7 citations · 7 across the 1 of their papers we have counts for
3 papers
cs.CL2018
Zooming Network
Yukun Yan, Daqi Zheng, Zhengdong Lu +1
Structural information is important in natural language understanding. Although some current neural net-based models have a limited ability to take local syntactic information, the…
cs.CL2018
Neural Entity Reasoner for Global Consistency in NER
Xiaoxiao Yin, Daqi Zheng, Zhengdong Lu +1
We propose Neural Entity Reasoner (NE-Reasoner), a framework to introduce global consistency of recognized entities into Neural Reasoner over Named Entity Recognition (NER) task. G…
cs.CL2017★ 7 cited
Event Identification as a Decision Process with Non-linear Representation of Text
Yukun Yan, Daqi Zheng, Zhengdong Lu +1
We propose scale-free Identifier Network(sfIN), a novel model for event identification in documents. In general, sfIN first encodes a document into multi-scale memory stacks, then…