Pith Number

pith:FFWK224R

pith:2024:FFWK224RQLGOKU5U4HYJJPZ25J

not attested not anchored not stored refs pending

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent

Guojun Xiong, Haohang Li, Jimin Huang, Jordan W. Suchow, Koduvayur Subbalakshmi, Lingfei Qian, Qianqian Xie, Shashidhar Reddy Javaji, Xueqing Peng, Yangyang Yu, Yuechen Jiang, Yueru He, Yupeng Cao, Zhiyang Deng, Zining Zhu

arxiv:2412.18174 v1 · 2024-12-24 · cs.CE · cs.AI · q-fin.CP

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{FFWK224RQLGOKU5U4HYJJPZ25J}

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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

9 papers in Pith

InvestPhilBench: A Multi-Layer Benchmark for Evaluating Large Language Model Procedural Reasoning in Expert Investment Philosophy

Leakage-Aware Benchmarking of LLM Forecasting: Real-Time Nowcasts as the Decision-Time Input for Macro Factor Ranking

Beyond Agent Architecture: Execution Assumptions and Reproducibility in LLM-Based Trading Systems

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

CLQT: A Closed-Loop, Cost-Aware, Strategy-Consistent Benchmark for Diagnostic Evaluation of LLM Portfolio-Management Agents

Receipt and verification

First computed	2026-07-05T09:53:51.088966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

296cad6b9182cce553b4e1f094bf3aea4035c12b4dae758a4aec0cd13ac7694f

Aliases

arxiv: 2412.18174 · arxiv_version: 2412.18174v1 · doi: 10.48550/arxiv.2412.18174 · pith_short_12: FFWK224RQLGO · pith_short_16: FFWK224RQLGOKU5U · pith_short_8: FFWK224R

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/FFWK224RQLGOKU5U4HYJJPZ25J \
  | 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: 296cad6b9182cce553b4e1f094bf3aea4035c12b4dae758a4aec0cd13ac7694f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b993a931000a63ccef2c2f5660373aee39b36ab8dfbc9965fcbdd64ce2daff98",
    "cross_cats_sorted": [
      "cs.AI",
      "q-fin.CP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2024-12-24T05:22:33Z",
    "title_canon_sha256": "5c94f03f19ed4991b3be6ffc6256789b6fd58550e9a154993e836ba3dcf6af4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18174",
    "kind": "arxiv",
    "version": 1
  }
}