Pith Number

pith:3DBAEGGV

pith:2025:3DBAEGGV2XHD4Z4PDZCNTZJDM6

not attested not anchored not stored refs pending

Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision

Dawei Zhu, Guangxiang Zhao, Haosheng Zou, Junfeng Ran, Lin Sun, Sujian Li, Wenhao Wu, Xiangzheng Zhang, Xiyu Wei, Xun Wang

arxiv:2502.20790 v1 · 2025-02-28 · 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{3DBAEGGV2XHD4Z4PDZCNTZJDM6}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Receipt and verification

First computed	2026-07-05T10:21:39.783037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8c20218d5d5ce3e678f1e44d9e5236788c1ac1b2aff487d3f41a986ec5bfd4c

Aliases

arxiv: 2502.20790 · arxiv_version: 2502.20790v1 · doi: 10.48550/arxiv.2502.20790 · pith_short_12: 3DBAEGGV2XHD · pith_short_16: 3DBAEGGV2XHD4Z4P · pith_short_8: 3DBAEGGV

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/3DBAEGGV2XHD4Z4PDZCNTZJDM6 \
  | 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: d8c20218d5d5ce3e678f1e44d9e5236788c1ac1b2aff487d3f41a986ec5bfd4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebdf52d4ec6d44cc19df896255b0c648f24976881d129022375d754a752b7bf4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-28T07:15:12Z",
    "title_canon_sha256": "ba1ac9cfa5924150e5ccdbc80616a8a528b9df9ea430e273bc1c7cb96a6c973d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20790",
    "kind": "arxiv",
    "version": 1
  }
}