Scientific LLM Benchmarks

Scientific LLM Benchmarks

This skill provides references to benchmarks used for evaluating large language models on scientific reasoning and discovery. The data comes from the Awesome-Scientific-LLM-Benchmarks repository.

Contents

The complete benchmark list is stored locally within this skill:

• References List: references/benchmarks.md
• Data (YAML format): data/benchmarks.yaml

Benchmark Domains Covered

• General / Multi-domain Science: Cross-disciplinary STEM reasoning benchmarks.
• Mathematics: Arithmetic, competition, olympiad, and frontier / formal-proof mathematics.
• Physics and Astronomy: Physics olympiad, graduate physics, computational physics, and astronomy.
• Chemistry: Molecular property, reaction, retrosynthesis, safety, and chemical knowledge.
• Materials Science: Crystals, materials property prediction, and materials-science knowledge.
• Biology and Life Sciences: Genomics, proteins, bioinformatics agents, protocols, and research biology.
• Agentic Science and AI Research: LLM agents that write research code, run data analyses, attempt autonomous discovery, and conduct ML/AI research.

Helper Scripts

Also included are python scripts inside scripts/:

• generate_readme.py: Regenerates the markdown tables and list from data/benchmarks.yaml.
• fetch_examples.py: Fetches real sample rows from HuggingFace dataset URLs specified in the dataset metadata.