BlendX: Complex Multi-Intent Detection with Blended Patterns

arXiv:2403.18277v1 Announce Type: new
Abstract: Task-oriented dialogue (TOD) systems are commonly designed with the presumption that each utterance represents a single intent. However, this assumption may not accurately reflect real-world situations, where users frequently express multiple intents within a single utterance. While there is an emerging interest in multi-intent detection (MID), existing in-domain datasets such as MixATIS and MixSNIPS have limitations in their formulation. To address these issues, we present BlendX, a suite of refined datasets featuring more diverse patterns …

arxiv cs.cl detection intent detection patterns type