Pith Number

pith:5S7QIIHZ

pith:2024:5S7QIIHZWBMSOHEHDFBBSVTZYD

not attested not anchored not stored refs pending

DSBench: How Far Are Data Science Agents from Becoming Data Science Experts?

Dong Yu, Hongming Zhang, Kaixin Ma, Liqiang Jing, Wenhao Yu, Wenlin Yao, Xiaoyang Wang, Xinya Du, Zhehui Huang

arxiv:2409.07703 v3 · 2024-09-12 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5S7QIIHZWBMSOHEHDFBBSVTZYD}

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

9 papers in Pith

Data Journalist Agent: Transforming Data into Verifiable Multimodal Stories

Business Utility of Large Language Models as Exploratory Data Analysis Agents

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

Receipt and verification

First computed	2026-07-05T10:47:30.800062Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ecbf0420f9b059271c871942195679c0c94e875afb4da22c6534cf2ca5856aa9

Aliases

arxiv: 2409.07703 · arxiv_version: 2409.07703v3 · doi: 10.48550/arxiv.2409.07703 · pith_short_12: 5S7QIIHZWBMS · pith_short_16: 5S7QIIHZWBMSOHEH · pith_short_8: 5S7QIIHZ

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/5S7QIIHZWBMSOHEHDFBBSVTZYD \
  | 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: ecbf0420f9b059271c871942195679c0c94e875afb4da22c6534cf2ca5856aa9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65a9b710d43d2dc0fd71cc3c580facf85019445ae76d997ee21dd69a3af21630",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-12T02:08:00Z",
    "title_canon_sha256": "24764dfb73eb2275270ab1e671fff6f266b0caded3c1d95a53fe9ee68027106f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.07703",
    "kind": "arxiv",
    "version": 3
  }
}