Interpretability

Evaluating Neuron Explanations: A Unified Framework with Sanity Checks ICML 2025 Evaluating Sensitivity Consistency of Explanations WACV 2025 Evaluating Spatiotemporal Consistency in Automatically Generated Sewing Instructions EMNLP 2025 Evaluating Step-by-step Reasoning Traces: A Survey EMNLP 2025 Evaluating Taxonomy Free Character Role Labeling (TF-CRL) in News Stories using Large Language Models EMNLP 2025 Evaluating Vision-Language Models for Emotion Recognition NAACL 2025 Evaluation of Text-to-Image Generation from a Creativity Perspective EMNLP 2025 Even-if Explanations: Formal Foundations, Priorities and Complexity AAAI 2025 Everything, Everywhere, All at Once: Is Mechanistic Interpretability Identifiable? ICLR 2025 Evil twins are not that evil: Qualitative insights into machine-generated prompts EMNLP 2025 Evolving Minds: Logic-Informed Inference from Temporal Action Patterns ICML 2025 Examining the Faithfulness of Deepseek R1’s Chain-of-Thought Reasoning AACL 2025 EXCGEC: A Benchmark for Edit-Wise Explainable Chinese Grammatical Error Correction AAAI 2025 Exclusion of Thought: Mitigating Cognitive Load in Large Language Models for Enhanced Reasoning in Multiple-Choice Tasks ACL 2025 ExDDI: Explaining Drug-Drug Interaction Predictions with Natural Language AAAI 2025 Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation EMNLP 2025 EXPERT: An Explainable Image Captioning Evaluation Metric with Structured Explanations ACL 2025 ExPerT: Effective and Explainable Evaluation of Personalized Long-Form Text Generation ACL 2025 Explainability and Interpretability of Multilingual Large Language Models: A Survey EMNLP 2025 Explainability for NLP in Pharmacovigilance: A Study on Adverse Event Report Triage in Swedish NAACL 2025 Explainability Through Human-Centric Design for XAI in Lung Cancer Detection IJCAI 2025 Explainable Automatic Fact-Checking for Journalists Augmentation in the Wild IJCAI 2025 Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics EMNLP 2025 Explainable Concept Generation through Vision-Language Preference Learning for Understanding Neural Networks’ Internal Representations ICML 2025 Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation ACL 2025