Pith Number

pith:XKJ7LBJL

pith:2025:XKJ7LBJLMCDUV5JUAAVWBH37HD

not attested not anchored not stored refs pending

Generalist Reward Models: Found Inside Large Language Models

Lei Yuan, Ningjing Chao, Tian Xu, Xiong-Hui Chen, Xuqin Zhang, Yang Yu, Yi-Chen Li, Zhi-Hua Zhou, Zhongxiang Ling

arxiv:2506.23235 v1 · 2025-06-29 · 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{XKJ7LBJLMCDUV5JUAAVWBH37HD}

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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

7 papers in Pith

Momentum for Reasoning: Dense Intrinsic Signals in Policy Optimization

Trust Region On-Policy Distillation

LC-ERD: Mining Latent Logic for Self-Evolving Reasoning via Consistency-Regulated Reward Decomposition

Directional Alignment Mitigates Reward Hacking in Reinforcement Learning for Language Models

REAR: Test-time Preference Realignment through Reward Decomposition

Receipt and verification

First computed	2026-07-05T11:29:18.334303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba93f5852b60874af534002b609f7f38fca4c14b5b65404245aed8d5142e7adb

Aliases

arxiv: 2506.23235 · arxiv_version: 2506.23235v1 · doi: 10.48550/arxiv.2506.23235 · pith_short_12: XKJ7LBJLMCDU · pith_short_16: XKJ7LBJLMCDUV5JU · pith_short_8: XKJ7LBJL

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/XKJ7LBJLMCDUV5JUAAVWBH37HD \
  | 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: ba93f5852b60874af534002b609f7f38fca4c14b5b65404245aed8d5142e7adb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b565b0b3aa984ea3955cb8b2bd2ddb962dc54ddad1b7b85e473be37ad56cbd50",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-29T13:45:54Z",
    "title_canon_sha256": "f9e7d976229a002655fef67026e1fa9dad997ff4cd3cbb6be7de8a8c1b4e0e72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23235",
    "kind": "arxiv",
    "version": 1
  }
}