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Pith Number

pith:GPY3QQDI

pith:2024:GPY3QQDI4ADGSHALB2IQJ2SPU2
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Small Language Models Need Strong Verifiers to Self-Correct Reasoning

Honglak Lee, Jaekyeom Kim, Lajanugen Logeswaran, Lu Wang, Moontae Lee, Muhammad Khalifa, Yunxiang Zhang

arxiv:2404.17140 v2 · 2024-04-26 · cs.CL

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\usepackage{pith}
\pithnumber{GPY3QQDI4ADGSHALB2IQJ2SPU2}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
✓ Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

6 papers in Pith

Denoising Iterative Self-Correction: Structured Verification Loops for Reliable LLM Reasoning
Learning to Pose Problems: Reasoning-Driven and Solver-Adaptive Data Synthesis
Training Language Models to Self-Correct via Reinforcement Learning
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
Receipt and verification
First computed 2026-07-05T08:28:09.526013Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

33f1b84068e006691c0b0e9104ea4fa6bb4c4c6cb7523d57a0122a8c7775bbfc

Aliases

arxiv: 2404.17140 · arxiv_version: 2404.17140v2 · doi: 10.48550/arxiv.2404.17140 · pith_short_12: GPY3QQDI4ADG · pith_short_16: GPY3QQDI4ADGSHAL · pith_short_8: GPY3QQDI
Agent API
Resolver JSON Graph JSON Events JSON Schema Signing key
Verify this Pith Number yourself 
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GPY3QQDI4ADGSHALB2IQJ2SPU2 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 33f1b84068e006691c0b0e9104ea4fa6bb4c4c6cb7523d57a0122a8c7775bbfc
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "13a6e7db5c7be5f8e821318141ccc2824fbf93cef53e8e123112eb1b8d615a71",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-26T03:41:28Z",
    "title_canon_sha256": "4ff76ff0c6fbfa55ea55455555c09dc0e507af24b7156fa0eb50dc645a2e3645"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.17140",
    "kind": "arxiv",
    "version": 2
  }
}