model interpretability

How Do Large Vision-Language Models See Text in Image? Unveiling the Distinctive Role of OCR Heads EMNLP 2025 How Reliable are Causal Probing Interventions? IJCNLP 2025 How Well Can Reasoning Models Identify and Recover from Unhelpful Thoughts? EMNLP 2025 Hybrid Concept Bottleneck Models CVPR 2025 Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework EMNLP 2025 Improving Integrated Gradient-based Transferable Adversarial Examples by Refining the Integration Path AAAI 2025 InteDisUX: Intepretation-Guided Discriminative User-Centric Explanation for Time Series AAAI 2025 Internal Chain-of-Thought: Empirical Evidence for Layer‐wise Subtask Scheduling in LLMs EMNLP 2025 Internal Value Alignment in Large Language Models through Controlled Value Vector Activation ACL 2025 Interpretable Sparse Features for Probing Self-Supervised Speech Models IJCNLP 2025 Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety EMNLP 2025 Inverse Constitutional AI: Compressing Preferences into Principles ICLR 2025 Knockoffs Inference for Partially Linear Models with Automatic Structure Discovery AAAI 2025 LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers ACL 2025 Large Multi-modal Models Can Interpret Features in Large Multi-modal Models ICCV 2025 Less is More: Explainable and Efficient ICD Code Prediction with Clinical Entities ACL 2025 Linear Steerability in Language Models: When It Emerges and How It Evolves EMNLP 2025 LLM Attributor: Interactive Visual Attribution for LLM Generation AAAI 2025 LLMs as a synthesis between symbolic and distributed approaches to language EMNLP 2025 Mechanisms vs. Outcomes: Probing for Syntax Fails to Explain Performance on Targeted Syntactic Evaluations EMNLP 2025 Mechanistic Understanding and Mitigation of Language Confusion in English-Centric Large Language Models EMNLP 2025 MedThink: A Rationale-Guided Framework for Explaining Medical Visual Question Answering NAACL 2025 Mixed Signals: Decoding VLMs’ Reasoning and Underlying Bias in Vision-Language Conflict EMNLP 2025 Monitoring Primitive Interactions During the Training of DNNs AAAI 2025 Narrowing Information Bottleneck Theory for Multimodal Image-Text Representations Interpretability ICLR 2025