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This paper introduces Alien Abduction, an interactive game to probe how LLMs acquire evidence, update hypotheses, and decide when to stop during abductive reasoning. It finds that models perform better with upfront evidence and with oracle-provided examples than with self-selected queries, revealing deficiencies in active information acquisition.