Pith Number

pith:FECJ2OC7

pith:2025:FECJ2OC7FXNWG32QGNDT4M7SBA

not attested not anchored not stored refs pending

IDA-Bench: Evaluating LLMs on Interactive Guided Data Analysis

Hanyu Li, Haoyu Liu, Michael I. Jordan, Tianyu Guo, Tingyu Zhu, Xiaotie Deng, Zeyu Zheng

arxiv:2505.18223 v2 · 2025-05-23 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FECJ2OC7FXNWG32QGNDT4M7SBA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

GRACE-DS: a Guarded Reward-guided Agent Correction Environment in Data Science

Business Utility of Large Language Models as Exploratory Data Analysis Agents

Agentic-imodels: Evolving agentic interpretability tools via autoresearch

Receipt and verification

First computed	2026-07-05T11:16:58.447596Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29049d385f2ddb636f5033473e33f20830f4da0d7027b1c516fa1d1c1d8062d4

Aliases

arxiv: 2505.18223 · arxiv_version: 2505.18223v2 · doi: 10.48550/arxiv.2505.18223 · pith_short_12: FECJ2OC7FXNW · pith_short_16: FECJ2OC7FXNWG32Q · pith_short_8: FECJ2OC7

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/FECJ2OC7FXNWG32QGNDT4M7SBA \
  | 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: 29049d385f2ddb636f5033473e33f20830f4da0d7027b1c516fa1d1c1d8062d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03f2a8c70f4f50c8ae7d91052a2f684dd78427f09ed53b76b5d8e4f892c112c1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-23T09:37:52Z",
    "title_canon_sha256": "2c7db140963df01fadf8a35a4539d075f324e4d3a1729077b2903ade4d3f5a83"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18223",
    "kind": "arxiv",
    "version": 2
  }
}