A Large Collection of Model-generated Contradictory Responses for Consistency-aware Dialogue Systems

arXiv:2403.12500v1 Announce Type: new
Abstract: Mitigating the generation of contradictory responses poses a substantial challenge in dialogue response generation. The quality and quantity of available contradictory response data play a vital role in suppressing these contradictions, offering two significant benefits. First, having access to large contradiction data enables a comprehensive examination of their characteristics. Second, data-driven methods to mitigate contradictions may be enhanced with large-scale contradiction data for training. Nevertheless, no attempt has been made to build an extensive collection …

abstract arxiv benefits challenge collection cs.cl data dialogue generated quality responses role systems type vital