FIELD NOTES TOPIC

recovery

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  1. PivotOPD: Learning to Recover from Pivotal Mistakes in Multi-Turn Agents

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    The technical report studies pivotal mistakes that move an agent farther from task completion during multi-turn interaction. Across three Qwen3 models, the abstract reports that more than half of failed rollouts…