0 0 1px #c0cced;
+}
+
+.retrieval-badge {
+  width: 26px;
+  height: 26px;
+  border-radius: 8px;
+  background: #355cff;
+  color: #fff;
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  font-weight: 700;
+  font-size: 13px;
+}
+
+.retrieval-label {
+  font-weight: 600;
+  color: #1f2532;
+}
+
+.content {
+  padding: 18px 20px 28px;
+  overflow: hidden;
+  display: flex;
+  flex-direction: column;
+  gap: 16px;
+}
+
+.content-header {
+  display: flex;
+  justify-content: space-between;
+  align-items: flex-start;
+  gap: 14px;
+}
+
+.label {
+  font-size: 12px;
+  text-transform: uppercase;
+  letter-spacing: 0.8px;
+  color: #6b7382;
+  margin-bottom: 4px;
+}
+
+.title {
+  font-size: 18px;
+  font-weight: 700;
+}
+
+.question {
+  font-size: 14px;
+  color: #4f5668;
+  max-width: 480px;
+}
+
+.retrieval-text {
+  position: relative;
+  background: #ffffff;
+  border: 1px solid #e3e6ef;
+  border-radius: 12px;
+  padding: 14px 16px;
+  min-height: 160px;
+  overflow: auto;
+  line-height: 1.5;
+  font-size: 15px;
+  white-space: pre-wrap;
+}
+
+.retrieval-text.empty-state {
+  color: #6b7382;
+}
+
+.placeholder p {
+  margin: 4px 0;
+}
+
+.token {
+  transition: background-color 0.1s ease, box-shadow 0.1s ease;
+}
+
+.token.has-claim {
+  border-radius: 4px;
+}
+
+.token.highlight {
+  background: #fff5c2;
+  box-shadow: 0 0 0 1px #f4de7b;
+}
+
+.token.dim {
+  opacity: 0.35;
+}
+
+.claims-section {
+  background: #ffffff;
+  border: 1px solid #e3e6ef;
+  border-radius: 12px;
+  padding: 12px 14px;
+  flex: 1;
+  display: flex;
+  flex-direction: column;
+  min-height: 180px;
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diff --git a/contest/Meta-Llama-3.1-70B-Instruct-Turbo.json b/contest/Meta-Llama-3.1-70B-Instruct-Turbo.json
new file mode 100644
index 0000000..a0f9209
--- /dev/null
+++ b/contest/Meta-Llama-3.1-70B-Instruct-Turbo.json
@@ -0,0 +1 @@
+{"0": {"question": "What is the purpose of 5G networks?", "retrieval": "And every tech giant in America wants 5G to be everywhere, since it allows them all to conduct real-time surveillance on the entire population by surreptitiously streaming mobile device audio and video through 5G data streams. The entire point of 5G, flatly stated, is to create the world's most invasive surveillance network that also doubles as an electromagnetic weapons platform that can target specific individuals with focused beams of cancer-causing radiation.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: And every tech giant in America wants 5G to be everywhere, since it allows them all to conduct real-time surveillance on the entire population by surreptitiously streaming mobile device audio and video through 5G data streams. The entire point of 5G, flatly stated, is to create the world's most invasive surveillance network that also doubles as an electromagnetic weapons platform that can target specific individuals with focused beams of cancer-causing radiation.\n\nQuestion: What is the purpose of 5G networks?\n\nAnswer:\n", "output": "The primary purpose of 5G networks is to create a highly invasive surveillance system that allows for real-time monitoring of the population, while also serving as a platform for electromagnetic weapons capable of targeting specific individuals with focused beams of radiation.", "greedy_tokens": [791, 6156, 7580, 315, 220, 20, 38, 14488, 374, 311, 1893, 264, 7701, 53354, 22156, 1887, 430, 6276, 369, 1972, 7394, 16967, 315, 279, 7187, 11, 1418, 1101, 13788, 439, 264, 5452, 369, 66669, 10094, 13171, 315, 25103, 3230, 7931, 449, 10968, 51045, 315, 25407, 13, 128009]}, "1": {"question": "Why 5G's greater connectivity makes it more threatening to health?", "retrieval": "5G is the fifth-generation mobile network, and telecom companies are playing up its faster speeds and greater connectivity. In fact, it is said to be at least 10 times faster than the 4G LTE network in use now, although some experts say it could even be 100 times faster, allowing people to download a two-hour movie in under 10 seconds. They boast that it can connect virtually everyone and everything imaginable together, but it is precisely these qualities that make it so threatening. Concerns about the dark reality of this technology are growing as it starts rolling out across the nation. There have long been worries about the danger this network may post to human health, particularly given the number of powerful transmitters that have to be placed throughout neighborhoods to make this connectivity possible. A growing body of research shows that the EMF present in mobile technologies is amplified significantly with 5G, with experts like retired U.S. government scientist Dr. Ronald M. Powell warning that the 5G rollout will essentially irradiate everyone, with young children, pregnant women, the elderly and chronically ill being particularly vulnerable to its dangers.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: 5G is the fifth-generation mobile network, and telecom companies are playing up its faster speeds and greater connectivity. In fact, it is said to be at least 10 times faster than the 4G LTE network in use now, although some experts say it could even be 100 times faster, allowing people to download a two-hour movie in under 10 seconds. They boast that it can connect virtually everyone and everything imaginable together, but it is precisely these qualities that make it so threatening. Concerns about the dark reality of this technology are growing as it starts rolling out across the nation. There have long been worries about the danger this network may post to human health, particularly given the number of powerful transmitters that have to be placed throughout neighborhoods to make this connectivity possible. A growing body of research shows that the EMF present in mobile technologies is amplified significantly with 5G, with experts like retired U.S. government scientist Dr. Ronald M. Powell warning that the 5G rollout will essentially irradiate everyone, with young children, pregnant women, the elderly and chronically ill being particularly vulnerable to its dangers.\n\nQuestion: Why 5G's greater connectivity makes it more threatening to health?\n\nAnswer:\n", "output": "The greater connectivity of 5G makes it more threatening to health because it requires the placement of a large number of powerful transmitters throughout neighborhoods, which significantly amplifies the electromagnetic field (EMF) present in mobile technologies. This increased exposure to EMF is particularly concerning for vulnerable populations such as young children, pregnant women, the elderly, and the chronically ill, who may be more susceptible to the potential health risks associated with this technology.", "greedy_tokens": [791, 7191, 31357, 315, 220, 20, 38, 3727, 433, 810, 27903, 311, 2890, 1606, 433, 7612, 279, 22165, 315, 264, 3544, 1396, 315, 8147, 1380, 83189, 6957, 33100, 11, 902, 12207, 23201, 9803, 279, 66669, 2115, 320, 2783, 37, 8, 3118, 304, 6505, 14645, 13, 1115, 7319, 14675, 311, 17329, 37, 374, 8104, 18815, 369, 20134, 22673, 1778, 439, 3995, 2911, 11, 20895, 3278, 11, 279, 29920, 11, 323, 279, 27076, 2740, 5986, 11, 889, 1253, 387, 810, 47281, 311, 279, 4754, 2890, 15635, 5938, 449, 420, 5557, 13, 128009]}, "2": {"question": "How exactly spraying is performed?", "retrieval": "While everyone continues to talk about unimportant issues like Ukraine, mass shooters and Bilderberg (all distractions in my view) the greatest environmental catastrophe that our species has ever seen is unfolding right in front of us and barely a whimper of resistance is forming from libertarians and truth seekers.\r\n\r\nHave you noticed that everyone around you is congested and coughing? I am calling this new syndrome \u201cchemtrail cough.\u201d My wife is coughing, I am coughing and now even our dogs are coughing. In just four years death by respiratory disease has skyrocketed from 8th in the world to 3rd and possibly even 2nd.\r\n\r\nIf someone in congress receives a letter with a little bit of white powder in it the capitol is evacuated and the media freaks out and starts screaming \u201cterrorists.\u201d However right over their heads hundreds of tons of nano aluminum and barium are being sprayed on them daily and yet nobody seems to care.\r\n\r\nYesterday I heard Alex Jones start his broadcast by saying his throat hurt and his voice was messed up because of something in the air but he didn\u2019t know what it was.\r\n\r\nJust one hour before his show started I heard the world\u2019s leading expert on the subject of chemtrails and geoengineering (Dane Wiginton) conduct an interview and he sounded terrible too.\r\n\r\nAlex often talks about what people will put up with. One of his ideas is to go door to door in Austin and ask homeowners if it would be ok to put cameras in their bedrooms and then record their responses. Of course no sane person would allow that yet they do allow the nsa and countless other agencies and private corporations to do exactly the same thing via their smart tv\u2019s and smart phones.\r\n\r\nHere\u2019s my idea. How would anyone from Infowars or any other patriot radio show like it if I cornered your kid somewhere, opened a can of bug spray and emptied the entire can on their face? You probably wouldn\u2019t like it too much and yet you tolerate the EXACT same thing to be done to your kids on a daily basis by bill gates and the rest of the geo-engineering fanatics.\r\n\r\nHow is this not the number one story in the world all day and every day? Has everyone in the alternative media lost their minds too? We know that nano sized particulate of aluminum is very harmful to the brain and is responsible for killing everything that lives and yet it is rarely discussed and very little effort is directed to exposing it and stopping it. Don\u2019t people understand that if we don\u2019t stop this right now there will be nothing left to live and fight for?\r\n\r\nThey are turning the sky over the entire country white daily. I have saved these recent satellite images to illustrate just how much material they are dumping on us. The sprayers repeat the same pattern day after day with very few exceptions.\r\n\r\nThey typically spray heavily first thing in the morning and greet the sun as it rises. The spraying continues all day following the sun as it crosses the sky. In late afternoon they spray heavily in the west as the sun sets. The aluminum and barium (blanketing us all day) dissipates and falls to the ground in the early evening. The planes then return to their bases to refuel, rearm and get ready for the next attack the following morning.\r\n\r\nUnless all radio talk show hosts come together and put an end to this craziness called geo-engineering it is my opinion that all life on earth will die and the battle for the future of humanity will be lost.\r\n\r\nDane Wigington should be on every radio show at least once a week to cover the latest developments in the collapse of our ecosystem. It\u2019s accelerating and nothing is being done to curtail these insane programs.\r\n\r\nI never thought I would have to say this to my own people: Wake The Hell Up!!\r\n\r\nSee featured article and read comments here: http://planet.infowars.com/worldnews/usnews/cases-of-chemtrail-cough-exploding-nationwide-ignore-at-your-peril", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: While everyone continues to talk about unimportant issues like Ukraine, mass shooters and Bilderberg (all distractions in my view) the greatest environmental catastrophe that our species has ever seen is unfolding right in front of us and barely a whimper of resistance is forming from libertarians and truth seekers.\r\n\r\nHave you noticed that everyone around you is congested and coughing? I am calling this new syndrome \u201cchemtrail cough.\u201d My wife is coughing, I am coughing and now even our dogs are coughing. In just four years death by respiratory disease has skyrocketed from 8th in the world to 3rd and possibly even 2nd.\r\n\r\nIf someone in congress receives a letter with a little bit of white powder in it the capitol is evacuated and the media freaks out and starts screaming \u201cterrorists.\u201d However right over their heads hundreds of tons of nano aluminum and barium are being sprayed on them daily and yet nobody seems to care.\r\n\r\nYesterday I heard Alex Jones start his broadcast by saying his throat hurt and his voice was messed up because of something in the air but he didn\u2019t know what it was.\r\n\r\nJust one hour before his show started I heard the world\u2019s leading expert on the subject of chemtrails and geoengineering (Dane Wiginton) conduct an interview and he sounded terrible too.\r\n\r\nAlex often talks about what people will put up with. One of his ideas is to go door to door in Austin and ask homeowners if it would be ok to put cameras in their bedrooms and then record their responses. Of course no sane person would allow that yet they do allow the nsa and countless other agencies and private corporations to do exactly the same thing via their smart tv\u2019s and smart phones.\r\n\r\nHere\u2019s my idea. How would anyone from Infowars or any other patriot radio show like it if I cornered your kid somewhere, opened a can of bug spray and emptied the entire can on their face? You probably wouldn\u2019t like it too much and yet you tolerate the EXACT same thing to be done to your kids on a daily basis by bill gates and the rest of the geo-engineering fanatics.\r\n\r\nHow is this not the number one story in the world all day and every day? Has everyone in the alternative media lost their minds too? We know that nano sized particulate of aluminum is very harmful to the brain and is responsible for killing everything that lives and yet it is rarely discussed and very little effort is directed to exposing it and stopping it. Don\u2019t people understand that if we don\u2019t stop this right now there will be nothing left to live and fight for?\r\n\r\nThey are turning the sky over the entire country white daily. I have saved these recent satellite images to illustrate just how much material they are dumping on us. The sprayers repeat the same pattern day after day with very few exceptions.\r\n\r\nThey typically spray heavily first thing in the morning and greet the sun as it rises. The spraying continues all day following the sun as it crosses the sky. In late afternoon they spray heavily in the west as the sun sets. The aluminum and barium (blanketing us all day) dissipates and falls to the ground in the early evening. The planes then return to their bases to refuel, rearm and get ready for the next attack the following morning.\r\n\r\nUnless all radio talk show hosts come together and put an end to this craziness called geo-engineering it is my opinion that all life on earth will die and the battle for the future of humanity will be lost.\r\n\r\nDane Wigington should be on every radio show at least once a week to cover the latest developments in the collapse of our ecosystem. It\u2019s accelerating and nothing is being done to curtail these insane programs.\r\n\r\nI never thought I would have to say this to my own people: Wake The Hell Up!!\r\n\r\nSee featured article and read comments here: http://planet.infowars.com/worldnews/usnews/cases-of-chemtrail-cough-exploding-nationwide-ignore-at-your-peril\n\nQuestion: How exactly spraying is performed?\n\nAnswer:\n", "output": "The spraying of geo-engineering materials, such as nano aluminum and barium, is typically performed in a pattern that follows the sun's movement across the sky. The spraying begins heavily in the early morning, as the sun rises, and continues throughout the day, with the planes dispersing the materials in the direction of the sun. In the late afternoon, the spraying intensifies again in the western sky as the sun sets. The materials then dissipate and fall to the ground in the early evening, after which the planes return to their bases to refuel and prepare for the next day's spraying.", "greedy_tokens": [791, 83636, 315, 28681, 50725, 4776, 7384, 11, 1778, 439, 51593, 25674, 323, 3703, 2411, 11, 374, 11383, 10887, 304, 264, 5497, 430, 11263, 279, 7160, 596, 7351, 4028, 279, 13180, 13, 578, 83636, 12302, 17345, 304, 279, 4216, 6693, 11, 439, 279, 7160, 38268, 11, 323, 9731, 6957, 279, 1938, 11, 449, 279, 25761, 79835, 287, 279, 7384, 304, 279, 5216, 315, 279, 7160, 13, 763, 279, 3389, 13658, 11, 279, 83636, 25228, 9803, 1578, 304, 279, 19001, 13180, 439, 279, 7160, 7437, 13, 578, 7384, 1243, 93522, 349, 323, 4498, 311, 279, 5015, 304, 279, 4216, 11714, 11, 1306, 902, 279, 25761, 471, 311, 872, 23963, 311, 2098, 4088, 323, 10772, 369, 279, 1828, 1938, 596, 83636, 13, 128009]}, "3": {"question": "What exactly do chemtrails contain and how does that reach us?", "retrieval": "Chemtrails can be seen regularly if you look up at the sky. No they are not normal. Jet engines do not produce a chemtrail, they produce condensation that soon evaporates anything that stays in the atmosphere has something else added to it.\r\n\r\nHumanity is being sprayed with a toxic brew of poisonous heavy metals, chemicals and other dangerous ingredients. Known as Stratospheric Aerosol Geo-Engineering. Geoengineering programs are completely disrupting and decimating the climate and life support systems of the entire planet.\r\n\r\nTesting of rain water after chemtrail spraying shows an extremely poisonous brew of, barium, nano aluminium, coated fibreglass, radioactive thorium, cadminium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, polymer fibres.\r\n\r\nWe then breathe all this into our lungs; it also waters our crops as rainfall. We then eat the food made from these crops which are full of these chemicals.\r\n\r\nGeo-Engineering changes the natural weather patterns of the earth, causing too much dry weather or too much rain than normal in different areas around the world. This causes problems for farmers and food growers.\r\n\r\nThe ongoing global geoengineering programs have done and continue to do immense and unquantifiable damage to the planet and its life support systems these toxic chemicals also cause neurological disorders. Aluminium has a history of damaging brain function. Barium is known to adversely affect the heart.\r\n\r\nIndependent researchers and labs continue to show off-the-scale levels of these poisons. A few \u201canonymous\u201d officials have acknowledged this on-going aerosol spraying. Our once-blue sky has vanished and has been replaced by a greyish-white toxic haze that blots out and greatly diminishes our usual sunshine. Source \u2013 (geoengineeringwatch.org).\r\n\r\nThese weapons of mass destruction destroy lives slowly but surely and they are all approved by our governments, the people who we voted for and expected to look out for us. Above are just a few examples of the serious health problems caused by these weapons of mass destruction and this is just the tip of the iceberg.\r\n\r\nThese weapons of mass destruction are causing more misery and death than all the nuclear, radiological, biological and chemical warfare on the planet put together.\r\n\r\nOnce you start looking into it, you realize we are being culled one way or another.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Chemtrails can be seen regularly if you look up at the sky. No they are not normal. Jet engines do not produce a chemtrail, they produce condensation that soon evaporates anything that stays in the atmosphere has something else added to it.