Interpretability

DeepCAVE: A Visualization and Analysis Tool for Automated Machine Learning JMLR 2025 Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy Maximization JMLR 2025 DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process ACL 2025 Def-DTS: Deductive Reasoning for Open-domain Dialogue Topic Segmentation ACL 2025 Defending against Indirect Prompt Injection by Instruction Detection EMNLP 2025 Defining and Evaluating Visual Language Models’ Basic Spatial Abilities: A Perspective from Psychometrics ACL 2025 DefVerify: Do Hate Speech Models Reflect Their Dataset’s Definition? COLING 2025 DEL-ToM: Inference-Time Scaling for Theory-of-Mind Reasoning via Dynamic Epistemic Logic EMNLP 2025 Dementia Through Different Eyes: Explainable Modeling of Human and LLM Perceptions for Early Awareness EMNLP 2025 Demystifying optimized prompts in language models EMNLP 2025 Demystifying Singular Defects in Large Language Models ICML 2025 Demystify Verbosity Compensation Behavior of Large Language Models EMNLP 2025 Deontological Keyword Bias: The Impact of Modal Expressions on Normative Judgments of Language Models ACL 2025 Deploying Tiny LVLM Judges for Real-World Evaluation of Chart Models: Lessons Learned and Best Practices EMNLP 2025 Depression Detection on Social Media with Large Language Models EMNLP 2025 Derailer-Rerailer: Adaptive Verification for Efficient and Reliable Language Model Reasoning ACL 2025 Derivational Probing: Unveiling the Layer-wise Derivation of Syntactic Structures in Neural Language Models CoNLL 2025 Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI CVPR 2025 Derivative-Informed Neural Operator Acceleration of Geometric MCMC for Infinite-Dimensional Bayesian Inverse Problems JMLR 2025 Designing and Contextualising Probes for African Languages ACL 2025 Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback AAAI 2025 Detecting Hallucination in Large Language Models Through Deep Internal Representation Analysis IJCAI 2025 Detecting Hallucinations in Scientific Claims by Combining Prompting Strategies and Internal State Classification ACL 2025 Detecting Hyperpartisanship and Rhetorical Bias in Climate Journalism: A Sentence-Level Italian Dataset ACL 2025 Detecting LLM Hallucination Through Layer-wise Information Deficiency: Analysis of Ambiguous Prompts and Unanswerable Questions EMNLP 2025