Pith Number

pith:4HXALBSW

pith:2024:4HXALBSWLO7QOJH425MJF37FN6

not attested not anchored not stored refs pending

Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks

Andrew M. Watkins, Angelica Chen, Frances Ding, Kyunghyun Cho, Nathan C. Frey, Richard Bonneau, Robert G. Alberstein, Samuel D. Stanton, Vladimir Gligorijevi\'c

arxiv:2410.22296 v5 · 2024-10-29 · cs.LG · 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{4HXALBSWLO7QOJH425MJF37FN6}

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

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving

Receipt and verification

First computed	2026-07-05T11:44:42.495887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1ee0586565bbf0724fcd75892efe56fb219704cf9d04803fecd03b8786f4405

Aliases

arxiv: 2410.22296 · arxiv_version: 2410.22296v5 · doi: 10.48550/arxiv.2410.22296 · pith_short_12: 4HXALBSWLO7Q · pith_short_16: 4HXALBSWLO7QOJH4 · pith_short_8: 4HXALBSW

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/4HXALBSWLO7QOJH425MJF37FN6 \
  | 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: e1ee0586565bbf0724fcd75892efe56fb219704cf9d04803fecd03b8786f4405

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ff9334fc72b7ad7a2c3c588d9a3c0d8dbfc5d91cd9a4188c0cc0d390d52d93e",
    "cross_cats_sorted": [
      "q-bio.QM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-29T17:45:57Z",
    "title_canon_sha256": "8605b00fbcc23b08766c1339a491bbb67ec8c6ffc3dc06a665bbd20d2d915ac1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.22296",
    "kind": "arxiv",
    "version": 5
  }
}