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Most failed multi-turn agent trajectories contain a single, recoverable pivotal mistake that, if addressed, can restore task success, a phenomenon PivotOPD exploits for significant performance gains.
LLMs generate a mere 3.4% unique main arguments in public debates, risking a flattening of diverse perspectives in discourse.
