Awesome Scientific Language Models

LLM agents across scientific domains

Comprehensive survey of foundation models for weather and climate data understanding

Scientific equation discovery and symbolic regression using LLMs, combining code generation with evolutionary search (ICLR 2025 Oral)

102 executable tasks from 44 peer-reviewed papers across 4 disciplines with containerized evaluation

Curated, accuracy-first collection of benchmarks for evaluating LLMs on scientific reasoning and discovery across mathematics, physics, chemistry, materials science, biology, and agentic science (subinium, 29+ stars, MIT License, 2026)

Advanced OCR with PP-StructureV3 document parsing, 13% accuracy improvement, supports 80+ languages