TOAD: Task-Oriented Automatic Dialogs with Diverse Response Styles

arXiv:2402.10137v1 Announce Type: new
Abstract: In light of recent advances in large language models~(LLMs), the expectations for the next generation of virtual assistants include enhanced naturalness and adaptability across diverse usage scenarios. However, the creation of high-quality annotated data for Task-Oriented Dialog~(TOD) is recognized to be slow and costly. To address these challenges, we introduce Task-Oriented Automatic Dialogs~(TOAD), a novel and scalable TOD dataset along with its automatic generation pipeline. The TOAD dataset simulates realistic app context interaction and provide …

abstract adaptability advances annotated data arxiv assistants cs.cl data dialog diverse language language models large language large language models light llms next quality type usage virtual virtual assistants