32 citations · 83 across the 13 of their papers we have counts for
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cs.CL2018★ 2 cited
Elastic CRFs for Open-ontology Slot Filling
Yinpei Dai, Yichi Zhang, Hong Liu +3
Slot filling is a crucial component in task-oriented dialog systems that is used to parse (user) utterances into semantic concepts called slots. An ontology is defined by the colle…
stat.ML2018
Learning Sparse Structured Ensembles with SG-MCMC and Network Pruning
Yichi Zhang, Zhijian Ou
An ensemble of neural networks is known to be more robust and accurate than an individual network, however usually with linearly-increased cost in both training and testing. In thi…