Interpretability

A Novel Framework Based on Medical Concept Driven Attention for Explainable Medical Code Prediction via External Knowledge ACL 2022 A Novel Perspective to Look At Attention: Bi-level Attention-based Explainable Topic Modeling for News Classification ACL 2022 Answerability: A custom metric for evaluating chatbot performance EMNLP 2022 An Unsupervised Way to Understand Artifact Generating Internal Units in Generative Neural Networks AAAI 2022 A Primer for Neural Arithmetic Logic Modules JMLR 2022 A Psychological Theory of Explainability ICML 2022 A Quantitative and Qualitative Analysis of Schizophrenia Language EMNLP 2022 A Quantitative Geometric Approach to Neural-Network Smoothness NeurIPS 2022 A query-optimal algorithm for finding counterfactuals ICML 2022 Are Hard Examples also Harder to Explain? A Study with Human and Model-Generated Explanations EMNLP 2022 Are Multilingual Sentiment Models Equally Right for the Right Reasons? EMNLP 2022 Are representations built from the ground up? An empirical examination of local composition in language models EMNLP 2022 Are Shortest Rationales the Best Explanations for Human Understanding? ACL 2022 Are Vision-Language Transformers Learning Multimodal Representations? A Probing Perspective AAAI 2022 A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions ICML 2022 A Robust Bias Mitigation Procedure Based on the Stereotype Content Model EMNLP 2022 arXivEdits: Understanding the Human Revision Process in Scientific Writing EMNLP 2022 A Simple and Efficient Sampling-based Algorithm for General Reachability Analysis L4DC 2022 A Solver-free Framework for Scalable Learning in Neural ILP Architectures NeurIPS 2022 Assemblies of neurons learn to classify well-separated distributions COLT 2022 Assessing Group-level Gender Bias in Professional Evaluations: The Case of Medical Student End-of-Shift Feedback NAACL 2022 Assessing the Linguistic Knowledge in Arabic Pre-trained Language Models Using Minimal Pairs EMNLP 2022 A study of production error analysis for Mandarin-speaking Children with Hearing Impairment Interspeech 2022 A Study on Manual and Automatic Evaluation for Text Style Transfer: The Case of Detoxification ACL 2022 A Synthetic Prediction Market for Estimating Confidence in Published Work AAAI 2022