Interpretability

ConSim: Measuring Concept-Based Explanations’ Effectiveness with Automated Simulatability ACL 2025 Constructing Fair Latent Space for Intersection of Fairness and Explainability AAAI 2025 Constructing Ophthalmic MLLM for Positioning-diagnosis Collaboration Through Clinical Cognitive Chain Reasoning ICCV 2025 Construction Identification and Disambiguation Using BERT: A Case Study of NPN CoNLL 2025 Content-free Logical Modification of Large Language Model by Disentangling and Modifying Logic Representation AAAI 2025 Context Copying Modulation: The Role of Entropy Neurons in Managing Parametric and Contextual Knowledge Conflicts EMNLP 2025 Context-Informed Neural ODEs Unexpectedly Identify Broken Symmetries: Insights from the Poincaré–Hopf Theorem ICML 2025 Context-Parametric Inversion: Why Instruction Finetuning May Not Actually Improve Context Reliance ICLR 2025 Continued Pretraining and Interpretability-Based Evaluation for Low-Resource Languages: A Galician Case Study ACL 2025 Contrast-CAT: Contrasting Activations for Enhanced Interpretability in Transformer-based Text Classifiers UAI 2025 ContrastScore: Towards Higher Quality, Less Biased, More Efficient Evaluation Metrics with Contrastive Evaluation IJCNLP 2025 Controlling Equational Reasoning in Large Language Models with Prompt Interventions AAAI 2025 Controlling Large Language Models Through Concept Activation Vectors AAAI 2025 Cooperative or Competitive? Understanding the Interaction between Attention Heads From A Game Theory Perspective ACL 2025 CORDIAL: Can Multimodal Large Language Models Effectively Understand Coherence Relationships? ACL 2025 CoRI: Communication of Robot Intent for Physical Human-Robot Interaction CoRL 2025 CorrDetail: Visual Detail Enhanced Self-Correction for Face Forgery Detection IJCAI 2025 Correlating instruction-tuning (in multimodal models) with vision-language processing (in the brain) ICLR 2025 COSMIC: Generalized Refusal Direction Identification in LLM Activations ACL 2025 CoSpace: Benchmarking Continuous Space Perception Ability for Vision-Language Models CVPR 2025 CoT4Rec: Revealing User Preferences Through Chain of Thought for Recommender Systems AAAI 2025 Could you BE more sarcastic? A Cognitive Approach to Bidirectional Sarcasm Understanding in Language Models IJCNLP 2025 Counterfactual Concept Bottleneck Models ICLR 2025 Counterfactual Effect Decomposition in Multi-Agent Sequential Decision Making ICML 2025 Counterfactual explanability of black-box prediction models CLeaR 2025