Interpretability

DarkBench: Benchmarking Dark Patterns in Large Language Models ICLR 2025 DARR: A Dual-Branch Arithmetic Regression Reasoning Framework for Solving Machine Number Reasoning AAAI 2025 DART: An AIGT Detector using AMR of Rephrased Text NAACL 2025 DASH: Detection and Assessment of Systematic Hallucinations of VLMs ICCV 2025 Data-centric Prediction Explanation via Kernelized Stein Discrepancy ICLR 2025 Data Descriptions from Large Language Models with Influence Estimation EMNLP 2025 Dataflow-Guided Neuro-Symbolic Language Models for Type Inference ICML 2025 Dataset Ownership Verification in Contrastive Pre-trained Models ICLR 2025 DateLogicQA: Benchmarking Temporal Biases in Large Language Models NAACL 2025 DCBM: Data-Efficient Visual Concept Bottleneck Models ICML 2025 Debatable Intelligence: Benchmarking LLM Judges via Debate Speech Evaluation EMNLP 2025 DecepBench: Benchmarking Multimodal Deception Detection ACL 2025 DecisionFlow: Advancing Large Language Model as Principled Decision Maker EMNLP 2025 Decoding Actionability: A Computational Analysis of Teacher Observation Feedback ACL 2025 Decoding Dark Matter: Specialized Sparse Autoencoders for Interpreting Rare Concepts in Foundation Models NAACL 2025 Decoding Dense Embeddings: Sparse Autoencoders for Interpreting and Discretizing Dense Retrieval EMNLP 2025 Decoding Emergent Big Five Traits in Large Language Models: Temperature-Dependent Expression and Architectural Clustering IJCNLP 2025 Decoding Knowledge Attribution in Mixture-of-Experts: A Framework of Basic-Refinement Collaboration and Efficiency Analysis ACL 2025 Decoding the Rule Book: Extracting Hidden Moderation Criteria from Reddit Communities EMNLP 2025 Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models EMNLP 2025 Decompose-ToM: Enhancing Theory of Mind Reasoning in Large Language Models through Simulation and Task Decomposition COLING 2025 DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations EMNLP 2025 Decoupling Metacognition from Cognition: A Framework for Quantifying Metacognitive Ability in LLMs AAAI 2025 Decoupling Reasoning and Knowledge Injection for In-Context Knowledge Editing ACL 2025 Deduction with Induction: Combining Knowledge Discovery and Reasoning for Interpretable Deep Reinforcement Learning IJCAI 2025