Pith Number

pith:ST5S5AOF

pith:2025:ST5S5AOFZF777DOUGP6RCKWTFP

not attested not anchored not stored refs pending

ML2B: Benchmarking LLMs on Cross-Lingual ML Pipeline Generation

Andrey E. Ustyuzhanin, Artem Zaitsev, Daria Ozerova, Denis Zuenko, Ekaterina Trofimova, Emil Sataev, Maria Selifanova, Maxim Minets, Remi Savchuk, Zosia Shamina

arxiv:2509.22768 v3 · 2025-09-26 · 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{ST5S5AOFZF777DOUGP6RCKWTFP}

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.

Receipt and verification

First computed	2026-07-30T00:08:11.074053Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

94fb2e81c5c97fff8dd433fd112ad32bc0278200fb094423856a921c0449a0b2

Aliases

arxiv: 2509.22768 · arxiv_version: 2509.22768v3 · doi: 10.48550/arxiv.2509.22768 · pith_short_12: ST5S5AOFZF77 · pith_short_16: ST5S5AOFZF777DOU · pith_short_8: ST5S5AOF

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/ST5S5AOFZF777DOUGP6RCKWTFP \
  | 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: 94fb2e81c5c97fff8dd433fd112ad32bc0278200fb094423856a921c0449a0b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2855dbd9a2fd9ff4de48830145418360e8df043f06dc249eeea6383910400b33",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-09-26T17:20:27Z",
    "title_canon_sha256": "9d3eeb500fda585ee60b07674c172762296f586e7ea2b0428041e95eff6cd300"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.22768",
    "kind": "arxiv",
    "version": 3
  }
}