1.6k citations · 3.3k across the 22 of their papers we have counts for
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On the Effective Use of Pretraining for Natural Language Inference
Ignacio Cases, Minh-Thang Luong, Christopher Potts
Neural networks have excelled at many NLP tasks, but there remain open questions about the performance of pretrained distributed word representations and their interaction with wei…
Efficient Attention using a Fixed-Size Memory Representation
Denny Britz, Melody Y. Guan, Minh-Thang Luong
The standard content-based attention mechanism typically used in sequence-to-sequence models is computationally expensive as it requires the comparison of large encoder and decoder…
Online and Linear-Time Attention by Enforcing Monotonic Alignments
Colin Raffel, Minh-Thang Luong, Peter J. Liu +2
Recurrent neural network models with an attention mechanism have proven to be extremely effective on a wide variety of sequence-to-sequence problems. However, the fact that soft at…
Massive Exploration of Neural Machine Translation Architectures
Denny Britz, Anna Goldie, Minh-Thang Luong +1
Neural Machine Translation (NMT) has shown remarkable progress over the past few years with production systems now being deployed to end-users. One major drawback of current archit…