llm-srbench — Agent Tool by deep-symbolic-mathematics

by deep-symbolic-mathematics · Agent Tool · ★ 95

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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 evaluate LLM-based scientific equation discovery methods while preventing trivial memorization. Our benchmark comprises two main categories: LSR-Transform, which transforms common physical models into less common mathematical representations to test reasoning beyond memorized forms, and LSR-Synth, which introduces synthetic, discovery-driven problems requiring data-driven reasoning. Updates 9 June, 2025: 🌟 LLM-SRBench is selected for Oral presentation (top 1%) at ICML 2025 1 May, 2025: 🌟 LLM-SRBench is accepted for Spotlight poster at ICML 2025 16 Apr, 2025: 🌟 LLM-SRBench data and evaluation code i

ai4codeai4mathai4sciencelarge-language-modelsllm-agentscientific-discovery

Quick Facts

Stars95
Forks11
LanguagePython
CategoryAgent Tool
Quality Score69.28106042939/100
Open Issues4
Last Updated2025-07-31
Created2025-01-30
Platformspython
Est. Tokens~84k

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Frequently Asked Questions

What is llm-srbench?

llm-srbench is [ICML2025 Oral] LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models. It is categorized as a Agent Tool with 95 GitHub stars.

What programming language is llm-srbench written in?

llm-srbench is primarily written in Python. It covers topics such as ai4code, ai4math, ai4science.

How do I install or use llm-srbench?

You can find installation instructions and usage details in the llm-srbench GitHub repository at github.com/deep-symbolic-mathematics/llm-srbench. The project has 95 stars and 11 forks, indicating an active community.

What are the best alternatives to llm-srbench?

The top alternatives to llm-srbench on Agent Skills Hub include promptdesk, sagify, nexus. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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