Interpretability

What You See is What You Classify: Black Box Attributions NeurIPS 2022 When AI Difficulty Is Easy: The Explanatory Power of Predicting IRT Difficulty AAAI 2022 When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data ACL 2022 When Does Syntax Mediate Neural Language Model Performance? Evidence from Dropout Probes NAACL 2022 Where Does Linguistic Information Emerge in Neural Language Models? Measuring Gains and Contributions across Layers COLING 2022 Where do Models go Wrong? Parameter-Space Saliency Maps for Explainability NeurIPS 2022 Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post Hoc Explanations NeurIPS 2022 Which side are you on? Insider-Outsider classification in conspiracy-theoretic social media ACL 2022 Who is GPT-3? An exploration of personality, values and demographics EMNLP 2022 Whose Hands Are These? Hand Detection and Hand-Body Association in the Wild CVPR 2022 Why Is It Hate Speech? Masked Rationale Prediction for Explainable Hate Speech Detection COLING 2022 “Why Not Other Classes?”: Towards Class-Contrastive Back-Propagation Explanations NeurIPS 2022 “Will You Find These Shortcuts?” A Protocol for Evaluating the Faithfulness of Input Salience Methods for Text Classification EMNLP 2022 Wiring Up Vision: Minimizing Supervised Synaptic Updates Needed to Produce a Primate Ventral Stream ICLR 2022 XAI Beyond Classification: Interpretable Neural Clustering JMLR 2022 XAI for Transformers: Better Explanations through Conservative Propagation ICML 2022 X-FACTOR: A Cross-metric Evaluation of Factual Correctness in Abstractive Summarization EMNLP 2022 X-MIR: EXplainable Medical Image Retrieval WACV 2022 You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction ICLR 2022 Your Answer is Incorrect... Would you like to know why? Introducing a Bilingual Short Answer Feedback Dataset ACL 2022 Zero-shot Code-Mixed Offensive Span Identification through Rationale Extraction ACL 2022 Zonotope Domains for Lagrangian Neural Network Verification NeurIPS 2022 A Case Study of Analysis of Construals in Language on Social Media Surrounding a Crisis Event ACL 2021 A Case Study of Efficacy and Challenges in Practical Human-in-Loop Evaluation of NLP Systems Using Checklist EACL 2021 Accountable Error Characterization NAACL 2021