Shuyang Gao

MMM: Multi-Stage Multi-Task Learning for Multi-Choice Reading Comprehension

2020 · Proceedings of the AAAI Conference on Artificial Intelligence

Machine Reading Comprehension (MRC) for question answering (QA), which aims to answer a question given the relevant context passages, is an important way to test the ability of intelligence systems to understand human language. Multiple-Choice …

MultiWOZ 2.1: Multi-Domain Dialogue State Corrections and State Tracking Baselines

2019

MultiWOZ is a recently-released multidomain dialogue dataset spanning 7 distinct domains and containing over 10000 dialogues, one of the largest resources of its kind to-date. Though an immensely useful resource, while building different classes of …

Dialog State Tracking: A Neural Reading Comprehension Approach

2019

Dialog state tracking is used to estimate the current belief state of a dialog given all the preceding conversation. Machine reading comprehension, on the other hand, focuses on building systems that read passages of text …