Pith Number

pith:ENMMDGR5

pith:2024:ENMMDGR5YEGORHTX2XPVCTSHKN

not attested not anchored not stored refs pending

Foundational Large Language Models for Materials Research

Biswajit Mishra, Dhruv Ahlawat, Hargun Singh Grover, Mausam, Mohd Zaki, N. M. Anoop Krishnan, Santiago Miret, Somaditya Singh, Vaibhav Bihani, Vaibhav Mishra

arxiv:2412.09560 v2 · 2024-12-12 · cond-mat.mtrl-sci · cs.CL · cs.IR

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\usepackage{pith}
\pithnumber{ENMMDGR5YEGORHTX2XPVCTSHKN}

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Record completeness

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

MatMind: A Structure-Activity Knowledge-Driven Generative Foundation Model for Materials Science

From Blind Guess to Informed Judgment: Teaching LLMs to Evaluate Materials by Building Knowledge-Augmented Preference Signals

Perovskite-R1: a domain-specialized large language model for intelligent discovery of precursor additives and experimental design

Scale-Dependent Input Representation and Confidence Estimation for LLMs in Materials Property Prediction

Receipt and verification

First computed	2026-07-05T10:06:09.773917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2358c19a3dc10ce89e77d5df514e475367f7337e24b3d454b73ea144f52fe84e

Aliases

arxiv: 2412.09560 · arxiv_version: 2412.09560v2 · doi: 10.48550/arxiv.2412.09560 · pith_short_12: ENMMDGR5YEGO · pith_short_16: ENMMDGR5YEGORHTX · pith_short_8: ENMMDGR5

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/ENMMDGR5YEGORHTX2XPVCTSHKN \
  | 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: 2358c19a3dc10ce89e77d5df514e475367f7337e24b3d454b73ea144f52fe84e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db041630340c494a1083286e90a4e451e977a4c09aaf6a1747126f528395ce94",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2024-12-12T18:46:38Z",
    "title_canon_sha256": "6f49ba0343e6449211c108397ba85d76ca0a7252b558afe950ed4f0dc4c9848a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09560",
    "kind": "arxiv",
    "version": 2
  }
}