Pith Number

pith:3OFY22UQ

pith:2023:3OFY22UQV5KTBRH3D274ITFKBM

not attested not anchored not stored refs pending

Critique Ability of Large Language Models

Jingbo Shang, Lei Meng, Lei Shu, Liangchen Luo, Yinxiao Liu, Yun Zhu, Zi Lin

arxiv:2310.04815 v1 · 2023-10-07 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3OFY22UQV5KTBRH3D274ITFKBM}

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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

1 paper in Pith

Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Receipt and verification

First computed	2026-07-05T06:58:23.178037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db8b8d6a90af5530c4fb1ebfc44caa0b0843b2bea026ea6c1dc78099f83c0bc1

Aliases

arxiv: 2310.04815 · arxiv_version: 2310.04815v1 · doi: 10.48550/arxiv.2310.04815 · pith_short_12: 3OFY22UQV5KT · pith_short_16: 3OFY22UQV5KTBRH3 · pith_short_8: 3OFY22UQ

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/3OFY22UQV5KTBRH3D274ITFKBM \
  | 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: db8b8d6a90af5530c4fb1ebfc44caa0b0843b2bea026ea6c1dc78099f83c0bc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c7eedf58f4c5990f195cf2c59246fd654ecdae38c793bca1d27441ea503e0a2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-07T14:12:15Z",
    "title_canon_sha256": "d42ab7c4eedf47a768bd73122187405dec63e251d3c602d0b2ce6d615e573864"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04815",
    "kind": "arxiv",
    "version": 1
  }
}