1 code implementation • ACL 2019 • Kun Liu, Shen Li, Daqi Zheng, Zhengdong Lu, Sheng Gao, Si Li
To solve this problem, we propose a prism module to disentangle the semantic aspects of words and reduce noise at the input layer of a model.
Ranked #52 on Named Entity Recognition (NER) on CoNLL 2003 (English)
no code implementations • 4 Oct 2018 • Yukun Yan, Daqi Zheng, Zhengdong Lu, Sen Song
Structural information is important in natural language understanding.
no code implementations • 30 Sep 2018 • Xiaoxiao Yin, Daqi Zheng, Zhengdong Lu, Ruifang Liu
Given an input sentence, the NE-Reasoner layer can infer over multiple entities to increase the global consistency of output labels, which then be transfered into entities for the input of next layer.
no code implementations • 3 Oct 2017 • Yukun Yan, Daqi Zheng, Zhengdong Lu, Sen Song
We propose scale-free Identifier Network(sfIN), a novel model for event identification in documents.
no code implementations • ACL 2018 • Zhengdong Lu, Xianggen Liu, Haotian Cui, Yukun Yan, Daqi Zheng
We propose Object-oriented Neural Programming (OONP), a framework for semantically parsing documents in specific domains.