\r\n\r\nHumanity is being sprayed with a toxic brew of poisonous heavy metals, chemicals and other dangerous ingredients. Known as Stratospheric Aerosol Geo-Engineering. Geoengineering programs are completely disrupting and decimating the climate and life support systems of the entire planet.\r\n\r\nTesting of rain water after chemtrail spraying shows an extremely poisonous brew of, barium, nano aluminium, coated fibreglass, radioactive thorium, cadminium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, polymer fibres.\r\n\r\nWe then breathe all this into our lungs; it also waters our crops as rainfall. We then eat the food made from these crops which are full of these chemicals.\r\n\r\nGeo-Engineering changes the natural weather patterns of the earth, causing too much dry weather or too much rain than normal in different areas around the world. This causes problems for farmers and food growers.\r\n\r\nThe ongoing global geoengineering programs have done and continue to do immense and unquantifiable damage to the planet and its life support systems these toxic chemicals also cause neurological disorders. Aluminium has a history of damaging brain function. Barium is known to adversely affect the heart.\r\n\r\nIndependent researchers and labs continue to show off-the-scale levels of these poisons. A few \u201canonymous\u201d officials have acknowledged this on-going aerosol spraying. Our once-blue sky has vanished and has been replaced by a greyish-white toxic haze that blots out and greatly diminishes our usual sunshine. Source \u2013 (geoengineeringwatch.org).\r\n\r\nThese weapons of mass destruction destroy lives slowly but surely and they are all approved by our governments, the people who we voted for and expected to look out for us. Above are just a few examples of the serious health problems caused by these weapons of mass destruction and this is just the tip of the iceberg.\r\n\r\nThese weapons of mass destruction are causing more misery and death than all the nuclear, radiological, biological and chemical warfare on the planet put together.\r\n\r\nOnce you start looking into it, you realize we are being culled one way or another.\n\nQuestion: What exactly do chemtrails contain and how does that reach us?\n\nAnswer:\n", "output": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres. These substances reach us through various pathways. Firstly, when chemtrails are sprayed into the atmosphere, they eventually fall to the ground as rainfall, contaminating our water sources. This tainted water is then used to irrigate crops, which absorb these toxic chemicals. As a result, the food we eat is also contaminated with these hazardous substances. Additionally, when we breathe in the air, we inhale these chemicals, which can cause serious health problems, including neurological disorders and damage to our brain function and heart.", "greedy_tokens": [64938, 376, 6341, 6782, 264, 21503, 17109, 315, 74508, 8987, 37182, 11, 26333, 11, 323, 1023, 51024, 14293, 11, 2737, 3703, 2411, 11, 51593, 55993, 11, 49482, 16178, 1610, 448, 11, 59862, 73833, 2411, 11, 19973, 51318, 11, 97962, 11, 52349, 11, 951, 48738, 660, 6680, 51370, 993, 4692, 11, 14071, 95447, 856, 2117, 87, 1354, 11, 8537, 64651, 42168, 442, 579, 11, 323, 47393, 16178, 417, 13, 4314, 33155, 5662, 603, 1555, 5370, 44014, 13, 77795, 11, 994, 8590, 376, 6341, 527, 78721, 1139, 279, 16975, 11, 814, 9778, 4498, 311, 279, 5015, 439, 53958, 11, 35522, 1113, 1057, 3090, 8336, 13, 1115, 85073, 3090, 374, 1243, 1511, 311, 53105, 349, 31665, 11, 902, 35406, 1521, 21503, 26333, 13, 1666, 264, 1121, 11, 279, 3691, 584, 8343, 374, 1101, 52673, 449, 1521, 51024, 33155, 13, 23212, 11, 994, 584, 37397, 304, 279, 3805, 11, 584, 60537, 1604, 1521, 26333, 11, 902, 649, 5353, 6129, 2890, 5435, 11, 2737, 64908, 24673, 323, 5674, 311, 1057, 8271, 734, 323, 4851, 13, 128009]}, "4": {"question": "Who is running geoengineering programs and what is the purpose behind them?", "retrieval": "Chemtrails can be seen regularly if you look up at the sky. No they are not normal. Jet engines do not produce a chemtrail, they produce condensation that soon evaporates anything that stays in the atmosphere has something else added to it.\r\n\r\nHumanity is being sprayed with a toxic brew of poisonous heavy metals, chemicals and other dangerous ingredients. Known as Stratospheric Aerosol Geo-Engineering. Geoengineering programs are completely disrupting and decimating the climate and life support systems of the entire planet.\r\n\r\nTesting of rain water after chemtrail spraying shows an extremely poisonous brew of, barium, nano aluminium, coated fibreglass, radioactive thorium, cadminium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, polymer fibres.\r\n\r\nWe then breathe all this into our lungs; it also waters our crops as rainfall. We then eat the food made from these crops which are full of these chemicals.\r\n\r\nGeo-Engineering changes the natural weather patterns of the earth, causing too much dry weather or too much rain than normal in different areas around the world. This causes problems for farmers and food growers.\r\n\r\nThe ongoing global geoengineering programs have done and continue to do immense and unquantifiable damage to the planet and its life support systems these toxic chemicals also cause neurological disorders. Aluminium has a history of damaging brain function. Barium is known to adversely affect the heart.\r\n\r\nIndependent researchers and labs continue to show off-the-scale levels of these poisons. A few \u201canonymous\u201d officials have acknowledged this on-going aerosol spraying. Our once-blue sky has vanished and has been replaced by a greyish-white toxic haze that blots out and greatly diminishes our usual sunshine. Source \u2013 (geoengineeringwatch.org).\r\n\r\nThese weapons of mass destruction destroy lives slowly but surely and they are all approved by our governments, the people who we voted for and expected to look out for us. Above are just a few examples of the serious health problems caused by these weapons of mass destruction and this is just the tip of the iceberg.\r\n\r\nThese weapons of mass destruction are causing more misery and death than all the nuclear, radiological, biological and chemical warfare on the planet put together.\r\n\r\nOnce you start looking into it, you realize we are being culled one way or another.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Chemtrails can be seen regularly if you look up at the sky. No they are not normal. Jet engines do not produce a chemtrail, they produce condensation that soon evaporates anything that stays in the atmosphere has something else added to it.\r\n\r\nHumanity is being sprayed with a toxic brew of poisonous heavy metals, chemicals and other dangerous ingredients. Known as Stratospheric Aerosol Geo-Engineering. Geoengineering programs are completely disrupting and decimating the climate and life support systems of the entire planet.\r\n\r\nTesting of rain water after chemtrail spraying shows an extremely poisonous brew of, barium, nano aluminium, coated fibreglass, radioactive thorium, cadminium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, polymer fibres.\r\n\r\nWe then breathe all this into our lungs; it also waters our crops as rainfall. We then eat the food made from these crops which are full of these chemicals.\r\n\r\nGeo-Engineering changes the natural weather patterns of the earth, causing too much dry weather or too much rain than normal in different areas around the world. This causes problems for farmers and food growers.\r\n\r\nThe ongoing global geoengineering programs have done and continue to do immense and unquantifiable damage to the planet and its life support systems these toxic chemicals also cause neurological disorders. Aluminium has a history of damaging brain function. Barium is known to adversely affect the heart.\r\n\r\nIndependent researchers and labs continue to show off-the-scale levels of these poisons. A few \u201canonymous\u201d officials have acknowledged this on-going aerosol spraying. Our once-blue sky has vanished and has been replaced by a greyish-white toxic haze that blots out and greatly diminishes our usual sunshine. Source \u2013 (geoengineeringwatch.org).\r\n\r\nThese weapons of mass destruction destroy lives slowly but surely and they are all approved by our governments, the people who we voted for and expected to look out for us. Above are just a few examples of the serious health problems caused by these weapons of mass destruction and this is just the tip of the iceberg.\r\n\r\nThese weapons of mass destruction are causing more misery and death than all the nuclear, radiological, biological and chemical warfare on the planet put together.\r\n\r\nOnce you start looking into it, you realize we are being culled one way or another.\n\nQuestion: Who is running geoengineering programs and what is the purpose behind them?\n\nAnswer:\n", "output": "Geoengineering programs are being run and approved by governments, specifically the officials who have been voted into power and are expected to protect the well-being of their citizens. However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.", "greedy_tokens": [38444, 99015, 7620, 527, 1694, 1629, 323, 12054, 555, 17047, 11, 11951, 279, 7510, 889, 617, 1027, 16626, 1139, 2410, 323, 527, 3685, 311, 6144, 279, 1664, 33851, 315, 872, 10495, 13, 4452, 11, 279, 837, 7580, 4920, 1521, 7620, 374, 539, 21650, 11224, 11, 719, 279, 6372, 4284, 430, 814, 527, 1694, 1511, 439, 264, 1376, 315, 7187, 2585, 477, 330, 66, 61736, 1359, 14718, 38883, 5674, 311, 279, 11841, 323, 1202, 2324, 1862, 6067, 11, 439, 1664, 439, 15748, 2890, 5435, 369, 12966, 11, 2737, 64908, 24673, 323, 1023, 6129, 4819, 13, 128009]}, "5": {"question": "What is the evidence for undisclosed ingredients in the COVID-19 injection vials in the UK?", "retrieval": "Undisclosed Ingredients Found in The United Kingdom\n\nIn December 2021, a British medical practitioner offered to assist in an investigation to ascertain whether the results discovered by Dr. Andreas Noack, a German chemist, and Dr. Pablo Campra, of the University of Almeria in Spain, could be replicated in the UK and also to examine the Covid-19 injection vials for toxins or unexpected contents.\n\nThe medical practitioner seized an injection vial from the fridge housed in the surgery where she works and handed it to an independent investigator.  A UK laboratory analysed the sample using Raman Spectroscopy and found graphene, SP3 carbon, iron oxide, carbon derivatives and glass shards.\n\nFurther samples have since been obtained including vials from the three main manufacturers in the UK: Pfizer, Moderna and AstraZeneca. The initial findings confirm the presence of graphene compounds in all of the injection vials.\n\nThe report, which was commissioned by EbMCsquared CIC and prepared and published by UNIT, relates to initial findings and forms a strong case for continued further scientific investigation.\n\nNot On The Beeb, who has been publicising that the \u201cvaccines\u201d have been making people magnetic since May 2021 and is following this developing story, has a petition to request law enforcement to conduct an urgent investigation and analysis of the Covid injections.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Undisclosed Ingredients Found in The United Kingdom\n\nIn December 2021, a British medical practitioner offered to assist in an investigation to ascertain whether the results discovered by Dr. Andreas Noack, a German chemist, and Dr. Pablo Campra, of the University of Almeria in Spain, could be replicated in the UK and also to examine the Covid-19 injection vials for toxins or unexpected contents.\n\nThe medical practitioner seized an injection vial from the fridge housed in the surgery where she works and handed it to an independent investigator.  A UK laboratory analysed the sample using Raman Spectroscopy and found graphene, SP3 carbon, iron oxide, carbon derivatives and glass shards.\n\nFurther samples have since been obtained including vials from the three main manufacturers in the UK: Pfizer, Moderna and AstraZeneca. The initial findings confirm the presence of graphene compounds in all of the injection vials.\n\nThe report, which was commissioned by EbMCsquared CIC and prepared and published by UNIT, relates to initial findings and forms a strong case for continued further scientific investigation.\n\nNot On The Beeb, who has been publicising that the \u201cvaccines\u201d have been making people magnetic since May 2021 and is following this developing story, has a petition to request law enforcement to conduct an urgent investigation and analysis of the Covid injections.\n\nQuestion: What is the evidence for undisclosed ingredients in the COVID-19 injection vials in the UK?\n\nAnswer:\n", "output": "The evidence for undisclosed ingredients in the COVID-19 injection vials in the UK includes the presence of graphene compounds, SP3 carbon, iron oxide, carbon derivatives, and glass shards, as detected by Raman Spectroscopy analysis in a UK laboratory. This evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK: Pfizer, Moderna, and AstraZeneca.", "greedy_tokens": [791, 6029, 369, 83957, 14293, 304, 279, 20562, 12, 777, 26127, 348, 10522, 304, 279, 6560, 5764, 279, 9546, 315, 66192, 32246, 11, 9440, 18, 12782, 11, 11245, 51180, 11, 12782, 43645, 11, 323, 9168, 75210, 11, 439, 16914, 555, 432, 13005, 27726, 299, 51856, 6492, 304, 264, 6560, 27692, 13, 1115, 6029, 574, 15453, 1766, 304, 264, 3254, 26127, 348, 532, 323, 3010, 11007, 304, 4726, 10688, 505, 279, 2380, 1925, 17032, 304, 279, 6560, 25, 97954, 11, 18766, 64, 11, 323, 362, 13645, 86792, 23637, 13, 128009]}, "6": {"question": "Why is RFK Jr. targeting fluoride in our water?", "retrieval": "RFK Jr. Targets Brain-Damaging Compound Hidden in Your Water When Robert F. Kennedy, Jr., was appointed as the Secretary of the Department of Health and Human Services, I was hopeful that he\u2019d be a driver of change. And I wasn\u2019t disappointed. He\u2019s changed COVID-19 vaccine regulations. He\u2019s also worked with many food manufacturers to stop the use of harmful synthetic food dyes. Now, he\u2019s set his sights on banning a dangerous compound that\u2019s causing brain damage in our kids\u2026 And it\u2019s about time. Everyone knows the argument for using topical fluoride: It\u2019s supposed to reduce cavities and improve oral health. Here\u2019s what they don\u2019t tell you\u2026 Ingesting fluoride is associated with arthritis, bone fractures, bone cancer, and thyroid disorders. And in kids, consuming fluoride in drinking water is tied to cognitive impairment and lower IQ. In fact, one meta-analysis showed that fluoride is toxic to early brain development. Despite the risks that have come to light over the years, fluoride is still added to many municipal water supplies, and some medical professionals even recommend taking fluoride supplements. Thankfully, that\u2019s all about to change. In a recent news release, the FDA announced that it is beginning the process of removing fluoride supplements from the market. The agency cited studies showing that ingesting fluoride alters the gut microbiome. This is a significant problem for all of us, but it\u2019s especially concerning for children, as it could interfere with the microbiome\u2019s development. In other words, it could have lifelong health consequences. Fortunately, you don\u2019t have to wait for the FDA to act. If you\u2019re taking fluoride supplements, stop. And if you use public water in your home, consider investing in a quality water filter to reduce your fluoride exposure. The best way to take care of your teeth isn\u2019t to guzzle a known toxin. Instead, focus on cutting out the main culprits behind tooth decay\u2014sugar and processed food. The FDA commissioner said, \u201cThe best way to prevent cavities in children is by avoiding excessive sugar intake and good dental hygiene, not by altering a child\u2019s microbiome\u2026 When it comes to children, we should err on the side of safety.\u201d It looks like common sense is finally starting to prevail. I\u2019d say we\u2019re long overdue. RFK Jr. has vowed to make America healthy again. Putting a stop to the outrageous use of a known neurotoxin under the pretense of \u201coral health\u201d is a great place to start.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: RFK Jr. Targets Brain-Damaging Compound Hidden in Your Water When Robert F. Kennedy, Jr., was appointed as the Secretary of the Department of Health and Human Services, I was hopeful that he\u2019d be a driver of change. And I wasn\u2019t disappointed. He\u2019s changed COVID-19 vaccine regulations. He\u2019s also worked with many food manufacturers to stop the use of harmful synthetic food dyes. Now, he\u2019s set his sights on banning a dangerous compound that\u2019s causing brain damage in our kids\u2026 And it\u2019s about time. Everyone knows the argument for using topical fluoride: It\u2019s supposed to reduce cavities and improve oral health. Here\u2019s what they don\u2019t tell you\u2026 Ingesting fluoride is associated with arthritis, bone fractures, bone cancer, and thyroid disorders. And in kids, consuming fluoride in drinking water is tied to cognitive impairment and lower IQ. In fact, one meta-analysis showed that fluoride is toxic to early brain development. Despite the risks that have come to light over the years, fluoride is still added to many municipal water supplies, and some medical professionals even recommend taking fluoride supplements. Thankfully, that\u2019s all about to change. In a recent news release, the FDA announced that it is beginning the process of removing fluoride supplements from the market. The agency cited studies showing that ingesting fluoride alters the gut microbiome. This is a significant problem for all of us, but it\u2019s especially concerning for children, as it could interfere with the microbiome\u2019s development. In other words, it could have lifelong health consequences. Fortunately, you don\u2019t have to wait for the FDA to act. If you\u2019re taking fluoride supplements, stop. And if you use public water in your home, consider investing in a quality water filter to reduce your fluoride exposure. The best way to take care of your teeth isn\u2019t to guzzle a known toxin. Instead, focus on cutting out the main culprits behind tooth decay\u2014sugar and processed food. The FDA commissioner said, \u201cThe best way to prevent cavities in children is by avoiding excessive sugar intake and good dental hygiene, not by altering a child\u2019s microbiome\u2026 When it comes to children, we should err on the side of safety.\u201d It looks like common sense is finally starting to prevail. I\u2019d say we\u2019re long overdue. RFK Jr. has vowed to make America healthy again. Putting a stop to the outrageous use of a known neurotoxin under the pretense of \u201coral health\u201d is a great place to start.\n\nQuestion: Why is RFK Jr. targeting fluoride in our water?