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PRL-Bench is a comprehensive benchmark for evaluating LLMs' capabilities in frontier physics research, constructed from 100 curated Physical Review Letters papers across five physics subfields. The benchmark reveals significant gaps in current LLM performance (best scores below 50%), designed to test end-to-end research workflows, complex reasoning, and autonomous exploration.