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

#Learning #What #Fail #Failure-Mode #Contextual

arXiv:2608.18681v1 Announce Type: new Abstract: We introduce a failure-aware adversarial retrieval-augmented framework for improving robustness in natural language understanding. Rather than selecting synthetic examples with a fixed reward threshold, our method formulates adversarial data curation…