941 citations · 5.4k across the 87 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
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★ 42 cited
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★ 3 cited
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…