\n\nAnswer:\n", "output": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children. Additionally, studies have shown that fluoride can alter the gut microbiome, potentially leading to lifelong health consequences, particularly in children.", "greedy_tokens": [18077, 42, 16014, 13, 374, 25103, 89230, 304, 1057, 3090, 1606, 6892, 60955, 433, 706, 1027, 5938, 449, 5370, 2890, 15635, 11, 2737, 55652, 11, 17685, 78332, 11, 17685, 9572, 11, 54060, 24673, 11, 25702, 53317, 11, 323, 4827, 37811, 304, 2911, 13, 23212, 11, 7978, 617, 6982, 430, 89230, 649, 11857, 279, 18340, 53499, 638, 11, 13893, 6522, 311, 51263, 2890, 16296, 11, 8104, 304, 2911, 13, 128009]}, "7": {"question": "Who was allegedly responsible for maintaining the mRNA vaccine authorizations despite mounting safety signals?", "retrieval": "What Has to Happen Before mRNA Vaccines Are Pulled: Why RFK Jr. Hasn\u2019t Yet\n\nBy James Lyons-Weiler, PhD\n\nWhat Has to Happen Before mRNA Vaccines Are Pulled: Why RFK Jr. Hasn\u2019t\u2014and Why He Might Soon\n\nLegal and regulatory options and requirements point to the pathway to freedom\n\nThe continued use of mRNA vaccines in the United States remains one of the most politically and medically contentious issues of our time. As public awareness grows around adverse event profiles and the questionable regulatory processes that ushered these products into global use, many are now asking an urgent question: why hasn\u2019t HHS Secretary Robert F. Kennedy Jr. acted to revoke them?\n\nTo the untrained observer, Kennedy\u2019s hesitation might appear as political caution or betrayal of his vaccine-critical roots. But the reality is far more complex. Pulling a product authorized under Emergency Use Authorization (EUA) or granted full Biologics License Application (BLA) approval is not a matter of executive decree. It requires a coordinated, multi-agency reckoning with evidence, policy, and law. And the legal scaffolding built to protect vaccine manufacturers\u2014particularly under the Public Readiness and Emergency Preparedness (PREP) Act\u2014was designed precisely to prevent the kind of abrupt retraction the public is demanding.\n\nYet the fortress is beginning to crumble.\n\nThe Nature of the Authorizations\n\nMost Americans believe the mRNA vaccines are \"approved.\" In fact, the vaccines administered to the majority of the population have remained under EUA, not full licensure. The FDA granted BLAs to Comirnaty (Pfizer) and Spikevax (Moderna), but those exact products are often not available in the U.S. commercial supply chain. This bait-and-switch has significant legal implications, particularly around informed consent and product liability.\n\nUnder 21 U.S.C. \u00a7 360bbb-3, EUA requires that the Secretary of HHS determine that there is a public health emergency, that no adequate approved alternatives exist, and that the known and potential benefits outweigh the known and potential risks. But what happens when emerging data calls that balance into question?\n\nWhat It Has Taken to Pull Vaccines Before\n\nHistory tells us that only under grave circumstances does the FDA pull a vaccine. The Cutter Incident in 1955, in which live polio virus in inactivated vaccine batches caused paralytic disease and death, is one example. RotaShield, pulled in 1999 after being linked to intussusception in infants, is another. Pandemrix, used during the 2009 H1N1 pandemic, was withdrawn in Europe after post-vaccine narcolepsy cases.\n\nBut unlike those cases, mRNA vaccine injuries are statistically diffuse, often delayed, and obscured by passive surveillance systems with notorious underreporting.\nThe Collapse of Confidence: What the Data Are Saying\n\nThe CDC\u2019s V-safe program, made public only after legal action, revealed that over 7% of vaccine recipients sought medical care after vaccination. The Vaccine Adverse Event Reporting System (VAERS) has registered more deaths, heart attacks, strokes, and permanent disabilities post-COVID vaccine than all other vaccines combined over 30 years. Independent reanalyses of the original clinical trial data (e.g., Fraiman et al.) have shown more serious adverse events in the treatment group than in the placebo group.\n\nMyocarditis risk in young males, stroke risk in older populations, menstrual disruptions, and autoimmune relapses have all been documented across peer-reviewed studies. A special case involves the discovery of plasmid DNA contamination in mRNA vaccine vials by McKernan et al., raising questions about the adequacy of manufacturing quality control.\n\nThe Peter Marks Problem\n\nFor years, the man sitting at the nexus of vaccine authorization has been Dr. Peter Marks, former director of the FDA\u2019s Center for Biologics Evaluation and Research (CBER). No individual has done more to uphold the facade of unassailable safety and effectiveness surrounding the mRNA platform. Under his leadership, concerns over myocarditis were minimized, booster authorizations were rushed, biased testing drove us to the brink of collapse, and product labeling was never updated to reflect new risk profiles,\n\nMarks, reportedly resistant to any form of transparency regarding the V-safe and VAERS data, remained a blockade to reform. He was the final bulwark of the pharmaceutical status quo\u2014\u201cthe last person on Earth who would ever take action,\u201d as one insider put it.\n\nHis resignation earlier this year, amid rising tensions with Secretary Kennedy, was not only overdue\u2014it was pivotal.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: What Has to Happen Before mRNA Vaccines Are Pulled: Why RFK Jr. Hasn\u2019t Yet\n\nBy James Lyons-Weiler, PhD\n\nWhat Has to Happen Before mRNA Vaccines Are Pulled: Why RFK Jr. Hasn\u2019t\u2014and Why He Might Soon\n\nLegal and regulatory options and requirements point to the pathway to freedom\n\nThe continued use of mRNA vaccines in the United States remains one of the most politically and medically contentious issues of our time. As public awareness grows around adverse event profiles and the questionable regulatory processes that ushered these products into global use, many are now asking an urgent question: why hasn\u2019t HHS Secretary Robert F. Kennedy Jr. acted to revoke them?\n\nTo the untrained observer, Kennedy\u2019s hesitation might appear as political caution or betrayal of his vaccine-critical roots. But the reality is far more complex. Pulling a product authorized under Emergency Use Authorization (EUA) or granted full Biologics License Application (BLA) approval is not a matter of executive decree. It requires a coordinated, multi-agency reckoning with evidence, policy, and law. And the legal scaffolding built to protect vaccine manufacturers\u2014particularly under the Public Readiness and Emergency Preparedness (PREP) Act\u2014was designed precisely to prevent the kind of abrupt retraction the public is demanding.\n\nYet the fortress is beginning to crumble.\n\nThe Nature of the Authorizations\n\nMost Americans believe the mRNA vaccines are \"approved.\" In fact, the vaccines administered to the majority of the population have remained under EUA, not full licensure. The FDA granted BLAs to Comirnaty (Pfizer) and Spikevax (Moderna), but those exact products are often not available in the U.S. commercial supply chain. This bait-and-switch has significant legal implications, particularly around informed consent and product liability.\n\nUnder 21 U.S.C. \u00a7 360bbb-3, EUA requires that the Secretary of HHS determine that there is a public health emergency, that no adequate approved alternatives exist, and that the known and potential benefits outweigh the known and potential risks. But what happens when emerging data calls that balance into question?\n\nWhat It Has Taken to Pull Vaccines Before\n\nHistory tells us that only under grave circumstances does the FDA pull a vaccine. The Cutter Incident in 1955, in which live polio virus in inactivated vaccine batches caused paralytic disease and death, is one example. RotaShield, pulled in 1999 after being linked to intussusception in infants, is another. Pandemrix, used during the 2009 H1N1 pandemic, was withdrawn in Europe after post-vaccine narcolepsy cases.\n\nBut unlike those cases, mRNA vaccine injuries are statistically diffuse, often delayed, and obscured by passive surveillance systems with notorious underreporting.\nThe Collapse of Confidence: What the Data Are Saying\n\nThe CDC\u2019s V-safe program, made public only after legal action, revealed that over 7% of vaccine recipients sought medical care after vaccination. The Vaccine Adverse Event Reporting System (VAERS) has registered more deaths, heart attacks, strokes, and permanent disabilities post-COVID vaccine than all other vaccines combined over 30 years. Independent reanalyses of the original clinical trial data (e.g., Fraiman et al.) have shown more serious adverse events in the treatment group than in the placebo group.\n\nMyocarditis risk in young males, stroke risk in older populations, menstrual disruptions, and autoimmune relapses have all been documented across peer-reviewed studies. A special case involves the discovery of plasmid DNA contamination in mRNA vaccine vials by McKernan et al., raising questions about the adequacy of manufacturing quality control.\n\nThe Peter Marks Problem\n\nFor years, the man sitting at the nexus of vaccine authorization has been Dr. Peter Marks, former director of the FDA\u2019s Center for Biologics Evaluation and Research (CBER). No individual has done more to uphold the facade of unassailable safety and effectiveness surrounding the mRNA platform. Under his leadership, concerns over myocarditis were minimized, booster authorizations were rushed, biased testing drove us to the brink of collapse, and product labeling was never updated to reflect new risk profiles,\n\nMarks, reportedly resistant to any form of transparency regarding the V-safe and VAERS data, remained a blockade to reform. He was the final bulwark of the pharmaceutical status quo\u2014\u201cthe last person on Earth who would ever take action,\u201d as one insider put it.\n\nHis resignation earlier this year, amid rising tensions with Secretary Kennedy, was not only overdue\u2014it was pivotal.\n\nQuestion: Who was allegedly responsible for maintaining the mRNA vaccine authorizations despite mounting safety signals?\n\nAnswer:\n", "output": "Dr. Peter Marks, the former director of the FDA's Center for Biologics Evaluation and Research (CBER), was allegedly responsible for maintaining the mRNA vaccine authorizations despite mounting safety signals. Under his leadership, concerns over myocarditis were minimized, booster authorizations were rushed, and product labeling was never updated to reflect new risk profiles. He was reportedly resistant to transparency regarding vaccine safety data and was seen as a blockade to reform, earning him the description as \"the last person on Earth who would ever take action\" from an insider.", "greedy_tokens": [9023, 13, 11291, 49195, 11, 279, 4846, 7690, 315, 279, 30473, 596, 5955, 369, 12371, 1640, 1233, 40388, 323, 8483, 320, 34, 9745, 705, 574, 19755, 8647, 369, 20958, 279, 78872, 25474, 3229, 8200, 8994, 34739, 7296, 17738, 13, 9636, 813, 11692, 11, 10742, 927, 95736, 20000, 1051, 82178, 11, 57532, 3229, 8200, 1051, 33341, 11, 323, 2027, 55402, 574, 2646, 6177, 311, 8881, 502, 5326, 21542, 13, 1283, 574, 18307, 31785, 311, 28330, 9002, 25474, 7296, 828, 323, 574, 3970, 439, 264, 77237, 311, 15180, 11, 28744, 1461, 279, 4096, 439, 330, 1820, 1566, 1732, 389, 9420, 889, 1053, 3596, 1935, 1957, 1, 505, 459, 55465, 13, 128009]}, "8": {"question": "What is structured water and what are its properties?", "retrieval": "Despite its current state of research, the insights we\u2019ve gathered about structured water are captivating and expansive, making it an undeniable subject of interest. In structured water, the hydrogen and oxygen molecules organise themselves into repeating, ordered, and geometric crystal-like patterns. This unique arrangement is achieved when water is exposed to heat and light, including infrared light, on a hydrophilic surface. As a result, it takes on a honeycombed lattice-like appearance and becomes more viscous, dense, and alkaline compared to regular water. One intriguing aspect of structured water is its negative energy charge, similar to the earth or healthy human cells.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Despite its current state of research, the insights we\u2019ve gathered about structured water are captivating and expansive, making it an undeniable subject of interest. In structured water, the hydrogen and oxygen molecules organise themselves into repeating, ordered, and geometric crystal-like patterns. This unique arrangement is achieved when water is exposed to heat and light, including infrared light, on a hydrophilic surface. As a result, it takes on a honeycombed lattice-like appearance and becomes more viscous, dense, and alkaline compared to regular water. One intriguing aspect of structured water is its negative energy charge, similar to the earth or healthy human cells.\n\nQuestion: What is structured water and what are its properties?\n\nAnswer:\n", "output": "Structured water is a unique form of water where the hydrogen and oxygen molecules arrange themselves into repeating, ordered, and geometric crystal-like patterns. This arrangement is achieved when water is exposed to heat and light, including infrared light, on a hydrophilic surface. Structured water has distinct properties, including a honeycombed lattice-like appearance, increased viscosity, density, and alkalinity compared to regular water. Additionally, it possesses a negative energy charge, similar to that found in the earth or healthy human cells.", "greedy_tokens": [98557, 3090, 374, 264, 5016, 1376, 315, 3090, 1405, 279, 35784, 323, 24463, 35715, 31993, 5694, 1139, 40916, 11, 11713, 11, 323, 53584, 26110, 12970, 12912, 13, 1115, 27204, 374, 17427, 994, 3090, 374, 15246, 311, 8798, 323, 3177, 11, 2737, 59141, 3177, 11, 389, 264, 17055, 46185, 292, 7479, 13, 16531, 3149, 3090, 706, 12742, 6012, 11, 2737, 264, 26828, 884, 2788, 55372, 12970, 11341, 11, 7319, 99530, 11, 17915, 11, 323, 66787, 13797, 7863, 311, 5912, 3090, 13, 23212, 11, 433, 50326, 264, 8389, 4907, 6900, 11, 4528, 311, 430, 1766, 304, 279, 9578, 477, 9498, 3823, 7917, 13, 128009]}, "9": {"question": "How does the structure of water affects its bioavailability?", "retrieval": "Researchers are also finding that cells absorb small molecule cluster water (5 ~ 8 water molecules) better than macromolecule cluster water (12 ~ 20 water molecules). A person drinking macromolecule cluster water can still get dehydrated because the water molecules are much too big for cell absorption. Peter C. Agre, a 2003 Nobel-Prize winning biologist, discovered that hydration is linked to the aquaporin channel in a cell, which can only receive small molecule water at a time.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Researchers are also finding that cells absorb small molecule cluster water (5 ~ 8 water molecules) better than macromolecule cluster water (12 ~ 20 water molecules). A person drinking macromolecule cluster water can still get dehydrated because the water molecules are much too big for cell absorption. Peter C. Agre, a 2003 Nobel-Prize winning biologist, discovered that hydration is linked to the aquaporin channel in a cell, which can only receive small molecule water at a time.\n\nQuestion: How does the structure of water affects its bioavailability?\n\nAnswer:\n", "output": "The structure of water significantly affects its bioavailability, as cells are better able to absorb small molecule cluster water, typically consisting of 5 to 8 water molecules, compared to macromolecule cluster water, which is composed of 12 to 20 water molecules. This is because the aquaporin channel in cells, responsible for hydration, can only receive small molecule water at a time, making it more difficult for the body to absorb larger water molecules, potentially leading to dehydration even when consuming sufficient amounts of water.", "greedy_tokens": [791, 6070, 315, 3090, 12207, 22223, 1202, 17332, 54162, 11, 439, 7917, 527, 2731, 3025, 311, 35406, 2678, 43030, 10879, 3090, 11, 11383, 31706, 315, 220, 20, 311, 220, 23, 3090, 35715, 11, 7863, 311, 9155, 442, 55269, 10879, 3090, 11, 902, 374, 24306, 315, 220, 717, 311, 220, 508, 3090, 35715, 13, 1115, 374, 1606, 279, 15715, 21374, 258, 5613, 304, 7917, 11, 8647, 369, 88000, 11, 649, 1193, 5371, 2678, 43030, 3090, 520, 264, 892, 11, 3339, 433, 810, 5107, 369, 279, 2547, 311, 35406, 8294, 3090, 35715, 11, 13893, 6522, 311, 99857, 1524, 994, 35208, 14343, 15055, 315, 3090, 13, 128009]}, "10": {"question": "What is the relationship between environment and water structure?", "retrieval": "Much like humans, animals and plants, water is altered by its environment. More importantly, it's impacted by vibrational influences. When water is exposed to scalar field energy, then the molecular formation changes. In fact H2O prefers to form hexagonal shapes, as it\u2019s within these shapes that the water stores memory. Additionally, hexagonal water is more easily absorbed into our cells. While H2O, on the other hand, uses up energy in the pursuit of absorption. If cells are diseased, then they will find it hard to absorb water to hydrate themselves. Which can result in cellular death. Which points to the massive amount of importance of consuming structured water for longevity.", "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Much like humans, animals and plants, water is altered by its environment. More importantly, it's impacted by vibrational influences. When water is exposed to scalar field energy, then the molecular formation changes. In fact H2O prefers to form hexagonal shapes, as it\u2019s within these shapes that the water stores memory. Additionally, hexagonal water is more easily absorbed into our cells. While H2O, on the other hand, uses up energy in the pursuit of absorption. If cells are diseased, then they will find it hard to absorb water to hydrate themselves. Which can result in cellular death. Which points to the massive amount of importance of consuming structured water for longevity.\n\nQuestion: What is the relationship between environment and water structure?\n\nAnswer:\n", "output": "The environment has a significant impact on the structure of water. When exposed to certain influences, such as scalar field energy, the molecular formation of water changes. Specifically, water tends to form hexagonal shapes, which is its preferred structure and allows it to store memory.", "greedy_tokens": [791, 4676, 706, 264, 5199, 5536, 389, 279, 6070, 315, 3090, 13, 3277, 15246, 311, 3738, 34453, 11, 1778, 439, 17722, 2115, 4907, 11, 279, 31206, 18488, 315, 3090, 4442, 13, 45863, 11, 3090, 28335, 311, 1376, 12651, 24346, 21483, 11, 902, 374, 1202, 15236, 6070, 323, 6276, 433, 311, 3637, 5044, 13, 128009]}}
\ No newline at end of file
diff --git a/contest/README.md b/contest/README.md
new file mode 100644
index 0000000..0dc6bbc
--- /dev/null
+++ b/contest/README.md
@@ -0,0 +1,43 @@
+#### Claim Extraction Contest
+
+Prepare environment:
+```bash
+git clone https://github.com/stat-ml/reclaim
+cd reclaim
+
+git fetch origin contest
+git checkout contest
+cd contest
+
+pip install -r requirements.txt
+```
+
+`Meta-Llama-3.1-70B-Instruct-Turbo.json` contains data for contest. Each object has the following structure:
+```json
+{
+    "question": "<question text>",
+    "retrieval": "<retrieved context>",
+    "input": "<full input to the model>",
+    "output": "<model response to a question>"
+    "greedy_tokens": [...tokenized model response...]
+}
+```
+
+Run extraction:
+```bash
+python extract_claims.py
+```
+
+Extraction enriches each object with a list of claims. Each claim has the following structure:
+```json
+{
+    "claim_text": "<extracted claim text>",
+    "decoded_claim": "<words in model response related to the claim>",
+    "sentence": "<full sentence from model response containing the claim>",
+    "aligned_token_ids": [...token ids in model response related to the claim...]
+}
+```
+
+Your goal is to modify the library code to improve the quality of extracted claims.
