Pith Number

pith:JGK7I3YM

pith:2024:JGK7I3YMDCHLRUBVYFAISMU2YW

not attested not anchored not stored refs pending

FinDABench: Benchmarking Financial Data Analysis Ability of Large Language Models

Aimin Zhou, Chenghao Jia, Chong Yang, Jie Zhou, Man Lan, Qingquan Wu, Shangqing Zhao, Shu Liu, Xinlin Zhuang, Zhaoguang Long

arxiv:2401.02982 v4 · 2024-01-01 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{JGK7I3YMDCHLRUBVYFAISMU2YW}

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Record completeness

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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

Business Utility of Large Language Models as Exploratory Data Analysis Agents

Receipt and verification

First computed	2026-07-05T08:31:46.283686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4995f46f0c188eb8d035c14089329ac59d5ae74001ac24eb6d38d189ab7f5b59

Aliases

arxiv: 2401.02982 · arxiv_version: 2401.02982v4 · doi: 10.48550/arxiv.2401.02982 · pith_short_12: JGK7I3YMDCHL · pith_short_16: JGK7I3YMDCHLRUBV · pith_short_8: JGK7I3YM

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/JGK7I3YMDCHLRUBVYFAISMU2YW \
  | 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: 4995f46f0c188eb8d035c14089329ac59d5ae74001ac24eb6d38d189ab7f5b59

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "602d87d438de43eda349c54f1705d06159eb027c2a70636473b703aca1fdecb8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-01T15:26:23Z",
    "title_canon_sha256": "d5778339f7e95052903c714e53f1e22e65ba1c2956d665c965f103d3a53843ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02982",
    "kind": "arxiv",
    "version": 4
  }
}