479 citations · 993 across the 4 of their papers we have counts for
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cs.CL2016★ 10 cited
A Way out of the Odyssey: Analyzing and Combining Recent Insights for LSTMs
Shayne Longpre, Sabeek Pradhan, Caiming Xiong +1
LSTMs have become a basic building block for many deep NLP models. In recent years, many improvements and variations have been proposed for deep sequence models in general, and LST…
cs.CL2016★ 479 cited
Pointer Sentinel Mixture Models
Stephen Merity, Caiming Xiong, James Bradbury +1
Recent neural network sequence models with softmax classifiers have achieved their best language modeling performance only with very large hidden states and large vocabularies. Eve…