Pith Number

pith:Y7KULNAR

pith:2023:Y7KULNARRD5QM5IXPMGQGYX624

not attested not anchored not stored refs pending

Forward-Backward Reasoning in Large Language Models for Mathematical Verification

Han Shi, James T. Kwok, Longhui Yu, Weisen Jiang, Yu Zhang, Zhenguo Li, Zhengying Liu

arxiv:2308.07758 v6 · 2023-08-15 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{Y7KULNARRD5QM5IXPMGQGYX624}

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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

4 papers in Pith

ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving

Chain-of-Verification Reduces Hallucination in Large Language Models

Generating Verifiable Chain of Thoughts from Exection-Traces

MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Receipt and verification

First computed	2026-07-05T08:27:23.059597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7d545b41188fb0675177b0d0362fed7370bb521662ca5fb12a76ae6eec58c60

Aliases

arxiv: 2308.07758 · arxiv_version: 2308.07758v6 · doi: 10.48550/arxiv.2308.07758 · pith_short_12: Y7KULNARRD5Q · pith_short_16: Y7KULNARRD5QM5IX · pith_short_8: Y7KULNAR

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/Y7KULNARRD5QM5IXPMGQGYX624 \
  | 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: c7d545b41188fb0675177b0d0362fed7370bb521662ca5fb12a76ae6eec58c60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb2f7f2fc1a7c13476e53422593774a409a0c7ba52b32f902c08b309bbd57d21",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-15T13:19:59Z",
    "title_canon_sha256": "13568a56db259f5018d53acd2762a2ed149e2c89aae33589995e7679b5adeb0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07758",
    "kind": "arxiv",
    "version": 6
  }
}