Learning What to Fail On: Failure-Mode Contextual Bandits for Adversarial Data Curation

Roie Kazoom, Ofir Cohen, Rami Puzis +2

We introduce a failure-aware adversarial retrieval-augmented framework for improving robustness in natural language understanding. Rather than selecting synthetic examples with a f…