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Analyzing and interpreting neural networks for NLP: A report on the first BlackboxNLP workshop

Analyzing and interpreting neural networks for NLP: A report on the first BlackboxNLP workshop

Abstract The Empirical Methods in Natural Language Processing (EMNLP) 2018 workshop BlackboxNLP was dedicated to resources and techniques specifically developed for analyzing and understanding the inner-workings and representations acquired by neural models of language. Approaches included: systematic manipulation of input to neural networks and investigating the impact on their performance, …