Pith Number

pith:F36R2QR7

pith:2024:F36R2QR76ID5EF4YBBZ72N5QPC

not attested not anchored not stored refs pending

DARWIN 1.5: Large Language Models as Materials Science Adapted Learners

Bram Hoex, Chunyu Kit, Clara Grazian, Dongzhan Zhou, Shaozhou Wang, Tong Xie, Wanli Ouyang, Wenjie Zhang, Yixuan Liu, Yuchen Zeng, Yuwei Wan

arxiv:2412.11970 v3 · 2024-12-16 · 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{F36R2QR76ID5EF4YBBZ72N5QPC}

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

2 papers in Pith

From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry

Composition-Weighted Symbolic Regression for General-Purpose Property Prediction

Receipt and verification

First computed	2026-07-05T11:06:26.021066Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2efd1d423ff207d217980873fd37b07890835d3dc97f57e56af78c90e32176c2

Aliases

arxiv: 2412.11970 · arxiv_version: 2412.11970v3 · doi: 10.48550/arxiv.2412.11970 · pith_short_12: F36R2QR76ID5 · pith_short_16: F36R2QR76ID5EF4Y · pith_short_8: F36R2QR7

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/F36R2QR76ID5EF4YBBZ72N5QPC \
  | 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: 2efd1d423ff207d217980873fd37b07890835d3dc97f57e56af78c90e32176c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f425044f487dd1b80b493e59b4840352f446ae4f6847c9e741f1c3542981ac0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-16T16:51:27Z",
    "title_canon_sha256": "210e63785c4b6d6bcbe38d9f523aec362b1536a4444a473f2852a460e8585c29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11970",
    "kind": "arxiv",
    "version": 3
  }
}