When Agents Slow Down: Understanding LLM Agents' Test-Time Strategies via Elo-per-token Analysis

Kaiyuan Liu, Qiuyang Mang, Bo Peng +6

Large language model (LLM) agents allocate test-time compute adaptively as they revise solutions, use tools, explore alternatives, and decide when to stop. This test-time strategy…