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Interpretability

7318 directly classified papers

Papers per year

Papers

Towards Interpreting Deep Learning Models to Understand Loss of Speech Intelligibility in Speech Disorders — Step 1: CNN Model-Based Phone Classification INTERSPEECH 2020
Modeling Global Body Configurations in American Sign Language INTERSPEECH 2020
Training with Adversaries to Improve Faithfulness of Attention in Neural Machine Translation AACL 2020
Explaining Word Embeddings via Disentangled Representation AACL 2020
Towards a Better Understanding of Label Smoothing in Neural Machine Translation AACL 2020
Supervised Learning with Background Knowledge PGM 2020
Sum-Product Network Decompilation PGM 2020
Inducing Grammar from Long Short-Term Memory Networks by Shapley Decomposition ACL 2020
Considering Likelihood in NLP Classification Explanations with Occlusion and Language Modeling ACL 2020
ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems ACL 2020
BLEURT: Learning Robust Metrics for Text Generation ACL 2020
Instance-Based Learning of Span Representations: A Case Study through Named Entity Recognition ACL 2020
Language (Re)modelling: Towards Embodied Language Understanding ACL 2020
What Does BERT with Vision Look At? ACL 2020
Interpreting Pretrained Contextualized Representations via Reductions to Static Embeddings ACL 2020
How does BERT’s attention change when you fine-tune? An analysis methodology and a case study in negation scope ACL 2020
Learning to Faithfully Rationalize by Construction ACL 2020
Do Neural Language Models Show Preferences for Syntactic Formalisms? ACL 2020
Understanding Attention for Text Classification ACL 2020
Evaluating Explanation Methods for Neural Machine Translation ACL 2020
Reverse Engineering Configurations of Neural Text Generation Models ACL 2020
Contextual Explanation Networks JMLR 2020
Explanation Perspectives from the Cognitive Sciences---A Survey IJCAI 2020
Bayesian Case-Exclusion and Personalized Explanations for Sustainable Dairy Farming (Extended Abstract) IJCAI 2020
Interpretable Multimodal Learning for Intelligent Regulation in Online Payment Systems IJCAI 2020