2.2k citations · 2.6k across the 7 of their papers we have counts for
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cs.CL2018★ 171 cited
Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs
W. James Murdoch, Peter J. Liu, Bin Yu
The driving force behind the recent success of LSTMs has been their ability to learn complex and non-linear relationships. Consequently, our inability to describe these relationshi…
cs.CL2017★ 64 cited
Automatic Rule Extraction from Long Short Term Memory Networks
W. James Murdoch, Arthur Szlam
Although deep learning models have proven effective at solving problems in natural language processing, the mechanism by which they come to their conclusions is often unclear. As a…