Pith Number

pith:YSP72YZT

pith:2024:YSP72YZTE3RDT4Y3FHRWFQRZQF

not attested not anchored not stored refs pending

Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision

Hongkun Yu, Jingbo Shang, Le Hou, Liangchen Luo, Yuexin Wu, Yunxuan Li, Zihan Wang

arxiv:2402.02658 v2 · 2024-02-05 · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YSP72YZTE3RDT4Y3FHRWFQRZQF}

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

2 papers in Pith

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Receipt and verification

First computed	2026-07-05T09:20:22.532817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c49ffd633326e239f31b29e362c239817c9ea7a3daa3c5e7e61b44fc410c3738

Aliases

arxiv: 2402.02658 · arxiv_version: 2402.02658v2 · doi: 10.48550/arxiv.2402.02658 · pith_short_12: YSP72YZTE3RD · pith_short_16: YSP72YZTE3RDT4Y3 · pith_short_8: YSP72YZT

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/YSP72YZTE3RDT4Y3FHRWFQRZQF \
  | 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: c49ffd633326e239f31b29e362c239817c9ea7a3daa3c5e7e61b44fc410c3738

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9be12374e942a7e6444e5ebb3246225e8c449486910cd3fdcf28accc4297e984",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-05T00:57:51Z",
    "title_canon_sha256": "fafabb9de6d675ccf57b7c6d9c2c1402674f6fd36a8fb7792781e7776cf9e18e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02658",
    "kind": "arxiv",
    "version": 2
  }
}