Pith Number

pith:E3D46CB6

pith:2025:E3D46CB67NZJNH7JNSNPV2G37R

not attested not anchored not stored refs pending

From Chaos to Order: The Atomic Reasoner Framework for Fine-grained Reasoning in Large Language Models

Fei Ni, Fuzheng Zhang, Hangyu Mao, Hebin Liang, Jianye Hao, Jinyi Liu, Qiyu Wu, Rong Cheng, Wei Guo, Yan Zheng, Yifu Yuan

arxiv:2503.15944 v1 · 2025-03-20 · 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{E3D46CB67NZJNH7JNSNPV2G37R}

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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

Squeeze the Soaked Sponge: Efficient Off-policy Reinforcement Finetuning for Large Language Model

Receipt and verification

First computed	2026-07-05T10:36:02.485777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26c7cf083efb72969fe96c9afae8dbfc79feeb7ce12d3c7d8da12d348cef32e7

Aliases

arxiv: 2503.15944 · arxiv_version: 2503.15944v1 · doi: 10.48550/arxiv.2503.15944 · pith_short_12: E3D46CB67NZJ · pith_short_16: E3D46CB67NZJNH7J · pith_short_8: E3D46CB6

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/E3D46CB67NZJNH7JNSNPV2G37R \
  | 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: 26c7cf083efb72969fe96c9afae8dbfc79feeb7ce12d3c7d8da12d348cef32e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c54f9a8387ff4abff4f4d2369392ee3d616e4ff8562ecd5496254a2371c61ac3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-20T08:34:53Z",
    "title_canon_sha256": "b440eca8abc16cb15d73e7796cf3d7b8e649db6ade5aac202a0e0d73934fe7fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.15944",
    "kind": "arxiv",
    "version": 1
  }
}