Interpretability

MM-SAP: A Comprehensive Benchmark for Assessing Self-Awareness of Multimodal Large Language Models in Perception ACL 2024 Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction CVPR 2024 Modeling state-dependent communication between brain regions with switching nonlinear dynamical systems ICLR 2024 Modeling the Quality of Dialogical Explanations COLING 2024 Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented Generation EMNLP 2024 Model Reconstruction Using Counterfactual Explanations: A Perspective From Polytope Theory NeurIPS 2024 Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-Based Fault Detection and Identification (Abstract Reprint) AAAI 2024 Monotonic Representation of Numeric Attributes in Language Models ACL 2024 Moral Disagreement over Serious Matters: Discovering the Knowledge Hidden in the Perspectives COLING 2024 Morality is Non-Binary: Building a Pluralist Moral Sentence Embedding Space using Contrastive Learning EACL 2024 MultiContrievers: Analysis of Dense Retrieval Representations EMNLP 2024 Multi-group Learning for Hierarchical Groups ICML 2024 Multi-Label Open Set Recognition NeurIPS 2024 Multilingual Contrastive Decoding via Language-Agnostic Layers Skipping EMNLP 2024 Multi-Modal Hallucination Control by Visual Information Grounding CVPR 2024 Multi-Object Hallucination in Vision Language Models NeurIPS 2024 Multi-property Steering of Large Language Models with Dynamic Activation Composition EMNLP 2024 Multi-Prototype Space Learning for Commonsense-Based Scene Graph Generation AAAI 2024 Multi-Region Markovian Gaussian Process: An Efficient Method to Discover Directional Communications Across Multiple Brain Regions ICML 2024 “My Answer is C”: First-Token Probabilities Do Not Match Text Answers in Instruction-Tuned Language Models ACL 2024 NALA: an Effective and Interpretable Entity Alignment Method EMNLP 2024 NarrativeTime: Dense Temporal Annotation on a Timeline COLING 2024 Natural Language Embedded Programs for Hybrid Language Symbolic Reasoning NAACL 2024 Naturally Supervised 3D Visual Grounding with Language-Regularized Concept Learners CVPR 2024 NavHint: Vision and Language Navigation Agent with a Hint Generator EACL 2024