Pith Number

pith:4Q6TO4IC

pith:2024:4Q6TO4ICA7NJGMRFXFFLPENWYK

not attested not anchored not stored refs pending

Enhancing the efficiency of protein language models with minimal wet-lab data through few-shot learning

Liang Hong, Liang Zhang, Mingchen Li, Pan Tan, Yuanxi Yu, Ziyi Zhou

arxiv:2402.02004 v1 · 2024-02-03 · q-bio.BM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4Q6TO4ICA7NJGMRFXFFLPENWYK}

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	2026-07-05T07:41:09.584802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e43d37710207da933225b94ab791b6c287aa75661fa9f8691ab8aac0aa836fe3

Aliases

arxiv: 2402.02004 · arxiv_version: 2402.02004v1 · doi: 10.48550/arxiv.2402.02004 · pith_short_12: 4Q6TO4ICA7NJ · pith_short_16: 4Q6TO4ICA7NJGMRF · pith_short_8: 4Q6TO4IC

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/4Q6TO4ICA7NJGMRFXFFLPENWYK \
  | 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: e43d37710207da933225b94ab791b6c287aa75661fa9f8691ab8aac0aa836fe3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d0659649e4448750efa594c3b4fd5d5976389c461713ce34d154dbbf0f39c6a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.BM",
    "submitted_at": "2024-02-03T03:16:57Z",
    "title_canon_sha256": "f1566c4c8f9feee1c83c5ff9857014a784f4dfb9294f2b693f93e1c6479b1c1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02004",
    "kind": "arxiv",
    "version": 1
  }
}