Interpretability

Knowledge Localization: Mission Not Accomplished? Enter Query Localization! ICLR 2025 Know-MRI: A Knowledge Mechanisms Revealer&Interpreter for Large Language Models ACL 2025 Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models NAACL 2025 Know Your Mistakes: Towards Preventing Overreliance on Task-Oriented Conversational AI Through Accountability Modeling ACL 2025 LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers ACL 2025 LAiW: A Chinese Legal Large Language Models Benchmark COLING 2025 LangBridge: Interpreting Image as a Combination of Language Embeddings ICCV 2025 Language Arithmetics: Towards Systematic Language Neuron Identification and Manipulation IJCNLP 2025 Language Guided Concept Bottleneck Models for Interpretable Continual Learning CVPR 2025 Language Model Meets Prototypes: Towards Interpretable Text Classification Models through Prototypical Networks AAAI 2025 Language Models Encode Numbers Using Digit Representations in Base 10 NAACL 2025 Language Models Encode the Value of Numbers Linearly COLING 2025 Language Models Grow Less Humanlike beyond Phase Transition ACL 2025 Language Models Identify Ambiguities and Exploit Loopholes EMNLP 2025 Laplace Sample Information: Data Informativeness Through a Bayesian Lens ICLR 2025 LAQuer: Localized Attribution Queries in Content-grounded Generation ACL 2025 Large Language Models are Interpretable Learners ICLR 2025 Large Language Models are Miscalibrated In-Context Learners ACL 2025 Large Language Models as Neurolinguistic Subjects: Discrepancy between Performance and Competence ACL 2025 Large Language Models as Reader for Bias Detection EMNLP 2025 Large Language Models Badly Generalize across Option Length, Problem Types, and Irrelevant Noun Replacements EMNLP 2025 Large Language Models Encode Semantics and Alignment in Linearly Separable Representations IJCNLP 2025 Large Language Models Have Intrinsic Meta-Cognition, but Need a Good Lens EMNLP 2025 Large Language Models Often Say One Thing and Do Another ICLR 2025 Large Language Models Share Representations of Latent Grammatical Concepts Across Typologically Diverse Languages NAACL 2025