Pith Number

pith:U5QKEWGY

pith:2025:U5QKEWGYUHTMU7KFUBYBVPQANF

not attested not anchored not stored refs pending

Enhancing Large Language Model Reasoning with Reward Models: An Analytical Survey

Hao Xu, Ning Miao, Qiyuan Liu, Wei Chen, Xuhong Chen, Yee Whye Teh

arxiv:2510.01925 v3 · 2025-10-02 · 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{U5QKEWGYUHTMU7KFUBYBVPQANF}

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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

Process Advantage Signal Shaping: A Paradigm-Agnostic Middleware for Process-Supervised RL in LLM Reasoners

Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning

Receipt and verification

First computed	2026-08-04T02:08:33.612313Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a760a258d8a1e6ca7d45a0701abe0069515a4dafad579eea7c7dc4197b1b3f83

Aliases

arxiv: 2510.01925 · arxiv_version: 2510.01925v3 · doi: 10.48550/arxiv.2510.01925 · pith_short_12: U5QKEWGYUHTM · pith_short_16: U5QKEWGYUHTMU7KF · pith_short_8: U5QKEWGY

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/U5QKEWGYUHTMU7KFUBYBVPQANF \
  | 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: a760a258d8a1e6ca7d45a0701abe0069515a4dafad579eea7c7dc4197b1b3f83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "254a8a25b69b453df9a92a0ebd280e443b6a45319a97a9c07ee78dcd409f83d1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-02T11:42:17Z",
    "title_canon_sha256": "1d6fab20e5a2bcd12af53fe737f051d1a0b4a8d0d5530bd2d9346ac7f06de1b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.01925",
    "kind": "arxiv",
    "version": 3
  }
}