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Did It Happen? Counterfactual Evaluation of LLM Agent Recovery from Ambiguous Tool Outcomes
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Did It Happen? Counterfactual Evaluation of LLM Agent Recovery from Ambiguous Tool Outcomes
A timeout after a side-effecting tool call does not reveal whether the action failed before execution or executed successfully and only lost its response. Blindly retrying is correct in the former case and can duplicate the effect in the latter; stopping has the opposite failure pattern. We intro...
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