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cs.CL2020
Staying True to Your Word: (How) Can Attention Become Explanation?
Martin Tutek, Jan Šnajder
The attention mechanism has quickly become ubiquitous in NLP. In addition to improving performance of models, attention has been widely used as a glimpse into the inner workings of…
cs.CL2018
Not Just Depressed: Bipolar Disorder Prediction on Reddit
Ivan Sekulić, Matej Gjurković, Jan Šnajder
Bipolar disorder, an illness characterized by manic and depressive episodes, affects more than 60 million people worldwide. We present a preliminary study on bipolar disorder predi…
cs.CL2018
Iterative Recursive Attention Model for Interpretable Sequence Classification
Martin Tutek, Jan Šnajder
Natural language processing has greatly benefited from the introduction of the attention mechanism. However, standard attention models are of limited interpretability for tasks tha…