Pith Number

pith:E5K7KBOU

pith:2026:E5K7KBOUPDPERRJ4KDMYIHXC3D

not attested not anchored not stored refs pending

DataClawBench: An Agent Benchmark for Exploratory Real-World Financial Data Analysis

Bowen Deng, BoYuan Li, Chuan Chen, Jialong Chen, Jianhao Lin, Qiaohong Zhang, Weihao Ye, Wei-Shi Zheng, Yi Luo, Zibin Zheng

DataClaw is a new benchmark that evaluates data-analysis agents on noisy real-world records by tracking their step-by-step progress through 492 annotated tasks.

arxiv:2605.02503 v2 · 2026-05-04 · cs.AI

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\usepackage{pith}
\pithnumber{E5K7KBOUPDPERRJ4KDMYIHXC3D}

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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.

Claims

C1strongest claim

Experiments with eight advanced LLMs show that current agents remain far from reliable in this setting, with seven models achieving below 50% overall accuracy.

C2weakest assumption

That the 492 cross-domain tasks and their intermediate milestone annotations faithfully represent the process and difficulty of real-world exploratory data analysis in underexplored environments.

C3one line summary

DataClaw supplies a process-oriented benchmark of real-world noisy data and milestone-annotated tasks that shows seven of eight tested LLMs achieve below 50% accuracy on exploratory analysis.

Receipt and verification

First computed	2026-05-20T00:04:33.747376Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2755f505d478de48c53c50d9841ee2d8e0fa5c428507e1617fce2f5dd823db08

Aliases

arxiv: 2605.02503 · arxiv_version: 2605.02503v2 · doi: 10.48550/arxiv.2605.02503 · pith_short_12: E5K7KBOUPDPE · pith_short_16: E5K7KBOUPDPERRJ4 · pith_short_8: E5K7KBOU

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/E5K7KBOUPDPERRJ4KDMYIHXC3D \
  | 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: 2755f505d478de48c53c50d9841ee2d8e0fa5c428507e1617fce2f5dd823db08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2965c07cad88467b2b33495863f0ca090747df7fe59dbf811f4f7f2ad3921727",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-04T11:57:09Z",
    "title_canon_sha256": "720a4c194459e580dcb5d9ff539965707026035ed064780469b889af330045d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.02503",
    "kind": "arxiv",
    "version": 2
  }
}