Interpretability

Sampling Permutations for Shapley Value Estimation JMLR 2022 Sanity Simulations for Saliency Methods ICML 2022 SBERT studies Meaning Representations: Decomposing Sentence Embeddings into Explainable Semantic Features AACL 2022 Scalable Interpretability via Polynomials NeurIPS 2022 SEAL: Interactive Tool for Systematic Error Analysis and Labeling EMNLP 2022 Searching for PETs: Using Distributional and Sentiment-Based Methods to Find Potentially Euphemistic Terms NAACL 2022 Self-conditioning Pre-Trained Language Models ICML 2022 Self-Joint Supervised Learning ICLR 2022 Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis ICLR 2022 Semantically Stealthy Adversarial Attacks Against Segmentation Models WACV 2022 Semantic Probabilistic Layers for Neuro-Symbolic Learning NeurIPS 2022 Semantic Role Labeling Meets Definition Modeling: Using Natural Language to Describe Predicate-Argument Structures EMNLP 2022 SemAttack: Natural Textual Attacks via Different Semantic Spaces NAACL 2022 SemEval-2022 Task 9: R2VQ – Competence-based Multimodal Question Answering SemEval 2022 SenPoi at SemEval-2022 Task 10: Point me to your Opinion, SenPoi SemEval 2022 SensePOLAR: Word sense aware interpretability for pre-trained contextual word embeddings EMNLP 2022 Sentiment Interpretable Logic Tensor Network for Aspect-Term Sentiment Analysis COLING 2022 Sentiment is all you need to win US Presidential elections AACL 2022 SHAFF: Fast and consistent SHApley eFfect estimates via random Forests AISTATS 2022 SHAP-Based Explanation Methods: A Review for NLP Interpretability COLING 2022 Shaping Noise for Robust Attributions in Neural Stochastic Differential Equations AAAI 2022 Should a Chatbot be Sarcastic? Understanding User Preferences Towards Sarcasm Generation ACL 2022 Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis NAACL 2022 Single Model Uncertainty Estimation via Stochastic Data Centering NeurIPS 2022 SkinCon: A skin disease dataset densely annotated by domain experts for fine-grained debugging and analysis NeurIPS 2022