Pith Number

pith:CZRXPYKJ

pith:2025:CZRXPYKJBD3AKHERJ5BXMXHMMJ

not attested not anchored not stored refs pending

LLMs Outperform Experts on Challenging Biology Benchmarks

Lennart Justen

arxiv:2505.06108 v3 · 2025-05-09 · cs.LG · cs.AI · q-bio.QM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZRXPYKJBD3AKHERJ5BXMXHMMJ}

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

5 papers in Pith

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches

ASPI: Seeking Ambiguity Clarification Amplifies Prompt Injection Vulnerability in LLM Agents

Jailbroken Frontier Models Retain Their Capabilities

SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?

Receipt and verification

First computed	2026-07-05T11:07:24.415775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

166377e14908f6051c914f43765cec626c3326be79ba3cab271b60d4736d3a5c

Aliases

arxiv: 2505.06108 · arxiv_version: 2505.06108v3 · doi: 10.48550/arxiv.2505.06108 · pith_short_12: CZRXPYKJBD3A · pith_short_16: CZRXPYKJBD3AKHER · pith_short_8: CZRXPYKJ

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/CZRXPYKJBD3AKHERJ5BXMXHMMJ \
  | 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: 166377e14908f6051c914f43765cec626c3326be79ba3cab271b60d4736d3a5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d24ba62724429934ab73df3c3f169f3eec81f1cf4bb607ee1fbc67a9fafd1a73",
    "cross_cats_sorted": [
      "cs.AI",
      "q-bio.QM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-09T15:05:57Z",
    "title_canon_sha256": "3deb58a57d6911f272ce2dba86d99919d84ed3888848573b1cbd394a14e4a28f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06108",
    "kind": "arxiv",
    "version": 3
  }
}