225 citations · 1.5k across the 61 of their papers we have counts for
Showing 2018 · cs.CLShow all
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cs.CL2018
Data-to-Text Generation with Content Selection and Planning
Ratish Puduppully, Li Dong, Mirella Lapata
Recent advances in data-to-text generation have led to the use of large-scale datasets and neural network models which are trained end-to-end, without explicitly modeling what to s…
cs.CL2018
Coarse-to-Fine Decoding for Neural Semantic Parsing
Li Dong, Mirella Lapata
Semantic parsing aims at mapping natural language utterances into structured meaning representations. In this work, we propose a structure-aware neural architecture which decompose…
cs.CL2018
Confidence Modeling for Neural Semantic Parsing
Li Dong, Chris Quirk, Mirella Lapata
In this work we focus on confidence modeling for neural semantic parsers which are built upon sequence-to-sequence models. We outline three major causes of uncertainty, and design…