Pith Number

pith:M2EDXAGA

pith:2024:M2EDXAGA4SC6DNIBNSCKSASIDO

not attested not anchored not stored refs pending

Fine-Tuning on Diverse Reasoning Chains Drives Within-Inference CoT Refinement in LLMs

Harish Tayyar Madabushi, Haritz Puerto, Iryna Gurevych, Tilek Chubakov, Xiaodan Zhu

arxiv:2407.03181 v2 · 2024-07-03 · 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{M2EDXAGA4SC6DNIBNSCKSASIDO}

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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

1 paper in Pith

NoisyCoconut: Counterfactual Consensus via Latent Space Reasoning

Receipt and verification

First computed	2026-07-05T11:10:31.722401Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66883b80c0e485e1b5016c84a902481b9e057178515d8d95c5b020cb9dbf3d5e

Aliases

arxiv: 2407.03181 · arxiv_version: 2407.03181v2 · doi: 10.48550/arxiv.2407.03181 · pith_short_12: M2EDXAGA4SC6 · pith_short_16: M2EDXAGA4SC6DNIB · pith_short_8: M2EDXAGA

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/M2EDXAGA4SC6DNIBNSCKSASIDO \
  | 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: 66883b80c0e485e1b5016c84a902481b9e057178515d8d95c5b020cb9dbf3d5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "732be2f6a7ccca7646d3cbeba0c74670392efecc4f92d2fa05d6278a19aaa6b9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-03T15:01:18Z",
    "title_canon_sha256": "b17dcfd0096da82205b79da4b188df4e9201462e4906369ffef5a51fed1a03b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03181",
    "kind": "arxiv",
    "version": 2
  }
}