Pith Number

pith:YM4MK4D2

pith:2024:YM4MK4D2RKRDD6552YTGCAZGSG

not attested not anchored not stored refs pending

Probing the limitations of multimodal language models for chemistry and materials research

Hargun Singh Grover, Indrajeet Mandal, Kevin Maik Jablonka, Mara Schilling-Wilhelmi, Marti\~no R\'ios-Garc\'ia, Nawaf Alampara, N. M. Anoop Krishnan, Pranav Khetarpal

arxiv:2411.16955 v2 · 2024-11-25 · cs.LG · cond-mat.mtrl-sci

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YM4MK4D2RKRDD6552YTGCAZGSG}

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

3 papers in Pith

Matter to Mechanism: A Benchmark for AI Co-Scientists in Materials and Battery Research

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning

PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning

Receipt and verification

First computed	2026-07-05T10:22:10.513025Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c338c5707a8aa231fbbdd62661032691adb47802510625aac27d5e862e3fdb17

Aliases

arxiv: 2411.16955 · arxiv_version: 2411.16955v2 · doi: 10.48550/arxiv.2411.16955 · pith_short_12: YM4MK4D2RKRD · pith_short_16: YM4MK4D2RKRDD655 · pith_short_8: YM4MK4D2

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/YM4MK4D2RKRDD6552YTGCAZGSG \
  | 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: c338c5707a8aa231fbbdd62661032691adb47802510625aac27d5e862e3fdb17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5fb964853d635dc2fbdc05d31b4b50e2271be556272c022680f77652bb989b4f",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-25T21:51:45Z",
    "title_canon_sha256": "0049d5a4e348bcb79b0391c18496d6d9de35a63fcbeba17b7477260c55e9757c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16955",
    "kind": "arxiv",
    "version": 2
  }
}