Pith Number

pith:IFPRI4MW

pith:2025:IFPRI4MWNBNOQAL4SQRKMVYO7H

not attested not anchored not stored refs pending

A Survey of Large Language Models for Text-Guided Molecular Discovery: from Molecule Generation to Optimization

Abhishek Pandey, Han Liu, Kaize Ding, Kexin Zhang, Yibo Wen, Zihan Zhao, Ziqing Wang

arxiv:2505.16094 v1 · 2025-05-22 · cs.LG · 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{IFPRI4MWNBNOQAL4SQRKMVYO7H}

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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

HopRank: Self-Supervised LLM Preference-Tuning on Graphs for Few-Shot Node Classification

Receipt and verification

First computed	2026-07-05T11:07:29.782404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

415f147196685ae8017c9422a6570ef9f202c8d6502131b15975a335684dd6c9

Aliases

arxiv: 2505.16094 · arxiv_version: 2505.16094v1 · doi: 10.48550/arxiv.2505.16094 · pith_short_12: IFPRI4MWNBNO · pith_short_16: IFPRI4MWNBNOQAL4 · pith_short_8: IFPRI4MW

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/IFPRI4MWNBNOQAL4SQRKMVYO7H \
  | 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: 415f147196685ae8017c9422a6570ef9f202c8d6502131b15975a335684dd6c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31a87eaad645a854e6d23b8801eee366e8d742490656851023486265ff41ac30",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-22T00:26:27Z",
    "title_canon_sha256": "766ac8d6a866d78ba34ecac3d7f197d5cb26ec33893868c0def8cfb5266da6f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16094",
    "kind": "arxiv",
    "version": 1
  }
}