Pith Number

pith:PTY7WWJO

pith:2025:PTY7WWJOJMOMKRFCE2LHBAZJ6G

not attested not anchored not stored refs pending

Ring-lite: Scalable Reasoning via C3PO-Stabilized Reinforcement Learning for LLMs

Bin Hu, Cai Chen, Deng Zhao, Ding Liu, Dingnan Jin, Feng Zhu, Hao Dai, Hongzhi Luan, Jia Guo, Jiaming Liu, Jiewei Wu, Junbo Zhao, Jun Mei, Junwu Xiong, Jun Zhou, Kaihong Zhang, Kuan Xu, Lei Liang, Liangcheng Fu, Liang Jiang, Ling Team, Longfei Zheng, Qiang Gao, Qing Cui, Quan Wan, Shaomian Zheng, Shuaicheng Li, Tongkai Yang, Wang Ren, Xiaodong Yan, Xiaopei Wan, Xiaoyun Feng, Xinxing Yang, Xinyu Kong, Xin Zhao, Xuemin Yang, Yang Li, Yingting Wu, Yongkang Liu, Zhankai Xu, Zhenduo Zhang, Zhenglei Zhou, Zhenyu Huang, Zhiqiang Zhang, Zihao Wang, Zujie Wen

arxiv:2506.14731 v2 · 2025-06-17 · 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{PTY7WWJOJMOMKRFCE2LHBAZJ6G}

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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

1 paper in Pith

Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:23:31.201806Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cf1fb592e4b1cc544a22696708329f1bb9a5106fd4fbe5bbfe1da3da741e63c

Aliases

arxiv: 2506.14731 · arxiv_version: 2506.14731v2 · doi: 10.48550/arxiv.2506.14731 · pith_short_12: PTY7WWJOJMOM · pith_short_16: PTY7WWJOJMOMKRFC · pith_short_8: PTY7WWJO

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/PTY7WWJOJMOMKRFCE2LHBAZJ6G \
  | 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: 7cf1fb592e4b1cc544a22696708329f1bb9a5106fd4fbe5bbfe1da3da741e63c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5928a2bd4f5dc7ad21c19f38930429743594d04c280cde9f058668ad21f5ddf3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-17T17:12:34Z",
    "title_canon_sha256": "05b2b7c2b9da086e261e75d65111f871f4cc159e59c84e530f72b9f7f6aac22d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14731",
    "kind": "arxiv",
    "version": 2
  }
}