Pith Number

pith:TWAZLWRK

pith:2025:TWAZLWRKMKI4P24ALIO7NVZ5VC

not attested not anchored not stored refs pending

Measuring Scientific Capabilities of Language Models with a Systems Biology Dry Lab

Caitlin Fiona Harrigan, Chris J. Maddison, Haonan Duan, Jiarui Lu, Leonardo Cotta, Micha{\l} Koziarski, Nishkrit Desai, Stephen Zhewen Lu

arxiv:2507.02083 v2 · 2025-07-02 · 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{TWAZLWRKMKI4P24ALIO7NVZ5VC}

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

1 paper in Pith

Receipt and verification

First computed	2026-07-05T11:36:34.030516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d8195da2a6291c7eb805a1df6d73da888c631d7a6a58d3ff51df3940a4595fc

Aliases

arxiv: 2507.02083 · arxiv_version: 2507.02083v2 · doi: 10.48550/arxiv.2507.02083 · pith_short_12: TWAZLWRKMKI4 · pith_short_16: TWAZLWRKMKI4P24A · pith_short_8: TWAZLWRK

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/TWAZLWRKMKI4P24ALIO7NVZ5VC \
  | 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: 9d8195da2a6291c7eb805a1df6d73da888c631d7a6a58d3ff51df3940a4595fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c6de74c5b65405e0f1d1fcf2b0e28c640725e39538018040791ca54cabedb96",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-02T18:41:44Z",
    "title_canon_sha256": "feb0ef878a6c0109182dc6fbcd58b522538afbd099e888bd26c54b1e97933922"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02083",
    "kind": "arxiv",
    "version": 2
  }
}