Pith Number

pith:T7G7NS3R

pith:2025:T7G7NS3RGXH7PCOXNYUSK4HSM5

not attested not anchored not stored refs pending

ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows

Chintan Shah, Dinkar Juyal, Harshith Padigela

arxiv:2502.00964 v3 · 2025-02-03 · cs.SE · 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{T7G7NS3RGXH7PCOXNYUSK4HSM5}

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

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

RExBench: Can coding agents autonomously implement AI research extensions?

Receipt and verification

First computed	2026-07-05T10:16:41.279231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fcdf6cb7135cff789d76e292570f2677a0121c42acfe3b3629ef4eb110ce157

Aliases

arxiv: 2502.00964 · arxiv_version: 2502.00964v3 · doi: 10.48550/arxiv.2502.00964 · pith_short_12: T7G7NS3RGXH7 · pith_short_16: T7G7NS3RGXH7PCOX · pith_short_8: T7G7NS3R

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/T7G7NS3RGXH7PCOXNYUSK4HSM5 \
  | 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: 9fcdf6cb7135cff789d76e292570f2677a0121c42acfe3b3629ef4eb110ce157

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58a1645772bd5814bd01fe5a01949e3dc1bd6b0b972c4e8b4b5aaa96f8d60953",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-03T00:04:49Z",
    "title_canon_sha256": "f6d5f965b6ad409a1451e3a66fd0f086529f848ea95d53df940c0a02b868b0fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00964",
    "kind": "arxiv",
    "version": 3
  }
}