The Limits of Modeling Meta-Communicative Grounding Acts with Supervised Learning

Modeling human dialogue strategies, particularly grounding mechanisms like backchannels and clarification requests, is challenging due to the inherent variability in human behavior, which is not well captured by the current data-driven, overhearing-based NLP methodology.