Pith Number

pith:7WHYFJWJ

pith:2025:7WHYFJWJBUQTNSFRM4WHRHFB3S

not attested not anchored not stored refs pending

Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning

Dietrich Klakow, Hui Su, Miaoran Zhang, Wenjie Li, Wenjin Guo, Xiaoyu Shen, Xinghao Chen, Yanjun Chen, Yijie Pan, Yirong Sun, Zhijing Sun

arxiv:2502.18001 v3 · 2025-02-25 · 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{7WHYFJWJBUQTNSFRM4WHRHFB3S}

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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

Different Teachers, Different Capabilities: Sub-1B On-Device Distillation for Structured Text Enrichment

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces

"The Whole Is Greater Than the Sum of Its Parts": A Compatibility-Aware Multi-Teacher CoT Distillation Framework

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Fine-Tuning Small Reasoning Models for Quantum Field Theory

Receipt and verification

First computed	2026-07-05T11:10:05.747046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd8f82a6c90d2136c8b1672c789ca1dc95eca730318912622db9a9e1860367b0

Aliases

arxiv: 2502.18001 · arxiv_version: 2502.18001v3 · doi: 10.48550/arxiv.2502.18001 · pith_short_12: 7WHYFJWJBUQT · pith_short_16: 7WHYFJWJBUQTNSFR · pith_short_8: 7WHYFJWJ

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/7WHYFJWJBUQTNSFRM4WHRHFB3S \
  | 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: fd8f82a6c90d2136c8b1672c789ca1dc95eca730318912622db9a9e1860367b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "966d7cc953babed7f609f54c35e5011d1898a999ffa4abf91092667ee55fa0a1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-25T09:08:45Z",
    "title_canon_sha256": "1ddb90894843ebf0f7bb8287eb05fa8d68a50fb13e85c0ff05bd45498066269c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18001",
    "kind": "arxiv",
    "version": 3
  }
}