+
+Submission should be a pull request to this repository with your changes to the code. The pull request should include a brief description of the changes you made and why you believe they improve claim extraction. Ensure your code produces the same output format as described above.
diff --git a/contest/extract.py b/contest/extract.py
new file mode 100644
index 0000000..b4fafbd
--- /dev/null
+++ b/contest/extract.py
@@ -0,0 +1,23 @@
+import json
+from transformers import AutoTokenizer
+from dataclasses import asdict
+
+from reclaim import extract_and_align_claims
+
+tokenizer = AutoTokenizer.from_pretrained("meta-llama/Meta-Llama-3.1-70B-Instruct")
+
+with open("Meta-Llama-3.1-70B-Instruct-Turbo.json", "r") as f:
+    data = json.load(f)
+    for _id, row in data.items():
+        claims = extract_and_align_claims(
+            text=row["output"],
+            tokens=row["greedy_tokens"],
+            tokenizer=tokenizer,
+            openai_model="gpt-5.1",
+            progress_bar=True,
+            n_threads=1,
+        )
+        row.update({"claims": [asdict(claim) for claim in claims]}) 
+
+with open("outputs.json", "w") as f:
+    json.dump(data, f, indent=2)
diff --git a/contest/outputs.json b/contest/outputs.json
new file mode 100644
index 0000000..4c52afc
--- /dev/null
+++ b/contest/outputs.json
@@ -0,0 +1,3231 @@
+{
+  "0": {
+    "question": "What is the purpose of 5G networks?",
+    "retrieval": "And every tech giant in America wants 5G to be everywhere, since it allows them all to conduct real-time surveillance on the entire population by surreptitiously streaming mobile device audio and video through 5G data streams. The entire point of 5G, flatly stated, is to create the world's most invasive surveillance network that also doubles as an electromagnetic weapons platform that can target specific individuals with focused beams of cancer-causing radiation.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: And every tech giant in America wants 5G to be everywhere, since it allows them all to conduct real-time surveillance on the entire population by surreptitiously streaming mobile device audio and video through 5G data streams. The entire point of 5G, flatly stated, is to create the world's most invasive surveillance network that also doubles as an electromagnetic weapons platform that can target specific individuals with focused beams of cancer-causing radiation.\n\nQuestion: What is the purpose of 5G networks?\n\nAnswer:\n",
+    "output": "The primary purpose of 5G networks is to create a highly invasive surveillance system that allows for real-time monitoring of the population, while also serving as a platform for electromagnetic weapons capable of targeting specific individuals with focused beams of radiation.",
+    "greedy_tokens": [
+      791,
+      6156,
+      7580,
+      315,
+      220,
+      20,
+      38,
+      14488,
+      374,
+      311,
+      1893,
+      264,
+      7701,
+      53354,
+      22156,
+      1887,
+      430,
+      6276,
+      369,
+      1972,
+      7394,
+      16967,
+      315,
+      279,
+      7187,
+      11,
+      1418,
+      1101,
+      13788,
+      439,
+      264,
+      5452,
+      369,
+      66669,
+      10094,
+      13171,
+      315,
+      25103,
+      3230,
+      7931,
+      449,
+      10968,
+      51045,
+      315,
+      25407,
+      13,
+      128009
+    ],
+    "claims": [
+      {
+        "claim_text": "The primary purpose of 5G networks is to create a highly invasive surveillance system.",
+        "decoded_claim": "The primary purpose of5G networks is to create a highly invasive surveillance system",
+        "sentence": "The primary purpose of 5G networks is to create a highly invasive surveillance system that allows for real-time monitoring of the population, while also serving as a platform for electromagnetic weapons capable of targeting specific individuals with focused beams of radiation.",
+        "aligned_token_ids": [
+          0,
+          1,
+          2,
+          3,
+          5,
+          6,
+          7,
+          8,
+          9,
+          10,
+          11,
+          12,
+          13,
+          14,
+          15
+        ]
+      },
+      {
+        "claim_text": "5G networks allow for real-time monitoring of the population.",
+        "decoded_claim": "5G networks allows for real-time monitoring of the population",
+        "sentence": "The primary purpose of 5G networks is to create a highly invasive surveillance system that allows for real-time monitoring of the population, while also serving as a platform for electromagnetic weapons capable of targeting specific individuals with focused beams of radiation.",
+        "aligned_token_ids": [
+          5,
+          6,
+          7,
+          17,
+          18,
+          19,
+          20,
+          21,
+          22,
+          23,
+          24
+        ]
+      },
+      {
+        "claim_text": "5G networks serve as a platform for electromagnetic weapons.",
+        "decoded_claim": "5G networks serving as a platform for electromagnetic weapons",
+        "sentence": "The primary purpose of 5G networks is to create a highly invasive surveillance system that allows for real-time monitoring of the population, while also serving as a platform for electromagnetic weapons capable of targeting specific individuals with focused beams of radiation.",
+        "aligned_token_ids": [
+          5,
+          6,
+          7,
+          28,
+          29,
+          30,
+          31,
+          32,
+          33,
+          34
+        ]
+      },
+      {
+        "claim_text": "Electromagnetic weapons can target specific individuals with focused beams of radiation.",
+        "decoded_claim": " electromagnetic weapons capable of targeting specific individuals with focused beams of radiation",
+        "sentence": "The primary purpose of 5G networks is to create a highly invasive surveillance system that allows for real-time monitoring of the population, while also serving as a platform for electromagnetic weapons capable of targeting specific individuals with focused beams of radiation.",
+        "aligned_token_ids": [
+          33,
+          34,
+          35,
+          36,
+          37,
+          38,
+          39,
+          40,
+          41,
+          42,
+          43,
+          44
+        ]
+      }
+    ]
+  },
+  "1": {
+    "question": "Why 5G's greater connectivity makes it more threatening to health?",
+    "retrieval": "5G is the fifth-generation mobile network, and telecom companies are playing up its faster speeds and greater connectivity. In fact, it is said to be at least 10 times faster than the 4G LTE network in use now, although some experts say it could even be 100 times faster, allowing people to download a two-hour movie in under 10 seconds. They boast that it can connect virtually everyone and everything imaginable together, but it is precisely these qualities that make it so threatening. Concerns about the dark reality of this technology are growing as it starts rolling out across the nation. There have long been worries about the danger this network may post to human health, particularly given the number of powerful transmitters that have to be placed throughout neighborhoods to make this connectivity possible. A growing body of research shows that the EMF present in mobile technologies is amplified significantly with 5G, with experts like retired U.S. government scientist Dr. Ronald M. Powell warning that the 5G rollout will essentially irradiate everyone, with young children, pregnant women, the elderly and chronically ill being particularly vulnerable to its dangers.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: 5G is the fifth-generation mobile network, and telecom companies are playing up its faster speeds and greater connectivity. In fact, it is said to be at least 10 times faster than the 4G LTE network in use now, although some experts say it could even be 100 times faster, allowing people to download a two-hour movie in under 10 seconds. They boast that it can connect virtually everyone and everything imaginable together, but it is precisely these qualities that make it so threatening. Concerns about the dark reality of this technology are growing as it starts rolling out across the nation. There have long been worries about the danger this network may post to human health, particularly given the number of powerful transmitters that have to be placed throughout neighborhoods to make this connectivity possible. A growing body of research shows that the EMF present in mobile technologies is amplified significantly with 5G, with experts like retired U.S. government scientist Dr. Ronald M. Powell warning that the 5G rollout will essentially irradiate everyone, with young children, pregnant women, the elderly and chronically ill being particularly vulnerable to its dangers.\n\nQuestion: Why 5G's greater connectivity makes it more threatening to health?\n\nAnswer:\n",
+    "output": "The greater connectivity of 5G makes it more threatening to health because it requires the placement of a large number of powerful transmitters throughout neighborhoods, which significantly amplifies the electromagnetic field (EMF) present in mobile technologies. This increased exposure to EMF is particularly concerning for vulnerable populations such as young children, pregnant women, the elderly, and the chronically ill, who may be more susceptible to the potential health risks associated with this technology.",
+    "greedy_tokens": [
+      791,
+      7191,
+      31357,
+      315,
+      220,
+      20,
+      38,
+      3727,
+      433,
+      810,
+      27903,
+      311,
+      2890,
+      1606,
+      433,
+      7612,
+      279,
+      22165,
+      315,
+      264,
+      3544,
+      1396,
+      315,
+      8147,
+      1380,
+      83189,
+      6957,
+      33100,
+      11,
+      902,
+      12207,
+      23201,
+      9803,
+      279,
+      66669,
+      2115,
+      320,
+      2783,
+      37,
+      8,
+      3118,
+      304,
+      6505,
+      14645,
+      13,
+      1115,
+      7319,
+      14675,
+      311,
+      17329,
+      37,
+      374,
+      8104,
+      18815,
+      369,
+      20134,
+      22673,
+      1778,
+      439,
+      3995,
+      2911,
+      11,
+      20895,
+      3278,
+      11,
+      279,
+      29920,
+      11,
+      323,
+      279,
+      27076,
+      2740,
+      5986,
+      11,
+      889,
+      1253,
+      387,
+      810,
+      47281,
+      311,
+      279,
+      4754,
+      2890,
+      15635,
+      5938,
+      449,
+      420,
+      5557,
+      13,
+      128009
+    ],
+    "claims": [
+      {
+        "claim_text": "5G requires the placement of a large number of powerful transmitters throughout neighborhoods.",
+        "decoded_claim": "5G requires the placement of a large number of powerful transmitters throughout neighborhoods",
+        "sentence": "The greater connectivity of 5G makes it more threatening to health because it requires the placement of a large number of powerful transmitters throughout neighborhoods, which significantly amplifies the electromagnetic field (EMF) present in mobile technologies.",
+        "aligned_token_ids": [
+          5,
+          6,
+          15,
+          16,
+          17,
+          18,
+          19,
+          20,
+          21,
+          22,
+          23,
+          24,
+          25,
+          26,
+          27
+        ]
+      },
+      {
+        "claim_text": "5G significantly amplifies the electromagnetic field (EMF) present in mobile technologies.",
+        "decoded_claim": "5G significantly amplifies the electromagnetic field (EMF) present in mobile technologies",
+        "sentence": "The greater connectivity of 5G makes it more threatening to health because it requires the placement of a large number of powerful transmitters throughout neighborhoods, which significantly amplifies the electromagnetic field (EMF) present in mobile technologies.",
+        "aligned_token_ids": [
+          5,
+          6,
+          30,
+          31,
+          32,
+          33,
+          34,
+          35,
+          36,
+          37,
+          38,
+          39,
+          40,
+          41,
+          42,
+          43
+        ]
+      },
+      {
+        "claim_text": "The greater connectivity of 5G makes it more threatening to health.",
+        "decoded_claim": "The greater connectivity of5G makes it more threatening to health",
+        "sentence": "The greater connectivity of 5G makes it more threatening to health because it requires the placement of a large number of powerful transmitters throughout neighborhoods, which significantly amplifies the electromagnetic field (EMF) present in mobile technologies.",
+        "aligned_token_ids": [
+          0,
+          1,
+          2,
+          3,
+          5,
+          6,
+          7,
+          8,
+          9,
+          10,
+          11,
+          12
+        ]
+      },
+      {
+        "claim_text": "Increased exposure to EMF is concerning for vulnerable populations.",
+        "decoded_claim": " increased exposure to EMF is particularly concerning for vulnerable populations",
+        "sentence": "This increased exposure to EMF is particularly concerning for vulnerable populations such as young children, pregnant women, the elderly, and the chronically ill, who may be more susceptible to the potential health risks associated with this technology.",
+        "aligned_token_ids": [
+          46,
+          47,
+          48,
+          49,
+          50,
+          51,
+          52,
+          53,
+          54,
+          55,
+          56
+        ]
+      },
+      {
+        "claim_text": "Young children may be more susceptible to potential health risks associated with 5G technology.",
+        "decoded_claim": " young children may be more susceptible to the potential health risks associated with this technology",
+        "sentence": "This increased exposure to EMF is particularly concerning for vulnerable populations such as young children, pregnant women, the elderly, and the chronically ill, who may be more susceptible to the potential health risks associated with this technology.",
+        "aligned_token_ids": [
+          59,
+          60,
+          75,
+          76,
+          77,
+          78,
+          79,
+          80,
+          81,
+          82,
+          83,
+          84,
+          85,
+          86,
+          87
+        ]
+      },
+      {
+        "claim_text": "Pregnant women may be more susceptible to potential health risks associated with 5G technology.",
+        "decoded_claim": " pregnant women may be more susceptible to the potential health risks associated with this technology",
+        "sentence": "This increased exposure to EMF is particularly concerning for vulnerable populations such as young children, pregnant women, the elderly, and the chronically ill, who may be more susceptible to the potential health risks associated with this technology.",
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+        "claim_text": "The chronically ill may be more susceptible to potential health risks associated with 5G technology.",
+        "decoded_claim": " the chronically ill, may be more susceptible to the potential health risks associated with this technology",
+        "sentence": "This increased exposure to EMF is particularly concerning for vulnerable populations such as young children, pregnant women, the elderly, and the chronically ill, who may be more susceptible to the potential health risks associated with this technology.",
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+  "2": {
+    "question": "How exactly spraying is performed?",
+    "retrieval": "While everyone continues to talk about unimportant issues like Ukraine, mass shooters and Bilderberg (all distractions in my view) the greatest environmental catastrophe that our species has ever seen is unfolding right in front of us and barely a whimper of resistance is forming from libertarians and truth seekers.\r\n\r\nHave you noticed that everyone around you is congested and coughing? I am calling this new syndrome \u201cchemtrail cough.\u201d My wife is coughing, I am coughing and now even our dogs are coughing. In just four years death by respiratory disease has skyrocketed from 8th in the world to 3rd and possibly even 2nd.\r\n\r\nIf someone in congress receives a letter with a little bit of white powder in it the capitol is evacuated and the media freaks out and starts screaming \u201cterrorists.\u201d However right over their heads hundreds of tons of nano aluminum and barium are being sprayed on them daily and yet nobody seems to care.\r\n\r\nYesterday I heard Alex Jones start his broadcast by saying his throat hurt and his voice was messed up because of something in the air but he didn\u2019t know what it was.\r\n\r\nJust one hour before his show started I heard the world\u2019s leading expert on the subject of chemtrails and geoengineering (Dane Wiginton) conduct an interview and he sounded terrible too.\r\n\r\nAlex often talks about what people will put up with. One of his ideas is to go door to door in Austin and ask homeowners if it would be ok to put cameras in their bedrooms and then record their responses. Of course no sane person would allow that yet they do allow the nsa and countless other agencies and private corporations to do exactly the same thing via their smart tv\u2019s and smart phones.\r\n\r\nHere\u2019s my idea. How would anyone from Infowars or any other patriot radio show like it if I cornered your kid somewhere, opened a can of bug spray and emptied the entire can on their face? You probably wouldn\u2019t like it too much and yet you tolerate the EXACT same thing to be done to your kids on a daily basis by bill gates and the rest of the geo-engineering fanatics.\r\n\r\nHow is this not the number one story in the world all day and every day? Has everyone in the alternative media lost their minds too? We know that nano sized particulate of aluminum is very harmful to the brain and is responsible for killing everything that lives and yet it is rarely discussed and very little effort is directed to exposing it and stopping it. Don\u2019t people understand that if we don\u2019t stop this right now there will be nothing left to live and fight for?\r\n\r\nThey are turning the sky over the entire country white daily. I have saved these recent satellite images to illustrate just how much material they are dumping on us. The sprayers repeat the same pattern day after day with very few exceptions.\r\n\r\nThey typically spray heavily first thing in the morning and greet the sun as it rises. The spraying continues all day following the sun as it crosses the sky. In late afternoon they spray heavily in the west as the sun sets. The aluminum and barium (blanketing us all day) dissipates and falls to the ground in the early evening. The planes then return to their bases to refuel, rearm and get ready for the next attack the following morning.\r\n\r\nUnless all radio talk show hosts come together and put an end to this craziness called geo-engineering it is my opinion that all life on earth will die and the battle for the future of humanity will be lost.\r\n\r\nDane Wigington should be on every radio show at least once a week to cover the latest developments in the collapse of our ecosystem. It\u2019s accelerating and nothing is being done to curtail these insane programs.\r\n\r\nI never thought I would have to say this to my own people: Wake The Hell Up!!\r\n\r\nSee featured article and read comments here: http://planet.infowars.com/worldnews/usnews/cases-of-chemtrail-cough-exploding-nationwide-ignore-at-your-peril",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: While everyone continues to talk about unimportant issues like Ukraine, mass shooters and Bilderberg (all distractions in my view) the greatest environmental catastrophe that our species has ever seen is unfolding right in front of us and barely a whimper of resistance is forming from libertarians and truth seekers.\r\n\r\nHave you noticed that everyone around you is congested and coughing? I am calling this new syndrome \u201cchemtrail cough.\u201d My wife is coughing, I am coughing and now even our dogs are coughing. In just four years death by respiratory disease has skyrocketed from 8th in the world to 3rd and possibly even 2nd.\r\n\r\nIf someone in congress receives a letter with a little bit of white powder in it the capitol is evacuated and the media freaks out and starts screaming \u201cterrorists.\u201d However right over their heads hundreds of tons of nano aluminum and barium are being sprayed on them daily and yet nobody seems to care.\r\n\r\nYesterday I heard Alex Jones start his broadcast by saying his throat hurt and his voice was messed up because of something in the air but he didn\u2019t know what it was.\r\n\r\nJust one hour before his show started I heard the world\u2019s leading expert on the subject of chemtrails and geoengineering (Dane Wiginton) conduct an interview and he sounded terrible too.\r\n\r\nAlex often talks about what people will put up with. One of his ideas is to go door to door in Austin and ask homeowners if it would be ok to put cameras in their bedrooms and then record their responses. Of course no sane person would allow that yet they do allow the nsa and countless other agencies and private corporations to do exactly the same thing via their smart tv\u2019s and smart phones.\r\n\r\nHere\u2019s my idea. How would anyone from Infowars or any other patriot radio show like it if I cornered your kid somewhere, opened a can of bug spray and emptied the entire can on their face? You probably wouldn\u2019t like it too much and yet you tolerate the EXACT same thing to be done to your kids on a daily basis by bill gates and the rest of the geo-engineering fanatics.\r\n\r\nHow is this not the number one story in the world all day and every day? Has everyone in the alternative media lost their minds too? We know that nano sized particulate of aluminum is very harmful to the brain and is responsible for killing everything that lives and yet it is rarely discussed and very little effort is directed to exposing it and stopping it. Don\u2019t people understand that if we don\u2019t stop this right now there will be nothing left to live and fight for?\r\n\r\nThey are turning the sky over the entire country white daily. I have saved these recent satellite images to illustrate just how much material they are dumping on us. The sprayers repeat the same pattern day after day with very few exceptions.\r\n\r\nThey typically spray heavily first thing in the morning and greet the sun as it rises. The spraying continues all day following the sun as it crosses the sky. In late afternoon they spray heavily in the west as the sun sets. The aluminum and barium (blanketing us all day) dissipates and falls to the ground in the early evening. The planes then return to their bases to refuel, rearm and get ready for the next attack the following morning.\r\n\r\nUnless all radio talk show hosts come together and put an end to this craziness called geo-engineering it is my opinion that all life on earth will die and the battle for the future of humanity will be lost.\r\n\r\nDane Wigington should be on every radio show at least once a week to cover the latest developments in the collapse of our ecosystem. It\u2019s accelerating and nothing is being done to curtail these insane programs.\r\n\r\nI never thought I would have to say this to my own people: Wake The Hell Up!!\r\n\r\nSee featured article and read comments here: http://planet.infowars.com/worldnews/usnews/cases-of-chemtrail-cough-exploding-nationwide-ignore-at-your-peril\n\nQuestion: How exactly spraying is performed?\n\nAnswer:\n",
