24 citations · 46 across the 5 of their papers we have counts for
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cs.CL2018★ 11 cited
Building a Neural Semantic Parser from a Domain Ontology
Jianpeng Cheng, Siva Reddy, Mirella Lapata
Semantic parsing is the task of converting natural language utterances into machine interpretable meaning representations which can be executed against a real-world environment suc…
cs.CL2018
Dependency Grammar Induction with a Neural Variational Transition-based Parser
Bowen Li, Jianpeng Cheng, Yang Liu +1
Dependency grammar induction is the task of learning dependency syntax without annotated training data. Traditional graph-based models with global inference achieve state-of-the-ar…
cs.CL2018
Weakly-supervised Neural Semantic Parsing with a Generative Ranker
Jianpeng Cheng, Mirella Lapata
Weakly-supervised semantic parsers are trained on utterance-denotation pairs, treating logical forms as latent. The task is challenging due to the large search space and spuriousne…