Pith Number

pith:THZM232D

pith:2025:THZM232D6HNPCOROAYDBJJHYDC

not attested not anchored not stored refs pending

Beyond Scaling Law: A Data-Efficient Distillation Framework for Reasoning

Dengfeng Liu, Huang Liu, Huiyang Li, Jin Yang, Ji Xie, Jucai Zhai, Jun Wang, Kailai Zhang, Ninglun Gu, Qiaobo Hao, Xiaoguang Jiang, Xiaojun Wu, Yelun Bao, Zhiguo Yang

arxiv:2508.09883 v2 · 2025-08-13 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{THZM232D6HNPCOROAYDBJJHYDC}

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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

4 papers in Pith

Training-Trajectory-Aware Token Selection

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

Backtracking When It Strays: Mitigating Dual Exposure Biases in LLM Reasoning Distillation

Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment

Receipt and verification

First computed	2026-06-30T02:16:53.654462Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99f2cd6f43f1daf13a2e060614a4f818bbccdd55c2ddabdd52a334ce514a0ba8

Aliases

arxiv: 2508.09883 · arxiv_version: 2508.09883v2 · doi: 10.48550/arxiv.2508.09883 · pith_short_12: THZM232D6HNP · pith_short_16: THZM232D6HNPCORO · pith_short_8: THZM232D

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/THZM232D6HNPCOROAYDBJJHYDC \
  | 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: 99f2cd6f43f1daf13a2e060614a4f818bbccdd55c2ddabdd52a334ce514a0ba8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6f595bd9bdba8096fea18678dddfd9655fe6dd6485faf3cfe90fed979d729e4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-13T15:32:25Z",
    "title_canon_sha256": "e960339892690d540bec690737887cc0b287d4c425cc85e637b78e887781c9fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09883",
    "kind": "arxiv",
    "version": 2
  }
}