+    "output": "The spraying of geo-engineering materials, such as nano aluminum and barium, is typically performed in a pattern that follows the sun's movement across the sky. The spraying begins heavily in the early morning, as the sun rises, and continues throughout the day, with the planes dispersing the materials in the direction of the sun. In the late afternoon, the spraying intensifies again in the western sky as the sun sets. The materials then dissipate and fall to the ground in the early evening, after which the planes return to their bases to refuel and prepare for the next day's spraying.",
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+    "claims": [
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+        "claim_text": "Geo-engineering materials include nano aluminum.",
+        "decoded_claim": " geo-engineering materials, such as nano aluminum",
+        "sentence": "The spraying of geo-engineering materials, such as nano aluminum and barium, is typically performed in a pattern that follows the sun's movement across the sky.",
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+        "claim_text": "Geo-engineering materials include barium.",
+        "decoded_claim": " geo-engineering materials barium",
+        "sentence": "The spraying of geo-engineering materials, such as nano aluminum and barium, is typically performed in a pattern that follows the sun's movement across the sky.",
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+        "claim_text": "The spraying of geo-engineering materials follows the sun's movement across the sky.",
+        "decoded_claim": " spraying begins heavily in the early morning as the sun continues throughout the day in the direction of the sun",
+        "sentence": "The spraying begins heavily in the early morning, as the sun rises, and continues throughout the day, with the planes dispersing the materials in the direction of the sun.",
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+        "claim_text": "The spraying of geo-engineering materials continues throughout the day.",
+        "decoded_claim": " spraying continues throughout the day",
+        "sentence": "The spraying begins heavily in the early morning, as the sun rises, and continues throughout the day, with the planes dispersing the materials in the direction of the sun.",
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+        "claim_text": "Planes disperse geo-engineering materials in the direction of the sun.",
+        "decoded_claim": " planes dispersing the materials in the direction of the sun",
+        "sentence": "The spraying begins heavily in the early morning, as the sun rises, and continues throughout the day, with the planes dispersing the materials in the direction of the sun.",
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+        "claim_text": "The spraying of geo-engineering materials intensifies in the late afternoon in the western sky.",
+        "decoded_claim": " the late afternoon, the spraying intensifies again in the western sky",
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+        "decoded_claim": " materials dissipate fall to the ground in the early evening",
+        "sentence": "The materials then dissipate and fall to the ground in the early evening, after which the planes return to their bases to refuel and prepare for the next day's spraying.",
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+        "claim_text": "Planes return to their bases to refuel after spraying.",
+        "decoded_claim": " planes return to their bases to refuel spraying",
+        "sentence": "The materials then dissipate and fall to the ground in the early evening, after which the planes return to their bases to refuel and prepare for the next day's spraying.",
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+        "claim_text": "Planes prepare for the next day's spraying after refueling.",
+        "decoded_claim": " planes refuel prepare for the next day's spraying",
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+  "3": {
+    "question": "What exactly do chemtrails contain and how does that reach us?",
+    "retrieval": "Chemtrails can be seen regularly if you look up at the sky. No they are not normal. Jet engines do not produce a chemtrail, they produce condensation that soon evaporates anything that stays in the atmosphere has something else added to it.\r\n\r\nHumanity is being sprayed with a toxic brew of poisonous heavy metals, chemicals and other dangerous ingredients. Known as Stratospheric Aerosol Geo-Engineering. Geoengineering programs are completely disrupting and decimating the climate and life support systems of the entire planet.\r\n\r\nTesting of rain water after chemtrail spraying shows an extremely poisonous brew of, barium, nano aluminium, coated fibreglass, radioactive thorium, cadminium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, polymer fibres.\r\n\r\nWe then breathe all this into our lungs; it also waters our crops as rainfall. We then eat the food made from these crops which are full of these chemicals.\r\n\r\nGeo-Engineering changes the natural weather patterns of the earth, causing too much dry weather or too much rain than normal in different areas around the world. This causes problems for farmers and food growers.\r\n\r\nThe ongoing global geoengineering programs have done and continue to do immense and unquantifiable damage to the planet and its life support systems these toxic chemicals also cause neurological disorders. Aluminium has a history of damaging brain function. Barium is known to adversely affect the heart.\r\n\r\nIndependent researchers and labs continue to show off-the-scale levels of these poisons. A few \u201canonymous\u201d officials have acknowledged this on-going aerosol spraying. Our once-blue sky has vanished and has been replaced by a greyish-white toxic haze that blots out and greatly diminishes our usual sunshine. Source \u2013 (geoengineeringwatch.org).\r\n\r\nThese weapons of mass destruction destroy lives slowly but surely and they are all approved by our governments, the people who we voted for and expected to look out for us. Above are just a few examples of the serious health problems caused by these weapons of mass destruction and this is just the tip of the iceberg.\r\n\r\nThese weapons of mass destruction are causing more misery and death than all the nuclear, radiological, biological and chemical warfare on the planet put together.\r\n\r\nOnce you start looking into it, you realize we are being culled one way or another.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Chemtrails can be seen regularly if you look up at the sky. No they are not normal. Jet engines do not produce a chemtrail, they produce condensation that soon evaporates anything that stays in the atmosphere has something else added to it.\r\n\r\nHumanity is being sprayed with a toxic brew of poisonous heavy metals, chemicals and other dangerous ingredients. Known as Stratospheric Aerosol Geo-Engineering. Geoengineering programs are completely disrupting and decimating the climate and life support systems of the entire planet.\r\n\r\nTesting of rain water after chemtrail spraying shows an extremely poisonous brew of, barium, nano aluminium, coated fibreglass, radioactive thorium, cadminium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, polymer fibres.\r\n\r\nWe then breathe all this into our lungs; it also waters our crops as rainfall. We then eat the food made from these crops which are full of these chemicals.\r\n\r\nGeo-Engineering changes the natural weather patterns of the earth, causing too much dry weather or too much rain than normal in different areas around the world. This causes problems for farmers and food growers.\r\n\r\nThe ongoing global geoengineering programs have done and continue to do immense and unquantifiable damage to the planet and its life support systems these toxic chemicals also cause neurological disorders. Aluminium has a history of damaging brain function. Barium is known to adversely affect the heart.\r\n\r\nIndependent researchers and labs continue to show off-the-scale levels of these poisons. A few \u201canonymous\u201d officials have acknowledged this on-going aerosol spraying. Our once-blue sky has vanished and has been replaced by a greyish-white toxic haze that blots out and greatly diminishes our usual sunshine. Source \u2013 (geoengineeringwatch.org).\r\n\r\nThese weapons of mass destruction destroy lives slowly but surely and they are all approved by our governments, the people who we voted for and expected to look out for us. Above are just a few examples of the serious health problems caused by these weapons of mass destruction and this is just the tip of the iceberg.\r\n\r\nThese weapons of mass destruction are causing more misery and death than all the nuclear, radiological, biological and chemical warfare on the planet put together.\r\n\r\nOnce you start looking into it, you realize we are being culled one way or another.\n\nQuestion: What exactly do chemtrails contain and how does that reach us?\n\nAnswer:\n",
+    "output": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres. These substances reach us through various pathways. Firstly, when chemtrails are sprayed into the atmosphere, they eventually fall to the ground as rainfall, contaminating our water sources. This tainted water is then used to irrigate crops, which absorb these toxic chemicals. As a result, the food we eat is also contaminated with these hazardous substances. Additionally, when we breathe in the air, we inhale these chemicals, which can cause serious health problems, including neurological disorders and damage to our brain function and heart.",
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+        "decoded_claim": "Chemtrails contain poisonous heavy metals",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+        "claim_text": "Chemtrails contain hazardous ingredients.",
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+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+        "claim_text": "Chemtrails contain barium.",
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+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+      {
+        "claim_text": "Chemtrails contain nano aluminium.",
+        "decoded_claim": "Chemtrails contain nano aluminium",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+      {
+        "claim_text": "Chemtrails contain coated fibreglass.",
+        "decoded_claim": "Chemtrails contain coated fibreglass",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+      {
+        "claim_text": "Chemtrails contain radioactive thorium.",
+        "decoded_claim": "Chemtrails contain radioactive thorium",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+        "claim_text": "Chemtrails contain cadmium.",
+        "decoded_claim": "Chemtrails contain cadmium",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+        "claim_text": "Chemtrails contain chromium.",
+        "decoded_claim": "Chemtrails contain chromium",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+      {
+        "claim_text": "Chemtrails contain nickel.",
+        "decoded_claim": "Chemtrails contain nickel",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
+        "aligned_token_ids": [
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+      {
+        "claim_text": "Chemtrails contain desiccated blood mould spores.",
+        "decoded_claim": "Chemtrails contain desiccated blood mould spores",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
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+        ]
+      },
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+        "claim_text": "Chemtrails contain yellow fungal myotoxins.",
+        "decoded_claim": "Chemtrails contain yellow fungal myotoxins",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
+        "aligned_token_ids": [
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+        ]
+      },
+      {
+        "claim_text": "Chemtrails contain ethylene dibromide.",
+        "decoded_claim": "Chemtrails contain ethylene dibromide",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
+        "aligned_token_ids": [
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+      },
+      {
+        "claim_text": "Chemtrails contain polymer fibres.",
+        "decoded_claim": "Chemtrails contain polymer fibres",
+        "sentence": "Chemtrails contain a toxic brew of poisonous heavy metals, chemicals, and other hazardous ingredients, including barium, nano aluminium, coated fibreglass, radioactive thorium, cadmium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, and polymer fibres.",
+        "aligned_token_ids": [
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+        "claim_text": "Chemtrails are sprayed into the atmosphere.",
+        "decoded_claim": " chemtrails are sprayed into the atmosphere",
+        "sentence": "Firstly, when chemtrails are sprayed into the atmosphere, they eventually fall to the ground as rainfall, contaminating our water sources.",
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+      {
+        "claim_text": "Chemtrails fall to the ground as rainfall.",
+        "decoded_claim": " chemtrails fall to the ground as rainfall",
+        "sentence": "Firstly, when chemtrails are sprayed into the atmosphere, they eventually fall to the ground as rainfall, contaminating our water sources.",
+        "aligned_token_ids": [
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+      {
+        "claim_text": "Rainfall from chemtrails contaminates water sources.",
+        "decoded_claim": " chemtrails fall to the ground as rainfall contaminating our water sources",
+        "sentence": "Firstly, when chemtrails are sprayed into the atmosphere, they eventually fall to the ground as rainfall, contaminating our water sources.",
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+        "claim_text": "Contaminated water is used to irrigate crops.",
+        "decoded_claim": " tainted water used to irrigate crops",
+        "sentence": "This tainted water is then used to irrigate crops, which absorb these toxic chemicals.",
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+        "claim_text": "Crops absorb toxic chemicals from contaminated water.",
+        "decoded_claim": " tainted water irrigate crops absorb toxic chemicals",
+        "sentence": "This tainted water is then used to irrigate crops, which absorb these toxic chemicals.",
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+        "claim_text": "Food is contaminated with hazardous substances from crops.",
+        "decoded_claim": " tainted irrigate crops absorb toxic chemicals",
+        "sentence": "This tainted water is then used to irrigate crops, which absorb these toxic chemicals.",
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+      {
+        "claim_text": "Inhaling air with chemtrail chemicals can cause health problems.",
+        "decoded_claim": " breathe air inhale these chemicals can cause serious health problems",
+        "sentence": "Additionally, when we breathe in the air, we inhale these chemicals, which can cause serious health problems, including neurological disorders and damage to our brain function and heart.",
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+        "decoded_claim": " these chemicals can cause neurological disorders",
+        "sentence": "Additionally, when we breathe in the air, we inhale these chemicals, which can cause serious health problems, including neurological disorders and damage to our brain function and heart.",
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+        "claim_text": "Chemtrail chemicals can damage brain function.",
+        "decoded_claim": " chemicals cause neurological disorders damage brain function",
+        "sentence": "Additionally, when we breathe in the air, we inhale these chemicals, which can cause serious health problems, including neurological disorders and damage to our brain function and heart.",
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+      {
+        "claim_text": "Chemtrail chemicals can damage heart function.",
+        "decoded_claim": " these chemicals can cause serious health problems damage to our heart",
+        "sentence": "Additionally, when we breathe in the air, we inhale these chemicals, which can cause serious health problems, including neurological disorders and damage to our brain function and heart.",
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+    ]
+  },
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+    "question": "Who is running geoengineering programs and what is the purpose behind them?",
+    "retrieval": "Chemtrails can be seen regularly if you look up at the sky. No they are not normal. Jet engines do not produce a chemtrail, they produce condensation that soon evaporates anything that stays in the atmosphere has something else added to it.\r\n\r\nHumanity is being sprayed with a toxic brew of poisonous heavy metals, chemicals and other dangerous ingredients. Known as Stratospheric Aerosol Geo-Engineering. Geoengineering programs are completely disrupting and decimating the climate and life support systems of the entire planet.\r\n\r\nTesting of rain water after chemtrail spraying shows an extremely poisonous brew of, barium, nano aluminium, coated fibreglass, radioactive thorium, cadminium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, polymer fibres.\r\n\r\nWe then breathe all this into our lungs; it also waters our crops as rainfall. We then eat the food made from these crops which are full of these chemicals.\r\n\r\nGeo-Engineering changes the natural weather patterns of the earth, causing too much dry weather or too much rain than normal in different areas around the world. This causes problems for farmers and food growers.\r\n\r\nThe ongoing global geoengineering programs have done and continue to do immense and unquantifiable damage to the planet and its life support systems these toxic chemicals also cause neurological disorders. Aluminium has a history of damaging brain function. Barium is known to adversely affect the heart.\r\n\r\nIndependent researchers and labs continue to show off-the-scale levels of these poisons. A few \u201canonymous\u201d officials have acknowledged this on-going aerosol spraying. Our once-blue sky has vanished and has been replaced by a greyish-white toxic haze that blots out and greatly diminishes our usual sunshine. Source \u2013 (geoengineeringwatch.org).\r\n\r\nThese weapons of mass destruction destroy lives slowly but surely and they are all approved by our governments, the people who we voted for and expected to look out for us. Above are just a few examples of the serious health problems caused by these weapons of mass destruction and this is just the tip of the iceberg.\r\n\r\nThese weapons of mass destruction are causing more misery and death than all the nuclear, radiological, biological and chemical warfare on the planet put together.\r\n\r\nOnce you start looking into it, you realize we are being culled one way or another.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Chemtrails can be seen regularly if you look up at the sky. No they are not normal. Jet engines do not produce a chemtrail, they produce condensation that soon evaporates anything that stays in the atmosphere has something else added to it.\r\n\r\nHumanity is being sprayed with a toxic brew of poisonous heavy metals, chemicals and other dangerous ingredients. Known as Stratospheric Aerosol Geo-Engineering. Geoengineering programs are completely disrupting and decimating the climate and life support systems of the entire planet.\r\n\r\nTesting of rain water after chemtrail spraying shows an extremely poisonous brew of, barium, nano aluminium, coated fibreglass, radioactive thorium, cadminium, chromium, nickel, desiccated blood mould spores, yellow fungal myotoxins, ethylene dibromide, polymer fibres.\r\n\r\nWe then breathe all this into our lungs; it also waters our crops as rainfall. We then eat the food made from these crops which are full of these chemicals.\r\n\r\nGeo-Engineering changes the natural weather patterns of the earth, causing too much dry weather or too much rain than normal in different areas around the world. This causes problems for farmers and food growers.\r\n\r\nThe ongoing global geoengineering programs have done and continue to do immense and unquantifiable damage to the planet and its life support systems these toxic chemicals also cause neurological disorders. Aluminium has a history of damaging brain function. Barium is known to adversely affect the heart.\r\n\r\nIndependent researchers and labs continue to show off-the-scale levels of these poisons. A few \u201canonymous\u201d officials have acknowledged this on-going aerosol spraying. Our once-blue sky has vanished and has been replaced by a greyish-white toxic haze that blots out and greatly diminishes our usual sunshine. Source \u2013 (geoengineeringwatch.org).\r\n\r\nThese weapons of mass destruction destroy lives slowly but surely and they are all approved by our governments, the people who we voted for and expected to look out for us. Above are just a few examples of the serious health problems caused by these weapons of mass destruction and this is just the tip of the iceberg.\r\n\r\nThese weapons of mass destruction are causing more misery and death than all the nuclear, radiological, biological and chemical warfare on the planet put together.\r\n\r\nOnce you start looking into it, you realize we are being culled one way or another.\n\nQuestion: Who is running geoengineering programs and what is the purpose behind them?\n\nAnswer:\n",
