Interpretability

Stories and Personal Experiences in the COVID-19 Discourse COLING 2024 STORYSUMM: Evaluating Faithfulness in Story Summarization EMNLP 2024 Stratified GNN Explanations through Sufficient Expansion AAAI 2024 Structured Gradient-based Interpretations via Norm-Regularized Adversarial Training CVPR 2024 Structured Matrix Basis for Multivariate Time Series Forecasting with Interpretable Dynamics NeurIPS 2024 Structure Your Data: Towards Semantic Graph Counterfactuals ICML 2024 Studying and Mitigating Biases in Sign Language Understanding Models EMNLP 2024 StyleRemix: Interpretable Authorship Obfuscation via Distillation and Perturbation of Style Elements EMNLP 2024 Style-Specific Neurons for Steering LLMs in Text Style Transfer EMNLP 2024 Successor Heads: Recurring, Interpretable Attention Heads In The Wild ICLR 2024 SummaCoz: A Dataset for Improving the Interpretability of Factual Consistency Detection for Summarization EMNLP 2024 Surprisingly Strong Performance Prediction with Neural Graph Features ICML 2024 SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification AISTATS 2024 Symbol Description Reading AAAI 2024 Symbolic Learning of Rules for Semantic Relation Types Identification in French Genitive Postnominal Prepositional Phrases COLING 2024 Symbolic Regression Enhanced Decision Trees for Classification Tasks AAAI 2024 Symbolic Working Memory Enhances Language Models for Complex Rule Application EMNLP 2024 Symmetry Discovery Beyond Affine Transformations NeurIPS 2024 Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented Generation EMNLP 2024 SyntaxShap: Syntax-aware Explainability Method for Text Generation ACL 2024 SynthEval: Hybrid Behavioral Testing of NLP Models with Synthetic CheckLists EMNLP 2024 T2VSafetyBench: Evaluating the Safety of Text-to-Video Generative Models NeurIPS 2024 Tabular Insights, Visual Impacts: Transferring Expertise from Tables to Images ICML 2024 Tackling the XAI Disagreement Problem with Regional Explanations AISTATS 2024 Tackling Vision Language Tasks through Learning Inner Monologues AAAI 2024