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Interpretability

7318 directly classified papers

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Papers

SIC: Similarity-Based Interpretable Image Classification with Neural Networks ICCV 2025

Transparent Vision: A Theory of Hierarchical Invariant Representations ICCV 2025

SHIFT: Smoothing Hallucinations by Information Flow Tuning for Multimodal Large Language Models ICCV 2025

On the Complexity-Faithfulness Trade-off of Gradient-Based Explanations ICCV 2025

Trust but Verify: Programmatic VLM Evaluation in the Wild ICCV 2025

DASH: Detection and Assessment of Systematic Hallucinations of VLMs ICCV 2025

FastJSMA: Accelerating Jacobian-based Saliency Map Attacks through Gradient Decoupling ICCV 2025

Large Multi-modal Models Can Interpret Features in Large Multi-modal Models ICCV 2025

Learning Interpretable Queries for Explainable Image Classification with Information Pursuit ICCV 2025

Interpretable Zero-Shot Learning with Locally-Aligned Vision-Language Model ICCV 2025

VITAL: More Understandable Feature Visualization through Distribution Alignment and Relevant Information Flow ICCV 2025

Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation ACL 2025

What Language Do Non-English-Centric Large Language Models Think in? ACL 2025

RomanLens: The Role Of Latent Romanization In Multilinguality In LLMs ACL 2025

LLM-as-an-Interviewer: Beyond Static Testing Through Dynamic LLM Evaluation ACL 2025

Beyond Context to Cognitive Appraisal: Emotion Reasoning as a Theory of Mind Benchmark for Large Language Models ACL 2025

EXPERT: An Explainable Image Captioning Evaluation Metric with Structured Explanations ACL 2025

MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models ACL 2025

How Programming Concepts and Neurons Are Shared in Code Language Models ACL 2025

Multilingual NLP for African Healthcare: Bias, Translation, and Explainability Challenges ACL 2025

Argumentative Analysis of Legal Rulings: A Structured Framework Using Bobbitt’s Typology ACL 2025

Do LLMs Give Psychometrically Plausible Responses in Educational Assessments? ACL 2025

Lessons Learned in Assessing Student Reflections with LLMs ACL 2025

Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic ACL 2025

“I’ve Decided to Leak”: Probing Internals Behind Prompt Leakage Intents EMNLP 2025