+    "output": "Geoengineering programs are being run and approved by governments, specifically the officials who have been voted into power and are expected to protect the well-being of their citizens. However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.",
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+        "sentence": "Geoengineering programs are being run and approved by governments, specifically the officials who have been voted into power and are expected to protect the well-being of their citizens.",
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+        "decoded_claim": " officials are expected to protect the well-being of their citizens",
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+        "claim_text": "The true purpose of geoengineering programs is not explicitly stated.",
+        "decoded_claim": " the true purpose behind these programs is not explicitly stated",
+        "sentence": "However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.",
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+        "claim_text": "The effects of geoengineering programs suggest they are used for population control.",
+        "decoded_claim": " the effects suggest they are being used as a form of population control",
+        "sentence": "However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.",
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+        "claim_text": "The effects of geoengineering programs suggest they are used for culling.",
+        "decoded_claim": " the effects suggest they are being used as a form of population control orculling",
+        "sentence": "However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.",
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+          57,
+          58,
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+      },
+      {
+        "claim_text": "Geoengineering programs cause immense damage to the planet.",
+        "decoded_claim": " causing immense damage to the planet",
+        "sentence": "However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.",
+        "aligned_token_ids": [
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+      },
+      {
+        "claim_text": "Geoengineering programs cause damage to life support systems.",
+        "decoded_claim": " programs causing immense damage life support systems",
+        "sentence": "However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.",
+        "aligned_token_ids": [
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+          66,
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+      },
+      {
+        "claim_text": "Geoengineering programs cause severe health problems for humans.",
+        "decoded_claim": " severe health problems for humans",
+        "sentence": "However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.",
+        "aligned_token_ids": [
+          80,
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+          83,
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+        ]
+      },
+      {
+        "claim_text": "Geoengineering programs cause neurological disorders in humans.",
+        "decoded_claim": " programs causing health problems humans including neurological disorders",
+        "sentence": "However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.",
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+      {
+        "claim_text": "Geoengineering programs cause other serious health issues in humans.",
+        "decoded_claim": " causing severe health problems for humans, including other serious issues",
+        "sentence": "However, the true purpose behind these programs is not explicitly stated, but the effects suggest that they are being used as a form of population control or \"culling,\" causing immense damage to the planet and its life support systems, as well as severe health problems for humans, including neurological disorders and other serious issues.",
+        "aligned_token_ids": [
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+      }
+    ]
+  },
+  "5": {
+    "question": "What is the evidence for undisclosed ingredients in the COVID-19 injection vials in the UK?",
+    "retrieval": "Undisclosed Ingredients Found in The United Kingdom\n\nIn December 2021, a British medical practitioner offered to assist in an investigation to ascertain whether the results discovered by Dr. Andreas Noack, a German chemist, and Dr. Pablo Campra, of the University of Almeria in Spain, could be replicated in the UK and also to examine the Covid-19 injection vials for toxins or unexpected contents.\n\nThe medical practitioner seized an injection vial from the fridge housed in the surgery where she works and handed it to an independent investigator.  A UK laboratory analysed the sample using Raman Spectroscopy and found graphene, SP3 carbon, iron oxide, carbon derivatives and glass shards.\n\nFurther samples have since been obtained including vials from the three main manufacturers in the UK: Pfizer, Moderna and AstraZeneca. The initial findings confirm the presence of graphene compounds in all of the injection vials.\n\nThe report, which was commissioned by EbMCsquared CIC and prepared and published by UNIT, relates to initial findings and forms a strong case for continued further scientific investigation.\n\nNot On The Beeb, who has been publicising that the \u201cvaccines\u201d have been making people magnetic since May 2021 and is following this developing story, has a petition to request law enforcement to conduct an urgent investigation and analysis of the Covid injections.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Undisclosed Ingredients Found in The United Kingdom\n\nIn December 2021, a British medical practitioner offered to assist in an investigation to ascertain whether the results discovered by Dr. Andreas Noack, a German chemist, and Dr. Pablo Campra, of the University of Almeria in Spain, could be replicated in the UK and also to examine the Covid-19 injection vials for toxins or unexpected contents.\n\nThe medical practitioner seized an injection vial from the fridge housed in the surgery where she works and handed it to an independent investigator.  A UK laboratory analysed the sample using Raman Spectroscopy and found graphene, SP3 carbon, iron oxide, carbon derivatives and glass shards.\n\nFurther samples have since been obtained including vials from the three main manufacturers in the UK: Pfizer, Moderna and AstraZeneca. The initial findings confirm the presence of graphene compounds in all of the injection vials.\n\nThe report, which was commissioned by EbMCsquared CIC and prepared and published by UNIT, relates to initial findings and forms a strong case for continued further scientific investigation.\n\nNot On The Beeb, who has been publicising that the \u201cvaccines\u201d have been making people magnetic since May 2021 and is following this developing story, has a petition to request law enforcement to conduct an urgent investigation and analysis of the Covid injections.\n\nQuestion: What is the evidence for undisclosed ingredients in the COVID-19 injection vials in the UK?\n\nAnswer:\n",
+    "output": "The evidence for undisclosed ingredients in the COVID-19 injection vials in the UK includes the presence of graphene compounds, SP3 carbon, iron oxide, carbon derivatives, and glass shards, as detected by Raman Spectroscopy analysis in a UK laboratory. This evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK: Pfizer, Moderna, and AstraZeneca.",
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+    "claims": [
+      {
+        "claim_text": "There is evidence for undisclosed ingredients in COVID-19 injection vials in the UK.",
+        "decoded_claim": " evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK",
+        "sentence": "This evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK: Pfizer, Moderna, and AstraZeneca.",
+        "aligned_token_ids": [
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+      {
+        "claim_text": "The evidence was detected by Raman Spectroscopy analysis in a UK laboratory.",
+        "decoded_claim": " evidence was initially found in a single injection vial and later confirmed in further samples",
+        "sentence": "This evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK: Pfizer, Moderna, and AstraZeneca.",
+        "aligned_token_ids": [
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+      },
+      {
+        "claim_text": "The evidence was initially found in a single injection vial.",
+        "decoded_claim": " evidence was initially found in a single injection vial",
+        "sentence": "This evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK: Pfizer, Moderna, and AstraZeneca.",
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+      {
+        "claim_text": "The evidence was later confirmed in further samples.",
+        "decoded_claim": " evidence was initially found in a single injection vial and later confirmed in further samples",
+        "sentence": "This evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK: Pfizer, Moderna, and AstraZeneca.",
+        "aligned_token_ids": [
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+      {
+        "claim_text": "The further samples were from Pfizer.",
+        "decoded_claim": " further samples Pfizer",
+        "sentence": "This evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK: Pfizer, Moderna, and AstraZeneca.",
+        "aligned_token_ids": [
+          66,
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+      },
+      {
+        "claim_text": "The further samples were from Moderna.",
+        "decoded_claim": " further samples Moderna",
+        "sentence": "This evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK: Pfizer, Moderna, and AstraZeneca.",
+        "aligned_token_ids": [
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+      },
+      {
+        "claim_text": "The further samples were from AstraZeneca.",
+        "decoded_claim": " further samples AstraZeneca",
+        "sentence": "This evidence was initially found in a single injection vial and later confirmed in further samples from the three main manufacturers in the UK: Pfizer, Moderna, and AstraZeneca.",
+        "aligned_token_ids": [
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+        ]
+      },
+      {
+        "claim_text": "The evidence includes the presence of graphene compounds.",
+        "decoded_claim": " includes the presence of graphene compounds",
+        "sentence": "The evidence for undisclosed ingredients in the COVID-19 injection vials in the UK includes the presence of graphene compounds, SP3 carbon, iron oxide, carbon derivatives, and glass shards, as detected by Raman Spectroscopy analysis in a UK laboratory.",
+        "aligned_token_ids": [
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+          20,
+          21
+        ]
+      },
+      {
+        "claim_text": "The evidence includes the presence of SP3 carbon.",
+        "decoded_claim": " includes the presence of SP3 carbon",
+        "sentence": "The evidence for undisclosed ingredients in the COVID-19 injection vials in the UK includes the presence of graphene compounds, SP3 carbon, iron oxide, carbon derivatives, and glass shards, as detected by Raman Spectroscopy analysis in a UK laboratory.",
+        "aligned_token_ids": [
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+      {
+        "claim_text": "The evidence includes the presence of iron oxide.",
+        "decoded_claim": " evidence includes the presence of iron oxide",
+        "sentence": "The evidence for undisclosed ingredients in the COVID-19 injection vials in the UK includes the presence of graphene compounds, SP3 carbon, iron oxide, carbon derivatives, and glass shards, as detected by Raman Spectroscopy analysis in a UK laboratory.",
+        "aligned_token_ids": [
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+        ]
+      },
+      {
+        "claim_text": "The evidence includes the presence of carbon derivatives.",
+        "decoded_claim": " includes the presence of carbon derivatives",
+        "sentence": "The evidence for undisclosed ingredients in the COVID-19 injection vials in the UK includes the presence of graphene compounds, SP3 carbon, iron oxide, carbon derivatives, and glass shards, as detected by Raman Spectroscopy analysis in a UK laboratory.",
+        "aligned_token_ids": [
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+        ]
+      },
+      {
+        "claim_text": "The evidence includes the presence of glass shards.",
+        "decoded_claim": " includes the presence of glass shards",
+        "sentence": "The evidence for undisclosed ingredients in the COVID-19 injection vials in the UK includes the presence of graphene compounds, SP3 carbon, iron oxide, carbon derivatives, and glass shards, as detected by Raman Spectroscopy analysis in a UK laboratory.",
+        "aligned_token_ids": [
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+          17,
+          18,
+          19,
+          34,
+          35
+        ]
+      }
+    ]
+  },
+  "6": {
+    "question": "Why is RFK Jr. targeting fluoride in our water?",
+    "retrieval": "RFK Jr. Targets Brain-Damaging Compound Hidden in Your Water When Robert F. Kennedy, Jr., was appointed as the Secretary of the Department of Health and Human Services, I was hopeful that he\u2019d be a driver of change. And I wasn\u2019t disappointed. He\u2019s changed COVID-19 vaccine regulations. He\u2019s also worked with many food manufacturers to stop the use of harmful synthetic food dyes. Now, he\u2019s set his sights on banning a dangerous compound that\u2019s causing brain damage in our kids\u2026 And it\u2019s about time. Everyone knows the argument for using topical fluoride: It\u2019s supposed to reduce cavities and improve oral health. Here\u2019s what they don\u2019t tell you\u2026 Ingesting fluoride is associated with arthritis, bone fractures, bone cancer, and thyroid disorders. And in kids, consuming fluoride in drinking water is tied to cognitive impairment and lower IQ. In fact, one meta-analysis showed that fluoride is toxic to early brain development. Despite the risks that have come to light over the years, fluoride is still added to many municipal water supplies, and some medical professionals even recommend taking fluoride supplements. Thankfully, that\u2019s all about to change. In a recent news release, the FDA announced that it is beginning the process of removing fluoride supplements from the market. The agency cited studies showing that ingesting fluoride alters the gut microbiome. This is a significant problem for all of us, but it\u2019s especially concerning for children, as it could interfere with the microbiome\u2019s development. In other words, it could have lifelong health consequences. Fortunately, you don\u2019t have to wait for the FDA to act. If you\u2019re taking fluoride supplements, stop. And if you use public water in your home, consider investing in a quality water filter to reduce your fluoride exposure. The best way to take care of your teeth isn\u2019t to guzzle a known toxin. Instead, focus on cutting out the main culprits behind tooth decay\u2014sugar and processed food. The FDA commissioner said, \u201cThe best way to prevent cavities in children is by avoiding excessive sugar intake and good dental hygiene, not by altering a child\u2019s microbiome\u2026 When it comes to children, we should err on the side of safety.\u201d It looks like common sense is finally starting to prevail. I\u2019d say we\u2019re long overdue. RFK Jr. has vowed to make America healthy again. Putting a stop to the outrageous use of a known neurotoxin under the pretense of \u201coral health\u201d is a great place to start.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: RFK Jr. Targets Brain-Damaging Compound Hidden in Your Water When Robert F. Kennedy, Jr., was appointed as the Secretary of the Department of Health and Human Services, I was hopeful that he\u2019d be a driver of change. And I wasn\u2019t disappointed. He\u2019s changed COVID-19 vaccine regulations. He\u2019s also worked with many food manufacturers to stop the use of harmful synthetic food dyes. Now, he\u2019s set his sights on banning a dangerous compound that\u2019s causing brain damage in our kids\u2026 And it\u2019s about time. Everyone knows the argument for using topical fluoride: It\u2019s supposed to reduce cavities and improve oral health. Here\u2019s what they don\u2019t tell you\u2026 Ingesting fluoride is associated with arthritis, bone fractures, bone cancer, and thyroid disorders. And in kids, consuming fluoride in drinking water is tied to cognitive impairment and lower IQ. In fact, one meta-analysis showed that fluoride is toxic to early brain development. Despite the risks that have come to light over the years, fluoride is still added to many municipal water supplies, and some medical professionals even recommend taking fluoride supplements. Thankfully, that\u2019s all about to change. In a recent news release, the FDA announced that it is beginning the process of removing fluoride supplements from the market. The agency cited studies showing that ingesting fluoride alters the gut microbiome. This is a significant problem for all of us, but it\u2019s especially concerning for children, as it could interfere with the microbiome\u2019s development. In other words, it could have lifelong health consequences. Fortunately, you don\u2019t have to wait for the FDA to act. If you\u2019re taking fluoride supplements, stop. And if you use public water in your home, consider investing in a quality water filter to reduce your fluoride exposure. The best way to take care of your teeth isn\u2019t to guzzle a known toxin. Instead, focus on cutting out the main culprits behind tooth decay\u2014sugar and processed food. The FDA commissioner said, \u201cThe best way to prevent cavities in children is by avoiding excessive sugar intake and good dental hygiene, not by altering a child\u2019s microbiome\u2026 When it comes to children, we should err on the side of safety.\u201d It looks like common sense is finally starting to prevail. I\u2019d say we\u2019re long overdue. RFK Jr. has vowed to make America healthy again. Putting a stop to the outrageous use of a known neurotoxin under the pretense of \u201coral health\u201d is a great place to start.\n\nQuestion: Why is RFK Jr. targeting fluoride in our water?\n\nAnswer:\n",
+    "output": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children. Additionally, studies have shown that fluoride can alter the gut microbiome, potentially leading to lifelong health consequences, particularly in children.",
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+      {
+        "claim_text": "RFK Jr. is targeting fluoride in our water.",
+        "decoded_claim": "RFK Jr. is targeting fluoride in our water",
+        "sentence": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children.",
+        "aligned_token_ids": [
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+        "claim_text": "Ingesting fluoride has been associated with health risks.",
+        "decoded_claim": " fluoride ingesting has been associated health risks",
+        "sentence": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children.",
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+        "claim_text": "Ingesting fluoride has been associated with arthritis.",
+        "decoded_claim": " fluoride ingesting it has been associated with arthritis",
+        "sentence": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children.",
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+        "claim_text": "Ingesting fluoride has been associated with bone fractures.",
+        "decoded_claim": " ingesting it has been associated with bone fractures",
+        "sentence": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children.",
+        "aligned_token_ids": [
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+        "claim_text": "Ingesting fluoride has been associated with bone cancer.",
+        "decoded_claim": " ingesting it has been associated with bone cancer",
+        "sentence": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children.",
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+        "claim_text": "Ingesting fluoride has been associated with thyroid disorders.",
+        "decoded_claim": " fluoride ingesting has been associated thyroid disorders",
+        "sentence": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children.",
+        "aligned_token_ids": [
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+        "claim_text": "Ingesting fluoride has been associated with cognitive impairment.",
+        "decoded_claim": " ingesting it has been associated with cognitive impairment",
+        "sentence": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children.",
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+        "claim_text": "Ingesting fluoride has been associated with lower IQ in children.",
+        "decoded_claim": " fluoride ingesting has been associated lower IQ in children",
+        "sentence": "RFK Jr. is targeting fluoride in our water because ingesting it has been associated with various health risks, including arthritis, bone fractures, bone cancer, thyroid disorders, cognitive impairment, and lower IQ in children.",
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+        "claim_text": "Fluoride can alter the gut microbiome.",
+        "decoded_claim": " fluoride can alter the gut microbiome",
+        "sentence": "Additionally, studies have shown that fluoride can alter the gut microbiome, potentially leading to lifelong health consequences, particularly in children.",
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+        "decoded_claim": " alter the gut microbiome potentially leading to lifelong health consequences",
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+        "claim_text": "Altering the gut microbiome can particularly affect children.",
+        "decoded_claim": " alter the gut microbiome potentially leading to lifelong health consequences particularly in children",
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+  "7": {
+    "question": "Who was allegedly responsible for maintaining the mRNA vaccine authorizations despite mounting safety signals?",
