Pith Number

pith:LWUXMX44

pith:2024:LWUXMX44I253TBOD5RDNYADGER

not attested not anchored not stored refs pending

Speak-to-Structure: Evaluating LLMs in Open-domain Natural Language-Driven Molecule Generation

Changmeng Zheng, Dongzhan Zhou, Jiatong Li, Junxian Li, Qing Li, Weida Wang, Xiao-Yong Wei, Yatao Bian, Yunqing Liu

arxiv:2412.14642 v4 · 2024-12-19 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LWUXMX44I253TBOD5RDNYADGER}

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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

4 papers in Pith

MoleCode unlocks structural intelligence in large language models

How Creative Are Large Language Models in Generating Molecules?

TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration

MolViBench: Evaluating LLMs on Molecular Vibe Coding

Receipt and verification

First computed	2026-05-25T02:02:06.128255Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5da9765f9c46bbb985c3ec46dc00662475e537256ba388a57de951bba9dbe0bd

Aliases

arxiv: 2412.14642 · arxiv_version: 2412.14642v4 · doi: 10.48550/arxiv.2412.14642 · pith_short_12: LWUXMX44I253 · pith_short_16: LWUXMX44I253TBOD · pith_short_8: LWUXMX44

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/LWUXMX44I253TBOD5RDNYADGER \
  | 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: 5da9765f9c46bbb985c3ec46dc00662475e537256ba388a57de951bba9dbe0bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9906cba0e008c1f18418fb9045727f99a090e85ce2c2368fb800a952e1db768",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-19T08:51:16Z",
    "title_canon_sha256": "cdc6c637e421000c6d4fa0fbc6d251086ff2f7763d9753924b1a2c1feefe8bff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14642",
    "kind": "arxiv",
    "version": 4
  }
}