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Integrated Directional Gradients: Feature Interaction Attribution for Neural NLP Models

Sandipan Sikdar, Parantapa Bhattacharya, Kieran Heese

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Abstract

Sandipan Sikdar, Parantapa Bhattacharya, Kieran Heese. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). 2021.

Topics & Concepts

Artificial intelligenceNatural language processingComputer scienceComputational linguisticsFeature (linguistics)Authorship attributionJoint (building)Artificial neural networkAssociation (psychology)LinguisticsPsychologyEngineeringPsychotherapistPhilosophyArchitectural engineeringExplainable Artificial Intelligence (XAI)Topic ModelingMultimodal Machine Learning Applications