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Pith Number

pith:OX5YL3Z4

pith:2025:OX5YL3Z46KBQRGBZYM3MUVMMIX
not attested not anchored not stored refs pending

Bridging Internal Probability and Self-Consistency for Effective and Efficient LLM Reasoning

Lan-Zhe Guo, Tan Yuhao, Xiaoxing Ma, Yuan Yao, Yu-Feng Li, Zenan Li, Zhi Zhou

arxiv:2502.00511 v2 · 2025-02-01 · cs.LG · cs.AI · cs.CL

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Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{OX5YL3Z46KBQRGBZYM3MUVMMIX}

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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

5 papers in Pith

Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
Calibration-Aware Policy Optimization for Reasoning LLMs
Training-Free Object-Background Compositional T2I via Dynamic Spatial Guidance and Multi-Path Pruning
Receipt and verification
First computed 2026-07-05T10:13:47.223340Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

75fb85ef3cf283089839c336ca558c45fe31e7c1ca6f4549b3cf0f8ce3416980

Aliases

arxiv: 2502.00511 · arxiv_version: 2502.00511v2 · doi: 10.48550/arxiv.2502.00511 · pith_short_12: OX5YL3Z46KBQ · pith_short_16: OX5YL3Z46KBQRGBZ · pith_short_8: OX5YL3Z4
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/OX5YL3Z46KBQRGBZYM3MUVMMIX \
  | 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: 75fb85ef3cf283089839c336ca558c45fe31e7c1ca6f4549b3cf0f8ce3416980
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "4f1dfeb14f259e81babe2ae9ac43ad3720c7a72eb17fcda1f71ef5c54f86eebd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-01T18:09:49Z",
    "title_canon_sha256": "9950536c43a139686cd755ba1a1518fe23826c4ac14b193b5543c955af5e0e52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00511",
    "kind": "arxiv",
    "version": 2
  }
}