Neural Nets for NLP 2017 - Models of Dialog

Neural Nets for NLP 2017 - Models of Dialog

Explore models of dialog in this lecture from CMU's Neural Networks for NLP course. Dive into chat-based and task-based dialog systems, covering generation-based models, neural approaches for response generation, and techniques to promote diversity in conversations. Learn about hierarchical encoder-decoder models, persona-based neural dialog, and retrieval-based chat systems. Examine challenges in dialog evaluation and methods to address them. Investigate traditional task-completion dialog frameworks, including neural approaches for natural language understanding, dialog state tracking, and language generation from dialog states.