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Explore the complexities of dialog systems in this comprehensive lecture from CMU's Advanced NLP course. Delve into the key issues surrounding dialog, examine various datasets and evaluation methods, and gain insights into typical dialog models. Learn about response generation, task-oriented dialog, and open-domain dialog, including advanced techniques like Structured Fusion Networks, Soloist, and Dialog GPT. Discover the challenges of dialog evaluation in NLP and understand why it's a complex task. Enhance your understanding of cutting-edge dialog technologies and their applications in natural language processing.
Syllabus
Introduction
What is Dialog
New in Dialog
Objectives
Topics
Response Generation
TaskOriented Dialog
Pipeline Dialog
Structured Fusion Networks
Soloist
Open Domain Dialog
Transfer Transpo
Dialog GPT
Plato II
Context
Data Sets
For NLP
Dialog Evaluation
Why is this hard
Taught by
Graham Neubig