Pith Number

pith:7GZ7MPYY

pith:2024:7GZ7MPYYQP45L7R3CLVOLBSPMD

not attested not anchored not stored refs pending

Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability

Chufan Shi, Jiahao Xu, Qiuzhi Lin, Ruilin Luo, Siheng Li, Tian Liang, Xing Wang, Yujiu Yang, Zhaopeng Tu, Zicheng Lin

arxiv:2411.19943 v3 · 2024-11-29 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7GZ7MPYYQP45L7R3CLVOLBSPMD}

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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

20 papers in Pith

Rethinking On-Policy Self-Distillation for Thinking Models

Beyond Entropy: Learning from Token-Level Distributional Deviations for LLM Reasoning

Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

Sample Where You Struggle: Sharpening Base Model Reasoning via Entropy-Guided Power Sampling

Receipt and verification

First computed	2026-07-05T09:59:56.031321Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9b3f63f1883f9d5fe3b12eae5864f60e21c20bb4c8b2285c294b579a935e6b9

Aliases

arxiv: 2411.19943 · arxiv_version: 2411.19943v3 · doi: 10.48550/arxiv.2411.19943 · pith_short_12: 7GZ7MPYYQP45 · pith_short_16: 7GZ7MPYYQP45L7R3 · pith_short_8: 7GZ7MPYY

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/7GZ7MPYYQP45L7R3CLVOLBSPMD \
  | 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: f9b3f63f1883f9d5fe3b12eae5864f60e21c20bb4c8b2285c294b579a935e6b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1911aec559c7d25306876af25914d58c241690d82175b95054180151785da63",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-29T18:58:22Z",
    "title_canon_sha256": "e42def39e04800a5772b20c501f404759145b8d50199cae13a87743a15305db2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19943",
    "kind": "arxiv",
    "version": 3
  }
}