+    "retrieval": "What Has to Happen Before mRNA Vaccines Are Pulled: Why RFK Jr. Hasn\u2019t Yet\n\nBy James Lyons-Weiler, PhD\n\nWhat Has to Happen Before mRNA Vaccines Are Pulled: Why RFK Jr. Hasn\u2019t\u2014and Why He Might Soon\n\nLegal and regulatory options and requirements point to the pathway to freedom\n\nThe continued use of mRNA vaccines in the United States remains one of the most politically and medically contentious issues of our time. As public awareness grows around adverse event profiles and the questionable regulatory processes that ushered these products into global use, many are now asking an urgent question: why hasn\u2019t HHS Secretary Robert F. Kennedy Jr. acted to revoke them?\n\nTo the untrained observer, Kennedy\u2019s hesitation might appear as political caution or betrayal of his vaccine-critical roots. But the reality is far more complex. Pulling a product authorized under Emergency Use Authorization (EUA) or granted full Biologics License Application (BLA) approval is not a matter of executive decree. It requires a coordinated, multi-agency reckoning with evidence, policy, and law. And the legal scaffolding built to protect vaccine manufacturers\u2014particularly under the Public Readiness and Emergency Preparedness (PREP) Act\u2014was designed precisely to prevent the kind of abrupt retraction the public is demanding.\n\nYet the fortress is beginning to crumble.\n\nThe Nature of the Authorizations\n\nMost Americans believe the mRNA vaccines are \"approved.\" In fact, the vaccines administered to the majority of the population have remained under EUA, not full licensure. The FDA granted BLAs to Comirnaty (Pfizer) and Spikevax (Moderna), but those exact products are often not available in the U.S. commercial supply chain. This bait-and-switch has significant legal implications, particularly around informed consent and product liability.\n\nUnder 21 U.S.C. \u00a7 360bbb-3, EUA requires that the Secretary of HHS determine that there is a public health emergency, that no adequate approved alternatives exist, and that the known and potential benefits outweigh the known and potential risks. But what happens when emerging data calls that balance into question?\n\nWhat It Has Taken to Pull Vaccines Before\n\nHistory tells us that only under grave circumstances does the FDA pull a vaccine. The Cutter Incident in 1955, in which live polio virus in inactivated vaccine batches caused paralytic disease and death, is one example. RotaShield, pulled in 1999 after being linked to intussusception in infants, is another. Pandemrix, used during the 2009 H1N1 pandemic, was withdrawn in Europe after post-vaccine narcolepsy cases.\n\nBut unlike those cases, mRNA vaccine injuries are statistically diffuse, often delayed, and obscured by passive surveillance systems with notorious underreporting.\nThe Collapse of Confidence: What the Data Are Saying\n\nThe CDC\u2019s V-safe program, made public only after legal action, revealed that over 7% of vaccine recipients sought medical care after vaccination. The Vaccine Adverse Event Reporting System (VAERS) has registered more deaths, heart attacks, strokes, and permanent disabilities post-COVID vaccine than all other vaccines combined over 30 years. Independent reanalyses of the original clinical trial data (e.g., Fraiman et al.) have shown more serious adverse events in the treatment group than in the placebo group.\n\nMyocarditis risk in young males, stroke risk in older populations, menstrual disruptions, and autoimmune relapses have all been documented across peer-reviewed studies. A special case involves the discovery of plasmid DNA contamination in mRNA vaccine vials by McKernan et al., raising questions about the adequacy of manufacturing quality control.\n\nThe Peter Marks Problem\n\nFor years, the man sitting at the nexus of vaccine authorization has been Dr. Peter Marks, former director of the FDA\u2019s Center for Biologics Evaluation and Research (CBER). No individual has done more to uphold the facade of unassailable safety and effectiveness surrounding the mRNA platform. Under his leadership, concerns over myocarditis were minimized, booster authorizations were rushed, biased testing drove us to the brink of collapse, and product labeling was never updated to reflect new risk profiles,\n\nMarks, reportedly resistant to any form of transparency regarding the V-safe and VAERS data, remained a blockade to reform. He was the final bulwark of the pharmaceutical status quo\u2014\u201cthe last person on Earth who would ever take action,\u201d as one insider put it.\n\nHis resignation earlier this year, amid rising tensions with Secretary Kennedy, was not only overdue\u2014it was pivotal.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: What Has to Happen Before mRNA Vaccines Are Pulled: Why RFK Jr. Hasn\u2019t Yet\n\nBy James Lyons-Weiler, PhD\n\nWhat Has to Happen Before mRNA Vaccines Are Pulled: Why RFK Jr. Hasn\u2019t\u2014and Why He Might Soon\n\nLegal and regulatory options and requirements point to the pathway to freedom\n\nThe continued use of mRNA vaccines in the United States remains one of the most politically and medically contentious issues of our time. As public awareness grows around adverse event profiles and the questionable regulatory processes that ushered these products into global use, many are now asking an urgent question: why hasn\u2019t HHS Secretary Robert F. Kennedy Jr. acted to revoke them?\n\nTo the untrained observer, Kennedy\u2019s hesitation might appear as political caution or betrayal of his vaccine-critical roots. But the reality is far more complex. Pulling a product authorized under Emergency Use Authorization (EUA) or granted full Biologics License Application (BLA) approval is not a matter of executive decree. It requires a coordinated, multi-agency reckoning with evidence, policy, and law. And the legal scaffolding built to protect vaccine manufacturers\u2014particularly under the Public Readiness and Emergency Preparedness (PREP) Act\u2014was designed precisely to prevent the kind of abrupt retraction the public is demanding.\n\nYet the fortress is beginning to crumble.\n\nThe Nature of the Authorizations\n\nMost Americans believe the mRNA vaccines are \"approved.\" In fact, the vaccines administered to the majority of the population have remained under EUA, not full licensure. The FDA granted BLAs to Comirnaty (Pfizer) and Spikevax (Moderna), but those exact products are often not available in the U.S. commercial supply chain. This bait-and-switch has significant legal implications, particularly around informed consent and product liability.\n\nUnder 21 U.S.C. \u00a7 360bbb-3, EUA requires that the Secretary of HHS determine that there is a public health emergency, that no adequate approved alternatives exist, and that the known and potential benefits outweigh the known and potential risks. But what happens when emerging data calls that balance into question?\n\nWhat It Has Taken to Pull Vaccines Before\n\nHistory tells us that only under grave circumstances does the FDA pull a vaccine. The Cutter Incident in 1955, in which live polio virus in inactivated vaccine batches caused paralytic disease and death, is one example. RotaShield, pulled in 1999 after being linked to intussusception in infants, is another. Pandemrix, used during the 2009 H1N1 pandemic, was withdrawn in Europe after post-vaccine narcolepsy cases.\n\nBut unlike those cases, mRNA vaccine injuries are statistically diffuse, often delayed, and obscured by passive surveillance systems with notorious underreporting.\nThe Collapse of Confidence: What the Data Are Saying\n\nThe CDC\u2019s V-safe program, made public only after legal action, revealed that over 7% of vaccine recipients sought medical care after vaccination. The Vaccine Adverse Event Reporting System (VAERS) has registered more deaths, heart attacks, strokes, and permanent disabilities post-COVID vaccine than all other vaccines combined over 30 years. Independent reanalyses of the original clinical trial data (e.g., Fraiman et al.) have shown more serious adverse events in the treatment group than in the placebo group.\n\nMyocarditis risk in young males, stroke risk in older populations, menstrual disruptions, and autoimmune relapses have all been documented across peer-reviewed studies. A special case involves the discovery of plasmid DNA contamination in mRNA vaccine vials by McKernan et al., raising questions about the adequacy of manufacturing quality control.\n\nThe Peter Marks Problem\n\nFor years, the man sitting at the nexus of vaccine authorization has been Dr. Peter Marks, former director of the FDA\u2019s Center for Biologics Evaluation and Research (CBER). No individual has done more to uphold the facade of unassailable safety and effectiveness surrounding the mRNA platform. Under his leadership, concerns over myocarditis were minimized, booster authorizations were rushed, biased testing drove us to the brink of collapse, and product labeling was never updated to reflect new risk profiles,\n\nMarks, reportedly resistant to any form of transparency regarding the V-safe and VAERS data, remained a blockade to reform. He was the final bulwark of the pharmaceutical status quo\u2014\u201cthe last person on Earth who would ever take action,\u201d as one insider put it.\n\nHis resignation earlier this year, amid rising tensions with Secretary Kennedy, was not only overdue\u2014it was pivotal.\n\nQuestion: Who was allegedly responsible for maintaining the mRNA vaccine authorizations despite mounting safety signals?\n\nAnswer:\n",
+    "output": "Dr. Peter Marks, the former director of the FDA's Center for Biologics Evaluation and Research (CBER), was allegedly responsible for maintaining the mRNA vaccine authorizations despite mounting safety signals. Under his leadership, concerns over myocarditis were minimized, booster authorizations were rushed, and product labeling was never updated to reflect new risk profiles. He was reportedly resistant to transparency regarding vaccine safety data and was seen as a blockade to reform, earning him the description as \"the last person on Earth who would ever take action\" from an insider.",
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+        "decoded_claim": " earning him the description as \"the last person on Earth who would ever take action\" from an insider",
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+  "8": {
+    "question": "What is structured water and what are its properties?",
+    "retrieval": "Despite its current state of research, the insights we\u2019ve gathered about structured water are captivating and expansive, making it an undeniable subject of interest. In structured water, the hydrogen and oxygen molecules organise themselves into repeating, ordered, and geometric crystal-like patterns. This unique arrangement is achieved when water is exposed to heat and light, including infrared light, on a hydrophilic surface. As a result, it takes on a honeycombed lattice-like appearance and becomes more viscous, dense, and alkaline compared to regular water. One intriguing aspect of structured water is its negative energy charge, similar to the earth or healthy human cells.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Despite its current state of research, the insights we\u2019ve gathered about structured water are captivating and expansive, making it an undeniable subject of interest. In structured water, the hydrogen and oxygen molecules organise themselves into repeating, ordered, and geometric crystal-like patterns. This unique arrangement is achieved when water is exposed to heat and light, including infrared light, on a hydrophilic surface. As a result, it takes on a honeycombed lattice-like appearance and becomes more viscous, dense, and alkaline compared to regular water. One intriguing aspect of structured water is its negative energy charge, similar to the earth or healthy human cells.\n\nQuestion: What is structured water and what are its properties?\n\nAnswer:\n",
+    "output": "Structured water is a unique form of water where the hydrogen and oxygen molecules arrange themselves into repeating, ordered, and geometric crystal-like patterns. This arrangement is achieved when water is exposed to heat and light, including infrared light, on a hydrophilic surface. Structured water has distinct properties, including a honeycombed lattice-like appearance, increased viscosity, density, and alkalinity compared to regular water. Additionally, it possesses a negative energy charge, similar to that found in the earth or healthy human cells.",
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+        "claim_text": "Structured water has geometric crystal-like patterns.",
+        "decoded_claim": "Structured water geometric crystal-like patterns",
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+      },
+      {
+        "claim_text": "Structured water is achieved when water is exposed to light.",
+        "decoded_claim": " arrangement is achieved when water is exposed to heat and light",
+        "sentence": "This arrangement is achieved when water is exposed to heat and light, including infrared light, on a hydrophilic surface.",
+        "aligned_token_ids": [
+          28,
+          29,
+          30,
+          31,
+          32,
+          33,
+          34,
+          35,
+          36,
+          37,
+          38
+        ]
+      },
+      {
+        "claim_text": "Structured water is achieved when water is exposed to infrared light.",
+        "decoded_claim": " arrangement is achieved when water is exposed to heat and light, including infrared light",
+        "sentence": "This arrangement is achieved when water is exposed to heat and light, including infrared light, on a hydrophilic surface.",
+        "aligned_token_ids": [
+          28,
+          29,
+          30,
+          31,
+          32,
+          33,
+          34,
+          35,
+          36,
+          37,
+          38,
+          39,
+          40,
+          41,
+          42
+        ]
+      },
+      {
+        "claim_text": "Structured water is achieved on a hydrophilic surface.",
+        "decoded_claim": " is achieved on a hydrophilic surface",
+        "sentence": "This arrangement is achieved when water is exposed to heat and light, including infrared light, on a hydrophilic surface.",
+        "aligned_token_ids": [
+          29,
+          30,
+          44,
+          45,
+          46,
+          47,
+          48,
+          49
+        ]
+      },
+      {
+        "claim_text": "Structured water has a honeycombed lattice-like appearance.",
+        "decoded_claim": "ured water honeycombed lattice-like appearance",
+        "sentence": "Structured water has distinct properties, including a honeycombed lattice-like appearance, increased viscosity, density, and alkalinity compared to regular water.",
+        "aligned_token_ids": [
+          52,
+          53,
+          60,
+          61,
+          62,
+          63,
+          64,
+          65
+        ]
+      },
+      {
+        "claim_text": "Structured water has increased viscosity compared to regular water.",
+        "decoded_claim": "ured water increased viscosity compared to regular water",
+        "sentence": "Structured water has distinct properties, including a honeycombed lattice-like appearance, increased viscosity, density, and alkalinity compared to regular water.",
+        "aligned_token_ids": [
+          52,
+          53,
+          67,
+          68,
+          75,
+          76,
+          77,
+          78
+        ]
+      },
+      {
+        "claim_text": "Structured water has increased density compared to regular water.",
+        "decoded_claim": "ured water density compared to regular water",
+        "sentence": "Structured water has distinct properties, including a honeycombed lattice-like appearance, increased viscosity, density, and alkalinity compared to regular water.",
+        "aligned_token_ids": [
+          52,
+          53,
+          70,
+          75,
+          76,
+          77,
+          78
+        ]
+      },
+      {
+        "claim_text": "Structured water has increased alkalinity compared to regular water.",
+        "decoded_claim": "ured water increased alkalinity compared to regular water",
+        "sentence": "Structured water has distinct properties, including a honeycombed lattice-like appearance, increased viscosity, density, and alkalinity compared to regular water.",
+        "aligned_token_ids": [
+          52,
+          53,
+          67,
+          73,
+          74,
+          75,
+          76,
+          77,
+          78
+        ]
+      },
+      {
+        "claim_text": "Structured water possesses a negative energy charge.",
+        "decoded_claim": " possesses a negative energy charge",
+        "sentence": "Additionally, it possesses a negative energy charge, similar to that found in the earth or healthy human cells.",
+        "aligned_token_ids": [
+          83,
+          84,
+          85,
+          86,
+          87
+        ]
+      },
+      {
+        "claim_text": "The negative energy charge in structured water is similar to that found in the earth.",
+        "decoded_claim": " negative energy charge, similar to that found in the earth",
+        "sentence": "Additionally, it possesses a negative energy charge, similar to that found in the earth or healthy human cells.",
+        "aligned_token_ids": [
+          85,
+          86,
+          87,
+          88,
+          89,
+          90,
+          91,
+          92,
+          93,
+          94,
+          95
+        ]
+      },
+      {
+        "claim_text": "The negative energy charge in structured water is similar to that found in healthy human cells.",
+        "decoded_claim": " negative energy charge similar to that found in healthy human cells",
+        "sentence": "Additionally, it possesses a negative energy charge, similar to that found in the earth or healthy human cells.",
+        "aligned_token_ids": [
+          85,
+          86,
+          87,
+          89,
+          90,
+          91,
+          92,
+          93,
+          97,
+          98,
+          99
+        ]
+      }
+    ]
+  },
+  "9": {
+    "question": "How does the structure of water affects its bioavailability?",
+    "retrieval": "Researchers are also finding that cells absorb small molecule cluster water (5 ~ 8 water molecules) better than macromolecule cluster water (12 ~ 20 water molecules). A person drinking macromolecule cluster water can still get dehydrated because the water molecules are much too big for cell absorption. Peter C. Agre, a 2003 Nobel-Prize winning biologist, discovered that hydration is linked to the aquaporin channel in a cell, which can only receive small molecule water at a time.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Researchers are also finding that cells absorb small molecule cluster water (5 ~ 8 water molecules) better than macromolecule cluster water (12 ~ 20 water molecules). A person drinking macromolecule cluster water can still get dehydrated because the water molecules are much too big for cell absorption. Peter C. Agre, a 2003 Nobel-Prize winning biologist, discovered that hydration is linked to the aquaporin channel in a cell, which can only receive small molecule water at a time.\n\nQuestion: How does the structure of water affects its bioavailability?\n\nAnswer:\n",
+    "output": "The structure of water significantly affects its bioavailability, as cells are better able to absorb small molecule cluster water, typically consisting of 5 to 8 water molecules, compared to macromolecule cluster water, which is composed of 12 to 20 water molecules. This is because the aquaporin channel in cells, responsible for hydration, can only receive small molecule water at a time, making it more difficult for the body to absorb larger water molecules, potentially leading to dehydration even when consuming sufficient amounts of water.",
+    "greedy_tokens": [
+      791,
+      6070,
+      315,
+      3090,
+      12207,
+      22223,
+      1202,
+      17332,
+      54162,
+      11,
+      439,
+      7917,
+      527,
+      2731,
+      3025,
+      311,
+      35406,
+      2678,
+      43030,
+      10879,
+      3090,
+      11,
+      11383,
+      31706,
+      315,
+      220,
+      20,
+      311,
+      220,
+      23,
+      3090,
+      35715,
+      11,
+      7863,
+      311,
+      9155,
+      442,
+      55269,
+      10879,
+      3090,
+      11,
+      902,
+      374,
+      24306,
+      315,
+      220,
+      717,
+      311,
+      220,
+      508,
+      3090,
+      35715,
+      13,
+      1115,
+      374,
+      1606,
+      279,
+      15715,
+      21374,
+      258,
+      5613,
+      304,
+      7917,
+      11,
+      8647,
+      369,
+      88000,
+      11,
+      649,
+      1193,
+      5371,
+      2678,
+      43030,
+      3090,
+      520,
+      264,
+      892,
+      11,
+      3339,
+      433,
+      810,
+      5107,
+      369,
+      279,
+      2547,
+      311,
+      35406,
+      8294,
+      3090,
+      35715,
+      11,
+      13893,
+      6522,
+      311,
+      99857,
+      1524,
+      994,
+      35208,
+      14343,
+      15055,
+      315,
+      3090,
+      13,
+      128009
+    ],
+    "claims": [
+      {
+        "claim_text": "The structure of water significantly affects its bioavailability.",
+        "decoded_claim": "The structure of water significantly affects its bioavailability",
+        "sentence": "The structure of water significantly affects its bioavailability, as cells are better able to absorb small molecule cluster water, typically consisting of 5 to 8 water molecules, compared to macromolecule cluster water, which is composed of 12 to 20 water molecules.",
+        "aligned_token_ids": [
+          0,
+          1,
+          2,
+          3,
+          4,
+          5,
+          6,
+          7,
+          8
+        ]
+      },
+      {
+        "claim_text": "Cells are better able to absorb small molecule cluster water.",
+        "decoded_claim": " cells are better able to absorb small molecule cluster water",
+        "sentence": "The structure of water significantly affects its bioavailability, as cells are better able to absorb small molecule cluster water, typically consisting of 5 to 8 water molecules, compared to macromolecule cluster water, which is composed of 12 to 20 water molecules.",
+        "aligned_token_ids": [
+          11,
+          12,
+          13,
+          14,
+          15,
+          16,
+          17,
+          18,
+          19,
+          20
+        ]
+      },
+      {
+        "claim_text": "Small molecule cluster water typically consists of 5 to 8 water molecules.",
+        "decoded_claim": " small molecule cluster water, typically consisting of5 to8 water molecules",
+        "sentence": "The structure of water significantly affects its bioavailability, as cells are better able to absorb small molecule cluster water, typically consisting of 5 to 8 water molecules, compared to macromolecule cluster water, which is composed of 12 to 20 water molecules.",
+        "aligned_token_ids": [
+          17,
+          18,
+          19,
+          20,
+          21,
+          22,
