llm-srbench: [ICML2025 Oral] LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models

by deep-symbolic-mathematics · Agent Tool · ★ 127

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Security audit verdict: SAFE · quality 69/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

ai4codeai4mathai4sciencelarge-language-modelsllm-agentscientific-discovery

Quick Facts

Stars127
Forks12
LanguagePython
CategoryAgent Tool
Quality Score69/100
Open Issues4
Last Updated2025-07-31
Created2025-01-30
Platformspython
Est. Tokens~84k

About llm-srbench

: Benchmark for Scientific Equation Discovery or Symbolic Regression with LLMs This is the official repository for the paper "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models" (ICML 2025 Oral) Overview In this paper, we introduce LLM-SRBench, a comprehensive benchmark with $239$ challenging problems across four scientific domains specifically designed to...

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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