Pith Number

pith:4NXQMYKO

pith:2025:4NXQMYKOSAPBQUEQDEW6M763NC

not attested not anchored not stored refs pending

Trustworthy Reasoning: Evaluating and Enhancing Factual Accuracy in LLM Intermediate Thought Processes

Jinku Li, Rui Jiao, Yue Zhang

arxiv:2507.22940 v2 · 2025-07-25 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4NXQMYKOSAPBQUEQDEW6M763NC}

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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

2 papers in Pith

Matter to Mechanism: A Benchmark for AI Co-Scientists in Materials and Battery Research

Diagnosing Multi-step Reasoning Failures in Black-box LLMs via Stepwise Confidence Attribution

Receipt and verification

First computed	2026-07-05T11:47:27.502661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e36f06614e901e185090192de67fdb68a6329854da4aabb16e764d40894b3454

Aliases

arxiv: 2507.22940 · arxiv_version: 2507.22940v2 · doi: 10.48550/arxiv.2507.22940 · pith_short_12: 4NXQMYKOSAPB · pith_short_16: 4NXQMYKOSAPBQUEQ · pith_short_8: 4NXQMYKO

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/4NXQMYKOSAPBQUEQDEW6M763NC \
  | 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: e36f06614e901e185090192de67fdb68a6329854da4aabb16e764d40894b3454

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a613e95aa4f4bd71c67ac7d41f37b7d252915e9e915412fa49db6447382cceff",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-25T10:34:51Z",
    "title_canon_sha256": "6b3a368b163192d9f0c0c912361259ca435e9ae3c383349afb51319ea5a2a46a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22940",
    "kind": "arxiv",
    "version": 2
  }
}