TRACE Bench: Task-driven Roleplay Agentic Checklist Evaluation
A transparent evaluation framework for agentic roleplay that replaces black-box scoring with traceable evidence.
Roleplay evaluation should do more than assign a single score: it should reveal which role requirements were tested, which failed, and which dialogue evidence supports the judgment. We propose TRACE Bench, a task-driven agentic checklist evaluation framework. It decomposes each r...
ArXiv CS.CL
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TRACE Bench moves roleplay evaluation beyond opaque holistic scores by implementing a granular checklist system that maps model performance to specific dialogue evidence. This shift towards interpretability allows developers to identify exactly where a model fails to maintain character consistency during agentic interactions.
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