Pith Number

pith:G4CCACBI

pith:2024:G4CCACBIUN2HWBDV3WPUQHCPSA

not attested not anchored not stored refs pending

A quantitative analysis of knowledge-learning preferences in large language models in molecular science

Jun Tao, Pengfei Liu, Zhixiang Ren

arxiv:2402.04119 v2 · 2024-02-06 · cs.LG · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G4CCACBIUN2HWBDV3WPUQHCPSA}

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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

2 papers in Pith

Logics-Parsing-Omni Technical Report

Bolek: A Multimodal Language Model for Molecular Reasoning

Receipt and verification

First computed	2026-07-05T09:56:20.664993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3704200828a3747b0475dd9f481c4f903ca00a3e2691d88965e692c5a6a91363

Aliases

arxiv: 2402.04119 · arxiv_version: 2402.04119v2 · doi: 10.48550/arxiv.2402.04119 · pith_short_12: G4CCACBIUN2H · pith_short_16: G4CCACBIUN2HWBDV · pith_short_8: G4CCACBI

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/G4CCACBIUN2HWBDV3WPUQHCPSA \
  | 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: 3704200828a3747b0475dd9f481c4f903ca00a3e2691d88965e692c5a6a91363

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca92d3e61382c51bbe1bfb3561abb07b71a689b60060719c9b0c759bb5fcea47",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T16:12:36Z",
    "title_canon_sha256": "c3dd9cc114a4286937327b575d603c8cdfe76825d731f99a230ead524c0e4aa1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04119",
    "kind": "arxiv",
    "version": 2
  }
}