by deep-symbolic-mathematics · Agent Tool · ★ 95
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: 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
| Stars | 95 |
| Forks | 11 |
| Language | Python |
| Category | Agent Tool |
| Quality Score | 69.28106042939/100 |
| Open Issues | 4 |
| Last Updated | 2025-07-31 |
| Created | 2025-01-30 |
| Platforms | python |
| Est. Tokens | ~84k |
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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.
llm-srbench is primarily written in Python. It covers topics such as ai4code, ai4math, ai4science.
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.
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