Pith Number

pith:QFF7B4FR

pith:2023:QFF7B4FRYIBVTWIGINT2W6V73S

not attested not anchored not stored refs pending

MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation

Jian Vora, Jure Leskovec, Percy Liang, Qian Huang

arxiv:2310.03302 v2 · 2023-10-05 · cs.LG · 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{QFF7B4FRYIBVTWIGINT2W6V73S}

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

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ResearchClawBench: A Benchmark for End-to-End Autonomous Scientific Research

Receipt and verification

First computed	2026-07-05T08:07:58.474649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

814bf0f0b1c20359d9064367ab7abfdc95b0a4fcee08cc5c63cd84f76b4e8d08

Aliases

arxiv: 2310.03302 · arxiv_version: 2310.03302v2 · doi: 10.48550/arxiv.2310.03302 · pith_short_12: QFF7B4FRYIBV · pith_short_16: QFF7B4FRYIBVTWIG · pith_short_8: QFF7B4FR

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/QFF7B4FRYIBVTWIGINT2W6V73S \
  | 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: 814bf0f0b1c20359d9064367ab7abfdc95b0a4fcee08cc5c63cd84f76b4e8d08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ca074a7f02fc8f8b430ecfd320a0f98cbb0a62349a7017e3cfc22388c554969",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-05T04:06:12Z",
    "title_canon_sha256": "036bd98d60ff580620d7821765b2be87efb4f9ec050fe6182508713de161e0c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03302",
    "kind": "arxiv",
    "version": 2
  }
}