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DashAct is introduced, to the authors' knowledge the first benchmark to diagnose failures at a fine-grained level within the same dashboard task, and measures the minimum support an agent needs to recover rather than scoring isolated skills.
AdaLens is presented, an interactive system for monitoring and steering ongoing runs that combines a storyline-based representation that unifies analytical plans, execution progress, intermediate findings, and data-column involvement with steering interactions grounded in these analytical elements for directional guida...
SKILL-KD is proposed, a contrastive skill distillation framework that treats skills as an explicit distillation medium between agents of different capabilities and consistently improves frozen student agents over fixed-model adaptation baselines.
BIRD-History is introduced, a benchmark consisting of 1,393 tasks across 11 databases, designed to evaluate text-to-SQL systems'ability to ground underspecified natural language questions using historical SQL scripts, and a plug-in retriever that extracts five types of external knowledge from historical SQL scripts, th...
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