Pith Number

pith:BVXXRL6H

pith:2025:BVXXRL6H2IS5ES7ZKH4KOVGTNC

not attested not anchored not stored refs pending

LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models

Amir Barati Farimani, Chandan K Reddy, Kazem Meidani, Khoa D Doan, Ngoc-Hieu Nguyen, Parshin Shojaee

arxiv:2504.10415 v2 · 2025-04-14 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BVXXRL6H2IS5ES7ZKH4KOVGTNC}

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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

11 papers in Pith

Towards Diverse Scientific Hypothesis Search with Large Language Models

EditSR: Enhancing Neural Symbolic Regression via Edit-based Rectification

FunctionEvolve: Structure-Guided Symbolic Regression with LLMs

LLM-Guided ODE Discovery and Parameter Inference from Small-Cohort Aggregate Data

BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution

Receipt and verification

First computed	2026-07-05T11:17:44.755020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d6f78afc7d225d24bf951f8a754d368bf7e0ea5b4931b2a1a486f6f2fb9be03

Aliases

arxiv: 2504.10415 · arxiv_version: 2504.10415v2 · doi: 10.48550/arxiv.2504.10415 · pith_short_12: BVXXRL6H2IS5 · pith_short_16: BVXXRL6H2IS5ES7Z · pith_short_8: BVXXRL6H

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/BVXXRL6H2IS5ES7ZKH4KOVGTNC \
  | 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: 0d6f78afc7d225d24bf951f8a754d368bf7e0ea5b4931b2a1a486f6f2fb9be03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dde30b62b895d07581e31371a48bfa04de2941403c918d2615ed333df017bd7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-14T17:00:13Z",
    "title_canon_sha256": "b3bd2c10029af5d6ea8ed7698d5ac5d63b1c32fa66721c64a7c81759ee1c73aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.10415",
    "kind": "arxiv",
    "version": 2
  }
}