96 citations · 115 across the 5 of their papers we have counts for
5 papers
A Self-Training Method for Machine Reading Comprehension with Soft Evidence Extraction
Yilin Niu, Fangkai Jiao, Mantong Zhou +3
Neural models have achieved great success on machine reading comprehension (MRC), many of which typically consist of two components: an evidence extractor and an answer predictor.…
Knowledge-Aided Open-Domain Question Answering
Mantong Zhou, Zhouxing Shi, Minlie Huang +1
Open-domain question answering (QA) aims to find the answer to a question from a large collection of documents.Though many models for single-document machine comprehension have ach…
Robust Reading Comprehension with Linguistic Constraints via Posterior Regularization
Mantong Zhou, Minlie Huang, Xiaoyan Zhu
In spite of great advancements of machine reading comprehension (RC), existing RC models are still vulnerable and not robust to different types of adversarial examples. Neural mode…
An Interpretable Reasoning Network for Multi-Relation Question Answering
Mantong Zhou, Minlie Huang, Xiaoyan Zhu
Multi-relation Question Answering is a challenging task, due to the requirement of elaborated analysis on questions and reasoning over multiple fact triples in knowledge base. In t…
Knowlege Graph Embedding by Flexible Translation
Jun Feng, Mantong Zhou, Yu Hao +2
Knowledge graph embedding refers to projecting entities and relations in knowledge graph into continuous vector spaces. State-of-the-art methods, such as TransE, TransH, and TransR…