Can LLMs Discover Scientific Laws in Real and Parallel Worlds?

arXiv:2609.01552v2 Announce Type: replace Abstract: Scientific law discovery has long been central to scientific progress, proceeding through iterative cycles of generating hypotheses, testing them against empirical evidence, and refining them under scientific