Pith Number

pith:SIFPEXAI

pith:2025:SIFPEXAI2POCMBO7AWQ62IGUZX

not attested not anchored not stored refs pending

DataSciBench: An LLM Agent Benchmark for Data Science

Dan Zhang, Fengzu Li, Jie Tang, Lekang Yang, Min Cai, Sining Zhoubian, Tianjiao Dong, Wei Wang, Yisong Yue, Ziniu Hu

arxiv:2502.13897 v1 · 2025-02-19 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SIFPEXAI2POCMBO7AWQ62IGUZX}

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

11 papers in Pith

Do LLM-Generated Skills Make Better AI Data Scientists? A Component Ablation Across Data-Science Workflows

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

AgenticDataBench: A Comprehensive Benchmark for Data Agents

ProfiliTable: Profiling-Driven Tabular Data Processing via Agentic Workflows

Business Utility of Large Language Models as Exploratory Data Analysis Agents

Receipt and verification

First computed	2026-07-05T10:17:02.304507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

920af25c08d3dc2605df05a1ed20d4cdfe89471f5ef9f5311b86875680fa7b25

Aliases

arxiv: 2502.13897 · arxiv_version: 2502.13897v1 · doi: 10.48550/arxiv.2502.13897 · pith_short_12: SIFPEXAI2POC · pith_short_16: SIFPEXAI2POCMBO7 · pith_short_8: SIFPEXAI

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/SIFPEXAI2POCMBO7AWQ62IGUZX \
  | 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: 920af25c08d3dc2605df05a1ed20d4cdfe89471f5ef9f5311b86875680fa7b25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a32677cb16a9c2bc04165deeed14b6ae6ad2f7b55c7c44faa65be632e030df1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-19T17:31:51Z",
    "title_canon_sha256": "aeb8b39e0ac06870fe7646ab41d020de80a5427a3be24be66e89eaa6308c0523"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13897",
    "kind": "arxiv",
    "version": 1
  }
}