Pith Number

pith:L5JY554Y

pith:2024:L5JY554YQIALGRSKY4LLD7XR7I

not attested not anchored not stored refs pending

Evaluating the Performance and Robustness of LLMs in Materials Science Q&A and Property Predictions

Edward Kim, Hongchen Wang, Jason Hattrick-Simpers, Kangming Li, Scott Ramsay, Yao Fehlis

arxiv:2409.14572 v2 · 2024-09-22 · cs.CL · cond-mat.mtrl-sci · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L5JY554YQIALGRSKY4LLD7XR7I}

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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

From Text to Discovery: How Large Language Models Are Reshaping Research Across Scientific and Humanistic Disciplines

URSA: The Universal Research and Scientific Agent

Receipt and verification

First computed	2026-07-05T11:53:41.805411Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f538ef7988200b3464ac716b1fef1fa13c0ee73fa8e3ca17539057fd61a2d48

Aliases

arxiv: 2409.14572 · arxiv_version: 2409.14572v2 · doi: 10.48550/arxiv.2409.14572 · pith_short_12: L5JY554YQIAL · pith_short_16: L5JY554YQIALGRSK · pith_short_8: L5JY554Y

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/L5JY554YQIALGRSKY4LLD7XR7I \
  | 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: 5f538ef7988200b3464ac716b1fef1fa13c0ee73fa8e3ca17539057fd61a2d48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9298d0e81fe1b868b68db2ab324fdd5889103e376790dd9861362baf8eedc97",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-22T19:31:16Z",
    "title_canon_sha256": "2a62d33979e5096b4780733fdd31ceec86fedda69a4c26f93f21be8da546833b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.14572",
    "kind": "arxiv",
    "version": 2
  }
}