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Interpretability

7318 directly classified papers

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Papers

BERT-ATTACK: Adversarial Attack Against BERT Using BERT EMNLP 2020
Precise Task Formalization Matters in Winograd Schema Evaluations EMNLP 2020
CoSaTa: A Constraint Satisfaction Solver and Interpreted Language for Semi-Structured Tables of Sentences EMNLP 2020
The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models EMNLP 2020
Identifying Spurious Correlations for Robust Text Classification EMNLP 2020
Evaluating Factuality in Generation with Dependency-level Entailment EMNLP 2020
Discourse structure interacts with reference but not syntax in neural language models EMNLP 2020
What went wrong and when? Instance-wise feature importance for time-series black-box models NIPS 2020
Generative causal explanations of black-box classifiers NIPS 2020
Interpreting Multimodal Machine Learning Models Trained for Emotion Recognition to Address Robustness and Privacy Concerns AAAI 2020
Interpretability and Analysis in Neural NLP ACL 2020
NILE : Natural Language Inference with Faithful Natural Language Explanations ACL 2020
A New Approach to Plan-Space Explanation: Analyzing Plan-Property Dependencies in Oversubscription Planning AAAI 2020
Determining the Possibility of Transfer Learning in Deep Reinforcement Learning Using Grad-CAM (Student Abstract) AAAI 2020
Opening the Black Box: Automatically Characterizing Software for Algorithm Selection (Student Abstract) AAAI 2020
Predicting the Focus of Negation: Model and Error Analysis ACL 2020
ESPRIT: Explaining Solutions to Physical Reasoning Tasks ACL 2020
Parsing into Variable-in-situ Logico-Semantic Graphs ACL 2020
Obtaining Faithful Interpretations from Compositional Neural Networks ACL 2020
Learning to Deceive with Attention-Based Explanations ACL 2020
Influence Paths for Characterizing Subject-Verb Number Agreement in LSTM Language Models ACL 2020
Human Attention Maps for Text Classification: Do Humans and Neural Networks Focus on the Same Words? ACL 2020
MIE: A Medical Information Extractor towards Medical Dialogues ACL 2020
Span-based Localizing Network for Natural Language Video Localization ACL 2020
Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection ACL 2020