Pith Number

pith:RXGFDHZJ

pith:2025:RXGFDHZJO4AYTFY7FKBJBR2FGC

not attested not anchored not stored refs pending

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Han Yi, Jian-Yun Nie, Jimin Huang, Lingfei Qian, Qianqian Xie, Weipeng Zhou, Xueqing Peng, Yan Wang, Yilun Zhao

arxiv:2502.08127 v3 · 2025-02-12 · 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{RXGFDHZJO4AYTFY7FKBJBR2FGC}

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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

11 papers in Pith

MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning

AUDITFLOW: Executable Symbolic Environments for Structured Financial Reporting Verification

CLExEval: A Human-in-the-Loop Framework for Qualitative Evaluation of LLM Clinical Reasoning

StakeBench: Evaluating Language Understanding Grounded in Market Commitment

A Survey of Scaling in Large Language Model Reasoning

Receipt and verification

First computed	2026-07-05T11:21:42.147508Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8dcc519f29770189971f2a8290c74530926280f41ff1c42a100e4ddb199650ce

Aliases

arxiv: 2502.08127 · arxiv_version: 2502.08127v3 · doi: 10.48550/arxiv.2502.08127 · pith_short_12: RXGFDHZJO4AY · pith_short_16: RXGFDHZJO4AYTFY7 · pith_short_8: RXGFDHZJ

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/RXGFDHZJO4AYTFY7FKBJBR2FGC \
  | 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: 8dcc519f29770189971f2a8290c74530926280f41ff1c42a100e4ddb199650ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0ff0c3183893f78cf557da1d3597a0d0845aa38f82fee98c1271bf76c9992dd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-12T05:13:04Z",
    "title_canon_sha256": "4f06bb0886af7f4f74f1447e8b9194a7a18f45877d744a0f1a6b96f8ba58c0af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08127",
    "kind": "arxiv",
    "version": 3
  }
}