Preprint Open access
Explore, Then Commit: Measurement-Efficient Scientific Law Discovery with Language Models
Scientific law discovery requires selecting measurements and converting evidence into a governing equation. We evaluate an explore-then-commit protocol in which a large language model proposes hypotheses, a programmatic planner gathers measurements, and a fresh prompt synthesizes the final law from fixed observations. …