Pith Number

pith:NZ25F5WN

pith:2025:NZ25F5WNZ4M4RKQEXC4FTICSVZ

not attested not anchored not stored refs pending

Enhancing Reasoning to Adapt Large Language Models for Domain-Specific Applications

Bo Wen, Xin Zhang

arxiv:2502.04384 v1 · 2025-02-05 · cs.CL · cs.AI · cs.LG · cs.SY · eess.SY

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NZ25F5WNZ4M4RKQEXC4FTICSVZ}

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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

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches

Receipt and verification

First computed	2026-07-05T10:10:50.754442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e75d2f6cdcf19c8aa04b8b859a052ae4e328588dd75652c3abc3e4a40128ae6

Aliases

arxiv: 2502.04384 · arxiv_version: 2502.04384v1 · doi: 10.48550/arxiv.2502.04384 · pith_short_12: NZ25F5WNZ4M4 · pith_short_16: NZ25F5WNZ4M4RKQE · pith_short_8: NZ25F5WN

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/NZ25F5WNZ4M4RKQEXC4FTICSVZ \
  | 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: 6e75d2f6cdcf19c8aa04b8b859a052ae4e328588dd75652c3abc3e4a40128ae6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b15a2084b00c5102f44ab98d80966f8497d8b0d6b7153249148ec2afa84af7f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-05T19:27:24Z",
    "title_canon_sha256": "d6f240e879201148ed17fa2fc54406e884f4ae7c0010c9fa20fe4bd0c279b4f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04384",
    "kind": "arxiv",
    "version": 1
  }
}