Preprint
Aug 2026
Learning What to Fail On: Failure-Mode Contextual Bandits for Adversarial Data Curation
A failure-aware adversarial retrieval-augmented framework for improving robustness in natural language understanding that combines retrieval, automated validation, contextual-bandit failure selection, and controlled adversarial retraining, enables scalable robustness improvement without additional human annotation.
Roie Kazoom, Ofir Cohen, Rami Puzis et al.
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