Interpretability

A Practical Upper Bound for the Worst-Case Attribution Deviations CVPR 2023 A Protocol for Evaluating Model Interpretation Methods From Visual Explanations WACV 2023 Architectural Sweet Spots for Modeling Human Label Variation by the Example of Argument Quality: It’s Best to Relate Perspectives! EMNLP 2023 Are Data-Driven Explanations Robust Against Out-of-Distribution Data? CVPR 2023 Are Human Explanations Always Helpful? Towards Objective Evaluation of Human Natural Language Explanations ACL 2023 Are Language Models Worse than Humans at Following Prompts? It’s Complicated EMNLP 2023 Are Large Language Models Reliable Judges? A Study on the Factuality Evaluation Capabilities of LLMs EMNLP 2023 Are Machine Rationales (Not) Useful to Humans? Measuring and Improving Human Utility of Free-text Rationales ACL 2023 Are Structural Concepts Universal in Transformer Language Models? Towards Interpretable Cross-Lingual Generalization EMNLP 2023 “Are Your Explanations Reliable?” Investigating the Stability of LIME in Explaining Text Classifiers by Marrying XAI and Adversarial Attack EMNLP 2023 Argument-based Detection and Classification of Fallacies in Political Debates EMNLP 2023 Arthur Caplan at SemEval-2023 Task 4: Enhancing Human Value Detection through Fine-tuned Pre-trained Models SemEval 2023 ASAP: Attention-Based State Space Abstraction for Policy Summarization ACML 2023 A Sea of Words: An In-Depth Analysis of Anchors for Text Data AISTATS 2023 A Simple, Yet Effective Approach to Finding Biases in Code Generation ACL 2023 A smashed glass cannot be full: Generation of Commonsense Explanations through Prompt-based Few-shot Learning ACL 2023 A Solution to Co-occurence Bias: Attributes Disentanglement via Mutual Information Minimization for Pedestrian Attribute Recognition IJCAI 2023 A Spectral Theory of Neural Prediction and Alignment NeurIPS 2023 Assessing Word Importance Using Models Trained for Semantic Tasks ACL 2023 ASTRA: Understanding the practical impact of robustness for probabilistic programs UAI 2023 Astromorphic Self-Repair of Neuromorphic Hardware Systems AAAI 2023 A Study on Accessing Linguistic Information in Pre-Trained Language Models by Using Prompts EMNLP 2023 A Survey of MWE Identification Experiments: The Devil is in the Details EACL 2023 Asymmetric feature interaction for interpreting model predictions ACL 2023 A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine Translation EMNLP 2023