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pith:M7JL5RCV

pith:2024:M7JL5RCVY374DECJSAXCXOVQKN
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Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision

Boyang Hong, Dingwen Yang, Guanyu Li, Jiafu Tang, Jingang Wang, Jixuan Huang, Qi Zhang, Rongxiang Weng, Rui Zheng, Shihan Do, Tao Gui, Tao Ji, Wei He, Wenyu Zhan, Xiao Wang, Xiaowei Shi, Xipeng Qiu, Xuanjing Huang, Xunliang Cai, Yitao Zhai, Yiwen Ding, Yu-Gang Jiang, Zhiheng Xi, Zuxuan Wu

arxiv:2411.16579 v1 · 2024-11-25 · cs.CL · cs.AI · cs.LG

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3 Author claim open · sign in to claim
4 Citations open
5 Replications open
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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

5 papers in Pith

A History-Aware Visually Grounded Critic for Computer Use Agents
STRIDE: Learnable Stepwise Language Feedback for LLM Reasoning
Learning from Natural Language Feedback for Personalized Question Answering
No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning
A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence
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First computed 2026-07-05T09:40:11.504152Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

67d2bec455c6ffc19049902e2bbab0536491fac20e50481cfc1643df1b1bbdcf

Aliases

arxiv: 2411.16579 · arxiv_version: 2411.16579v1 · doi: 10.48550/arxiv.2411.16579 · pith_short_12: M7JL5RCVY374 · pith_short_16: M7JL5RCVY374DECJ · pith_short_8: M7JL5RCV
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/M7JL5RCVY374DECJSAXCXOVQKN \
  | 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: 67d2bec455c6ffc19049902e2bbab0536491fac20e50481cfc1643df1b1bbdcf
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "1cf0eeb87895fd0f978763b636d9d45ac8eeeae7df5efe2ee0221a7c84c97401",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-25T17:11:54Z",
    "title_canon_sha256": "10ce028b2398eb7b64e667a3aba712cf3d746e744dd6082af4c04f4c12380a50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16579",
    "kind": "arxiv",
    "version": 1
  }
}