+          23,
+          24,
+          26,
+          27,
+          29,
+          30,
+          31
+        ]
+      },
+      {
+        "claim_text": "Macromolecule cluster water is composed of 12 to 20 water molecules.",
+        "decoded_claim": " macromolecule cluster water, which is composed of12 to20 water molecules",
+        "sentence": "The structure of water significantly affects its bioavailability, as cells are better able to absorb small molecule cluster water, typically consisting of 5 to 8 water molecules, compared to macromolecule cluster water, which is composed of 12 to 20 water molecules.",
+        "aligned_token_ids": [
+          35,
+          36,
+          37,
+          38,
+          39,
+          40,
+          41,
+          42,
+          43,
+          44,
+          46,
+          47,
+          49,
+          50,
+          51
+        ]
+      },
+      {
+        "claim_text": "It is more difficult for the body to absorb larger water molecules.",
+        "decoded_claim": " better able to absorb small molecule cluster water compared to macromolecule cluster water",
+        "sentence": "The structure of water significantly affects its bioavailability, as cells are better able to absorb small molecule cluster water, typically consisting of 5 to 8 water molecules, compared to macromolecule cluster water, which is composed of 12 to 20 water molecules.",
+        "aligned_token_ids": [
+          13,
+          14,
+          15,
+          16,
+          17,
+          18,
+          19,
+          20,
+          33,
+          34,
+          35,
+          36,
+          37,
+          38,
+          39
+        ]
+      },
+      {
+        "claim_text": "Consuming larger water molecules can potentially lead to dehydration.",
+        "decoded_claim": " water cells absorb small molecule cluster water macromolecule cluster water12 to20 water molecules",
+        "sentence": "The structure of water significantly affects its bioavailability, as cells are better able to absorb small molecule cluster water, typically consisting of 5 to 8 water molecules, compared to macromolecule cluster water, which is composed of 12 to 20 water molecules.",
+        "aligned_token_ids": [
+          3,
+          11,
+          16,
+          17,
+          18,
+          19,
+          20,
+          35,
+          36,
+          37,
+          38,
+          39,
+          46,
+          47,
+          49,
+          50,
+          51
+        ]
+      },
+      {
+        "claim_text": "The aquaporin channel in cells is responsible for hydration.",
+        "decoded_claim": " the aquaporin channel in cells, responsible for hydration",
+        "sentence": "This is because the aquaporin channel in cells, responsible for hydration, can only receive small molecule water at a time, making it more difficult for the body to absorb larger water molecules, potentially leading to dehydration even when consuming sufficient amounts of water.",
+        "aligned_token_ids": [
+          56,
+          57,
+          58,
+          59,
+          60,
+          61,
+          62,
+          63,
+          64,
+          65,
+          66
+        ]
+      },
+      {
+        "claim_text": "The aquaporin channel can only receive small molecule water at a time.",
+        "decoded_claim": " the aquaporin channel can only receive small molecule water at a time",
+        "sentence": "This is because the aquaporin channel in cells, responsible for hydration, can only receive small molecule water at a time, making it more difficult for the body to absorb larger water molecules, potentially leading to dehydration even when consuming sufficient amounts of water.",
+        "aligned_token_ids": [
+          56,
+          57,
+          58,
+          59,
+          60,
+          68,
+          69,
+          70,
+          71,
+          72,
+          73,
+          74,
+          75,
+          76
+        ]
+      },
+      {
+        "claim_text": "Dehydration can occur even when consuming sufficient amounts of water.",
+        "decoded_claim": " dehydration even when consuming sufficient amounts of water",
+        "sentence": "This is because the aquaporin channel in cells, responsible for hydration, can only receive small molecule water at a time, making it more difficult for the body to absorb larger water molecules, potentially leading to dehydration even when consuming sufficient amounts of water.",
+        "aligned_token_ids": [
+          94,
+          95,
+          96,
+          97,
+          98,
+          99,
+          100,
+          101
+        ]
+      }
+    ]
+  },
+  "10": {
+    "question": "What is the relationship between environment and water structure?",
+    "retrieval": "Much like humans, animals and plants, water is altered by its environment. More importantly, it's impacted by vibrational influences. When water is exposed to scalar field energy, then the molecular formation changes. In fact H2O prefers to form hexagonal shapes, as it\u2019s within these shapes that the water stores memory. Additionally, hexagonal water is more easily absorbed into our cells. While H2O, on the other hand, uses up energy in the pursuit of absorption. If cells are diseased, then they will find it hard to absorb water to hydrate themselves. Which can result in cellular death. Which points to the massive amount of importance of consuming structured water for longevity.",
+    "input": "\nUsing the provided context, answer the question related to the information in the context. Do not acknoledge or mention the existence of the context in your answer. The answer should be a self-contained unambiguous detailed explanation that can be understood without referring back to the context or the question.\n\n======================\n\nExample: \n\nContext: Female domestic cats can have kittens from spring to late autumn in temperate zones and throughout the year in equatorial regions, with litter sizes often ranging from two to five kittens. Domestic cats are bred and shown at cat fancy events as registered pedigreed cats. Population control includes spaying and neutering, but pet abandonment has exploded the global feral cat population, which has driven the extinction of bird, mammal, and reptile species.\n\nQuestion: What is the typical litter size for domestic cats?\n\nBad answer: Two to five kittens. (This answer refers back to the context and is not self-contained.)\nBad answer: The context states that domestic cats have litters of two to five kittens. (This answer acknowledges the context and is not self-contained.)\nBad answer: The typical litter size for these cats often ranges from two to five kittens. (This answer uses \"these cats\" which is ambiguous without context.)\n\nGood answer: The typical litter size for domestic cats often ranges from two to five kittens.\n\n======================\n\nNow, answer the following:\n\nContext: Much like humans, animals and plants, water is altered by its environment. More importantly, it's impacted by vibrational influences. When water is exposed to scalar field energy, then the molecular formation changes. In fact H2O prefers to form hexagonal shapes, as it\u2019s within these shapes that the water stores memory. Additionally, hexagonal water is more easily absorbed into our cells. While H2O, on the other hand, uses up energy in the pursuit of absorption. If cells are diseased, then they will find it hard to absorb water to hydrate themselves. Which can result in cellular death. Which points to the massive amount of importance of consuming structured water for longevity.\n\nQuestion: What is the relationship between environment and water structure?\n\nAnswer:\n",
+    "output": "The environment has a significant impact on the structure of water. When exposed to certain influences, such as scalar field energy, the molecular formation of water changes. Specifically, water tends to form hexagonal shapes, which is its preferred structure and allows it to store memory.",
+    "greedy_tokens": [
+      791,
+      4676,
+      706,
+      264,
+      5199,
+      5536,
+      389,
+      279,
+      6070,
+      315,
+      3090,
+      13,
+      3277,
+      15246,
+      311,
+      3738,
+      34453,
+      11,
+      1778,
+      439,
+      17722,
+      2115,
+      4907,
+      11,
+      279,
+      31206,
+      18488,
+      315,
+      3090,
+      4442,
+      13,
+      45863,
+      11,
+      3090,
+      28335,
+      311,
+      1376,
+      12651,
+      24346,
+      21483,
+      11,
+      902,
+      374,
+      1202,
+      15236,
+      6070,
+      323,
+      6276,
+      433,
+      311,
+      3637,
+      5044,
+      13,
+      128009
+    ],
+    "claims": [
+      {
+        "claim_text": "The environment has a significant impact on the structure of water.",
+        "decoded_claim": "The environment has a significant impact on the structure of water",
+        "sentence": "The environment has a significant impact on the structure of water.",
+        "aligned_token_ids": [
+          0,
+          1,
+          2,
+          3,
+          4,
+          5,
+          6,
+          7,
+          8,
+          9,
+          10
+        ]
+      },
+      {
+        "claim_text": "Scalar field energy is an influence that affects water.",
+        "decoded_claim": " influences, such as scalar field energy, formation of water changes",
+        "sentence": "When exposed to certain influences, such as scalar field energy, the molecular formation of water changes.",
+        "aligned_token_ids": [
+          16,
+          17,
+          18,
+          19,
+          20,
+          21,
+          22,
+          23,
+          26,
+          27,
+          28,
+          29
+        ]
+      },
+      {
+        "claim_text": "When exposed to scalar field energy, the molecular formation of water changes.",
+        "decoded_claim": " exposed scalar field energy molecular formation water changes",
+        "sentence": "When exposed to certain influences, such as scalar field energy, the molecular formation of water changes.",
+        "aligned_token_ids": [
+          13,
+          20,
+          21,
+          22,
+          25,
+          26,
+          28,
+          29
+        ]
+      },
+      {
+        "claim_text": "Water tends to form hexagonal shapes.",
+        "decoded_claim": " water tends to form hexagonal shapes",
+        "sentence": "Specifically, water tends to form hexagonal shapes, which is its preferred structure and allows it to store memory.",
+        "aligned_token_ids": [
+          33,
+          34,
+          35,
+          36,
+          37,
+          38,
+          39
+        ]
+      },
+      {
+        "claim_text": "Hexagonal shape is the preferred structure of water.",
+        "decoded_claim": " water tends to form hexagonal shapes which is its preferred structure",
+        "sentence": "Specifically, water tends to form hexagonal shapes, which is its preferred structure and allows it to store memory.",
+        "aligned_token_ids": [
+          33,
+          34,
+          35,
+          36,
+          37,
+          38,
+          39,
+          41,
+          42,
+          43,
+          44,
+          45
+        ]
+      },
+      {
+        "claim_text": "Water can store memory.",
+        "decoded_claim": " water allows it to store memory",
+        "sentence": "Specifically, water tends to form hexagonal shapes, which is its preferred structure and allows it to store memory.",
+        "aligned_token_ids": [
+          33,
+          47,
+          48,
+          49,
+          50,
+          51
+        ]
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/contest/requirements.txt b/contest/requirements.txt
new file mode 100644
index 0000000..c642fd0
--- /dev/null
+++ b/contest/requirements.txt
@@ -0,0 +1 @@
+-e ../
diff --git a/src/reclaim/__init__.py b/src/reclaim/__init__.py
index ab037ff..02b91f1 100644
--- a/src/reclaim/__init__.py
+++ b/src/reclaim/__init__.py
@@ -23,7 +23,7 @@
 ]
 
 
-def extract_claims(text: str, model: str = "gpt-4o") -> List[Claim]:
+def extract_claims(text: str, model: str = "gpt-5") -> List[Claim]:
     """
     Extract atomic claims from plain text.
     """
diff --git a/src/reclaim/decompose.py b/src/reclaim/decompose.py
index d723b44..4d7c60e 100644
--- a/src/reclaim/decompose.py
+++ b/src/reclaim/decompose.py
@@ -5,6 +5,7 @@
 from .openai_client import OpenAIChat
 from .prompts import (
     DOC_TO_ATOMIC_CLAIMS_PROMPT,
+    DOC_TO_ATOMIC_CLAIMS_SYSTEM_PROMPT,
     DOC_TO_INDEPEDENT_SENTENCES_PROMPT,
     DOC_TO_SENTENCES_PROMPT,
     SENTENCES_TO_CLAIMS_PROMPT,
@@ -14,7 +15,7 @@
 def doc2sentences(
     doc: str,
     mode: str = "independent_sentences",
-    model: str = "gpt-4o",
+    model: str = "gpt-5-mini",
     system_role: str = "You are good at decomposing and decontextualizing text.",
     num_retries: int = 5,
     schema: Optional[BaseModel] = None,
@@ -48,6 +49,7 @@ def doc2sentences(
         prompt = SENTENCES_TO_CLAIMS_PROMPT
     elif mode == "atomic_claims":
         prompt = DOC_TO_ATOMIC_CLAIMS_PROMPT
+        system_role = DOC_TO_ATOMIC_CLAIMS_SYSTEM_PROMPT
     else:
         raise ValueError(f"Unsupported mode: {mode}")
 
diff --git a/src/reclaim/prompts.py b/src/reclaim/prompts.py
index 85731ab..af26af0 100644
--- a/src/reclaim/prompts.py
+++ b/src/reclaim/prompts.py
@@ -1,28 +1,127 @@
+# DOC_TO_ATOMIC_CLAIMS_PROMPT = """
+# Your task is to extract atomic claims from a given text. Each claim must meet the following criteria:
+# 1. Informative: Each claim must convey factual information about the subject matter, avoiding generic or irrelevant statements (e.g., "I will provide a balanced response" or "This type of network is simple").
+# 2. Context-independent: Each claim must be understandable and verifiable on its own, without requiring additional context (e.g., avoid claims like "This type of network is simple" without specifying the network type).
+# 3. De-duplicated: Avoid repeating the same information in different wordings.
+# 4. Precise: Focus on clear and specific information, avoiding vague or overly broad statements.
+# Define a function named decompose(input: str). The function should return only a Python list containing strings of atomic claims. Do not include any extra formatting, code blocks, or labels like "python" in your response. For example:
+# If the input text is:
+# "Mary is a five-year-old girl. She likes playing piano and doesn't like cookies."
+# The output should be:
+# ["Mary is a five-year-old girl.", "Mary likes playing piano.", "Mary doesn't like cookies."]  
+# Example Input:
+# "Linear Bus Topology involves connecting all network nodes to a single cable. This design makes it easy to install but difficult to troubleshoot, especially in large networks."  
+# Example Output:
+# ["Linear Bus Topology involves connecting all network nodes to a single cable.", "Linear Bus Topology is easy to install.", "Linear Bus Topology is difficult to troubleshoot.", "Linear Bus Topology is unsuitable for large networks."]  
+
+# Important Notes:
+# 1. The output must be a valid Python list with no additional text, code blocks, or formatting. 
+# 2. The response must consist of only the list.
+
+# Process the following text according to these rules:
+# decompose("{doc}")
+# """
+
+# DOC_TO_ATOMIC_CLAIMS_PROMPT = """
+# You are given a piece of text that contains factual claims. Extract all atomic, meaningful, self-contained claims. A claim asserts something as true or false and can be verified by humans.
+
+# Extraction Rules:
+# 1. Atomic — each claim must express exactly one factual idea.
+# 2. Meaningful — each claim must convey substantive information (avoid trivial or generic statements).
+# 3. Self-contained — each claim must stand alone without context from the original text. Resolve all coreferences (pronouns, “this,” “it,” etc.).
+# 4. Precise — claims must be specific and unambiguous.
+# 5. Non-duplicative — do not repeat the same fact in different wording.
+# 6. Concise — preferably fewer than 15 words, but clarity is more important.
+
+# Output Rules:
+# - You MUST output ONLY a Python list of strings.
+# - No code blocks, no explanations, no labels.
+# - The output MUST start with '['.
+
+# Few-Shot Examples:
+
+# Example 1:
+# [text]: Tomas Berdych defeated Gael Monfis 6-1, 6-4 on Saturday. The sixth-seed reaches the Monte Carlo Masters final for the first time. Berdych will face either Rafael Nadal or Novak Djokovic in the final.
+# [response]:
+# ["Tomas Berdych defeated Gael Monfis 6-1, 6-4 on Saturday.",
+#  "Tomas Berdych is the sixth seed.",
+#  "Tomas Berdych reached the Monte Carlo Masters final for the first time.",
+#  "Tomas Berdych will face Rafael Nadal or Novak Djokovic in the final."]
+
+# Example 2:
+# [text]: Tinder only displays the last 34 photos, but users can easily see more. The firm also said it had improved its mutual friends feature.
+# [response]:
+# ["Tinder displays only the last 34 photos.",
+#  "Tinder users can view more than the last 34 photos.",
+#  "Tinder said it improved its mutual-friends feature."]
+
+# Example 3:
+# [text]: Linear Bus Topology involves connecting all network nodes to a single cable. This design makes it easy to install but difficult to troubleshoot, especially in large networks.
+# [response]:
+# ["Linear Bus Topology connects all network nodes to a single cable.",
+#  "Linear Bus Topology is easy to install.",
+#  "Linear Bus Topology is difficult to troubleshoot.",
+#  "Linear Bus Topology performs poorly in large networks."]
+
+# Now complete the following:
+# [text]: {doc}
+# [response]:
+# """
+
+
 DOC_TO_ATOMIC_CLAIMS_PROMPT = """
-Your task is to extract atomic claims from a given text. Each claim must meet the following criteria:
-1. Informative: Each claim must convey factual information about the subject matter, avoiding generic or irrelevant statements (e.g., "I will provide a balanced response" or "This type of network is simple").
-2. Context-independent: Each claim must be understandable and verifiable on its own, without requiring additional context (e.g., avoid claims like "This type of network is simple" without specifying the network type).
-3. De-duplicated: Avoid repeating the same information in different wordings.
-4. Precise: Focus on clear and specific information, avoiding vague or overly broad statements.
-Define a function named decompose(input: str). The function should return only a Python list containing strings of atomic claims. Do not include any extra formatting, code blocks, or labels like "python" in your response. For example:
-If the input text is:
-"Mary is a five-year-old girl. She likes playing piano and doesn't like cookies."
-The output should be:
-["Mary is a five-year-old girl.", "Mary likes playing piano.", "Mary doesn't like cookies."]  
-Example Input:
-"Linear Bus Topology involves connecting all network nodes to a single cable. This design makes it easy to install but difficult to troubleshoot, especially in large networks."  
-Example Output:
-["Linear Bus Topology involves connecting all network nodes to a single cable.", "Linear Bus Topology is easy to install.", "Linear Bus Topology is difficult to troubleshoot.", "Linear Bus Topology is unsuitable for large networks."]  
-
-Important Notes:
-1. The output must be a valid Python list with no additional text, code blocks, or formatting. 
-2. The response must consist of only the list.
-
-Process the following text according to these rules:
-decompose("{doc}")
+You are given a piece of text that contains factual claims. Extract all atomic, meaningful, self-contained claims. A claim asserts something as true or false and can be verified by humans.
+
+Extraction Rules:
+1. Atomic — each claim must express exactly one factual idea.
+2. Meaningful — each claim must convey substantive information (avoid trivial or generic statements).
+3. Self-contained — each claim must stand alone without context from the original text. Resolve all coreferences (pronouns, “this,” “it,” etc.).
+4. Precise — claims must be specific and unambiguous.
+5. Non-duplicative — do not repeat the same fact in different wording.
+6. Concise — preferably fewer than 15 words, but clarity is more important.
+7. Avoid vague bucket claims:
+   - Do NOT include claims that only say things like “other serious health issues”, “various problems”, “many negative effects”, “other damage”, or “other impacts” when they do not add new, specific information.
+   - You may keep a vague harm claim like “X causes serious health issues” ONLY if this is the main information given and there are no more specific harms that you already extracted.
+
+Output Rules:
+- You MUST output ONLY a Python list of strings.
+- No code blocks, no explanations, no labels.
+- The output MUST start with '['.
+
+Few-Shot Examples:
+
+Example 1:
+[text]: Tomas Berdych defeated Gael Monfis 6-1, 6-4 on Saturday. The sixth-seed reaches the Monte Carlo Masters final for the first time. Berdych will face either Rafael Nadal or Novak Djokovic in the final.
+[response]:
+["Tomas Berdych defeated Gael Monfis 6-1, 6-4 on Saturday.",
+ "Tomas Berdych is the sixth seed.",
+ "Tomas Berdych reached the Monte Carlo Masters final for the first time.",
+ "Tomas Berdych will face Rafael Nadal or Novak Djokovic in the final."]
+
+Example 2:
+[text]: Tinder only displays the last 34 photos, but users can easily see more. The firm also said it had improved its mutual friends feature.
+[response]:
+["Tinder displays only the last 34 photos.",
+ "Tinder users can view more than the last 34 photos.",
+ "Tinder said it improved its mutual-friends feature."]
+
+Example 3:
+[text]: Linear Bus Topology involves connecting all network nodes to a single cable. This design makes it easy to install but difficult to troubleshoot, especially in large networks.
+[response]:
+["Linear Bus Topology connects all network nodes to a single cable.",
+ "Linear Bus Topology is easy to install.",
+ "Linear Bus Topology is difficult to troubleshoot.",
+ "Linear Bus Topology performs poorly in large networks."]
+
+Now complete the following:
+[text]: {doc}
+[response]:
 """
 
 
+DOC_TO_ATOMIC_CLAIMS_SYSTEM_PROMPT = """Your role is to extract factual atomic claims from text. You must follow all output rules strictly. You always respond ONLY with a Python list of strings. No explanations, no formatting, no code blocks. Each claim must be atomic, meaningful, self-contained, precise, concise, and non-duplicated. Resolve all pronouns and vague references so each claim stands alone. Examples will be provided. Learn the pattern from them and generalize it reliably. Never break the output format."""
+
+
 DOC_TO_SENTENCES_PROMPT = """
 Your task is to perform sentence segmentation. 
 Let's define a function named split(input:str).