Pith Number

pith:BNDGZ3FZ

pith:2024:BNDGZ3FZMNENXFJLKN3OWE5AMQ

not attested not anchored not stored refs pending

Free Process Rewards without Process Labels

Bowen Zhou, Ganqu Cui, Hao Peng, Huayu Chen, Kaiyan Zhang, Lifan Yuan, Ning Ding, Wendi Li, Zhiyuan Liu

arxiv:2412.01981 v1 · 2024-12-02 · cs.LG · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BNDGZ3FZMNENXFJLKN3OWE5AMQ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

14 papers in Pith

RLVP: Penalize the Path, Reward the Outcome

Learning Process Rewards via Success Visitation Matching for Efficient RL

Theoria: Rewrite-Acceptability Verification over Informal Reasoning States

From Answers to States: Verifiable Process-Level Evaluation of Chemical Reasoning in Large Language Models

Off-the-Shelf LLMs as Process Scorers: Training-Free Alternative to PRMs for Mathematical Reasoning

Receipt and verification

First computed	2026-07-05T09:43:41.877063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b466cecb96348db952b5376eb13a0640cb4db09621647c2d46b2049d9f82686

Aliases

arxiv: 2412.01981 · arxiv_version: 2412.01981v1 · doi: 10.48550/arxiv.2412.01981 · pith_short_12: BNDGZ3FZMNEN · pith_short_16: BNDGZ3FZMNENXFJL · pith_short_8: BNDGZ3FZ

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/BNDGZ3FZMNENXFJLKN3OWE5AMQ \
  | 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: 0b466cecb96348db952b5376eb13a0640cb4db09621647c2d46b2049d9f82686

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "380c643f8f08279065583c85910f6c37009177b63b2a3243b046865661cff6a2",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T21:20:02Z",
    "title_canon_sha256": "918e238225c16ae03b223a38ae4846370cba4ec8e73b17ae2d9dbc3c75d7a19a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01981",
    "kind": "arxiv",
    "version": 1
  }
}