no code implementations • 9 Jun 2020 • Mantong Zhou, Zhouxing Shi, Minlie Huang, Xiaoyan Zhu
During document retrieval, a candidate document is scored by considering its relationship to the question and other documents.
1 code implementation • ACL 2020 • Yilin Niu, Fangkai Jiao, Mantong Zhou, Ting Yao, Jingfang Xu, Minlie Huang
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.
no code implementations • 16 Nov 2019 • Mantong Zhou, Minlie Huang, Xiaoyan Zhu
In this paper, we address the over-confidence issue and the over-sensitivity issue existing in current RC models simultaneously with the help of external linguistic knowledge.
1 code implementation • COLING 2018 • 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.
no code implementations • 20 May 2015 • Jun Feng, Mantong Zhou, Yu Hao, Minlie Huang, Xiaoyan Zhu
TransF regards relation as translation between head entity vector and tail entity vector with flexible magnitude.