Newt Nguyen Kim Hue Nam

NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents

Large language models (LLMs) are emerging as powerful tools for scientific law discovery, a foundational challenge in AI-driven science. However, existing benchmarks for this task suffer from a fundamental methodological trilemma, forcing a trade-off between scientific relevance, scalability, and re…