TIRE: Top-Down Formula Instantiation with Reliable Execution for Physics Problem Synthesis.

arXiv:2610.25134v1 Announce Type: cross Abstract: Advancing physics reasoning in large language models requires scalable training data that connect physical laws, concrete problem scenarios, and verifiable numerical answers. Expert-designed problems offer top-