Pith Number

pith:OBGSFX2H

pith:2024:OBGSFX2HL45EPA7NHV62YJECUC

not attested not anchored not stored refs pending

Token-Supervised Value Models for Enhancing Mathematical Problem-Solving Capabilities of Large Language Models

Byeongho Heo, Dongyoon Han, Eunho Yang, June Yong Yang, Jung Hyun Lee, Kang Min Yoo, Kyungsu Kim

arxiv:2407.12863 v2 · 2024-07-12 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OBGSFX2HL45EPA7NHV62YJECUC}

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

1 paper in Pith

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Receipt and verification

First computed	2026-07-05T10:27:12.412143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

704d22df475f3a4783ed3d7dac2482a09b9f00ea03ebf8b5c7756056cb59bff5

Aliases

arxiv: 2407.12863 · arxiv_version: 2407.12863v2 · doi: 10.48550/arxiv.2407.12863 · pith_short_12: OBGSFX2HL45E · pith_short_16: OBGSFX2HL45EPA7N · pith_short_8: OBGSFX2H

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/OBGSFX2HL45EPA7NHV62YJECUC \
  | 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: 704d22df475f3a4783ed3d7dac2482a09b9f00ea03ebf8b5c7756056cb59bff5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a9e928a7597ba23eb357ff30b6861f2f155874344eb8806e26dba10f60131c0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-12T13:16:50Z",
    "title_canon_sha256": "8f7e837c86176096ca6a364c7c44228e59c8897f48de932b50777520d4a08adf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12863",
    "kind": "arxiv",
    "version": 2
  }
}