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Pith Number

pith:UI5SMCQI

pith:2024:UI5SMCQIVSPXWXS3WZMVICFESW
not attested not anchored not stored refs pending

Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents

Abhishek Dharmadhikari, Atharva Marathe, Avinash Anand, Dhruv Jain, Harsh Parimal Popat, Rajiv Ratn Shah, Raj Jaiswal

arxiv:2412.00821 v1 · 2024-12-01 · cs.AI

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Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{UI5SMCQIVSPXWXS3WZMVICFESW}

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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

5 papers in Pith

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning
You Snooze, You Lose: Automatic Safety Alignment Restoration through Neural Weight Translation
When Does Critique Improve AI-Assisted Theoretical Physics? SCALAR: Structured Critic--Actor Loop for Agentic Reasoning
ClimAgent: LLM as Agents for Autonomous Open-ended Climate Science Analysis
Receipt and verification
First computed 2026-07-05T09:42:48.348576Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a23b260a08ac9f7b5e5bb6595408a495886dfb4d84c07d776933cf75202cb2b2

Aliases

arxiv: 2412.00821 · arxiv_version: 2412.00821v1 · doi: 10.48550/arxiv.2412.00821 · pith_short_12: UI5SMCQIVSPX · pith_short_16: UI5SMCQIVSPXWXS3 · pith_short_8: UI5SMCQI
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/UI5SMCQIVSPXWXS3WZMVICFESW \
  | 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: a23b260a08ac9f7b5e5bb6595408a495886dfb4d84c07d776933cf75202cb2b2
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "c6afffeb70fe89afb9382a7c080c901da10995495be5ea4c2180738954c3344c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-01T14:15:55Z",
    "title_canon_sha256": "1790b732e2278af5d7f50a1b519da3227363509b33dc4000851377cd7c9c62c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00821",
    "kind": "arxiv",
    "version": 1
  }
}