Interpretability

Discourse on ASR Measurement: Introducing the ARPOCA Assessment Tool ACL 2022 Discovering Interpretable Data-to-Sequence Generators AAAI 2022 Discovering Invariant Rationales for Graph Neural Networks ICLR 2022 Discovering Latent Concepts Learned in BERT ICLR 2022 Displaying Justifications for Collective Decisions IJCAI 2022 DISSECT: Disentangled Simultaneous Explanations via Concept Traversals ICLR 2022 Distilled Gradient Aggregation: Purify Features for Input Attribution in the Deep Neural Network NeurIPS 2022 Distinguishing Learning Rules with Brain Machine Interfaces NeurIPS 2022 Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model ACL 2022 DIVA: Dataset Derivative of a Learning Task ICLR 2022 Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates AAAI 2022 DNNR: Differential Nearest Neighbors Regression ICML 2022 Do Charge Prediction Models Learn Legal Theory? EMNLP 2022 Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI Evaluation ACL 2022 Do Deep Neural Nets Display Human-like Attention in Short Answer Scoring? NAACL 2022 Do Discourse Indicators Reflect the Main Arguments in Scientific Papers? COLING 2022 Does BERT Rediscover a Classical NLP Pipeline? COLING 2022 Does Self-Rationalization Improve Robustness to Spurious Correlations? EMNLP 2022 Do Explanations Explain? Model Knows Best CVPR 2022 Do Feature Attribution Methods Correctly Attribute Features? AAAI 2022 Domain Classification-based Source-specific Term Penalization for Domain Adaptation in Hate-speech Detection COLING 2022 Domino: Discovering Systematic Errors with Cross-Modal Embeddings ICLR 2022 Don’t Forget About Pronouns: Removing Gender Bias in Language Models Without Losing Factual Gender Information NAACL 2022 Don’t Say What You Don’t Know: Improving the Consistency of Abstractive Summarization by Constraining Beam Search EMNLP 2022 Do Transformer Models Show Similar Attention Patterns to Task-Specific Human Gaze? ACL 2022