Interpretability

Staying True to Your Word: (How) Can Attention Become Explanation? ACL 2020 Story-level Text Style Transfer: A Proposal ACL 2020 Structured Prediction for Joint Class Cardinality and Entity Property Inference in Model-Complete Text Comprehension EMNLP 2020 Structure-Preserving Super Resolution With Gradient Guidance CVPR 2020 StyleRig: Rigging StyleGAN for 3D Control Over Portrait Images CVPR 2020 Sum-Product Network Decompilation PGM 2020 Supervised Learning with Background Knowledge PGM 2020 Surfacing Privacy Settings Using Semantic Matching EMNLP 2020 SynET: Synonym Expansion using Transitivity EMNLP 2020 SynSetExpan: An Iterative Framework for Joint Entity Set Expansion and Synonym Discovery EMNLP 2020 SyntaxGym: An Online Platform for Targeted Evaluation of Language Models ACL 2020 Synthesizing Action Sequences for Modifying Model Decisions AAAI 2020 TACRED Revisited: A Thorough Evaluation of the TACRED Relation Extraction Task ACL 2020 TAG : Type Auxiliary Guiding for Code Comment Generation ACL 2020 “The Boating Store Had Its Best Sail Ever”: Pronunciation-attentive Contextualized Pun Recognition ACL 2020 The Different Enhancement Roles of Covarying Cues in Thai and Mandarin Tones Interspeech 2020 The elephant in the interpretability room: Why use attention as explanation when we have saliency methods? EMNLP 2020 The Emerging Landscape of Explainable Automated Planning & Decision Making IJCAI 2020 The Explanation Game: Towards Prediction Explainability through Sparse Communication EMNLP 2020 The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models EMNLP 2020 The Logical Expressiveness of Graph Neural Networks ICLR 2020 There and Back Again: Revisiting Backpropagation Saliency Methods CVPR 2020 The Shapley Taylor Interaction Index ICML 2020 To compress or not to compress? A Finite-State approach to Nen verbal morphology ACL 2020 Topic-Based Measures of Conversation for Detecting Mild CognitiveImpairment ACL 2020