Does RL Expand the Capability Boundary of LLM Agents? A PASS@(k,T) Analysis

Zhiyuan Zhai, Wenjing Yan, Xiaodan Shao +1

Does reinforcement learning genuinely expand what LLM agents can do, or merely make them more reliable? For static reasoning, recent work answers the second: base and RL pass@k cur…