Interpretability

Enhancing Uncertainty Modeling with Semantic Graph for Hallucination Detection AAAI 2025 Entity Tracking in Small Language Models: An Attention-Based Study of Parameter-Efficient Fine-Tuning EMNLP 2025 Entrospect: Information-Theoretic Self-Reflection Elicits Better Response Refinement of Small Language Models ACL 2025 ERCI: An Explainable Experience Replay Approach with Causal Inference for Deep Reinforcement Learning AAAI 2025 ERICT: Enhancing Robustness by Identifying Concept Tokens in Zero-Shot Vision Language Models ICML 2025 Error Classification of Large Language Models on Math Word Problems: A Dynamically Adaptive Framework EMNLP 2025 Error Detection for Multimodal Classification NAACL 2025 Error Profiling of Machine Learning Models: An Exploratory Visualization MLHC 2025 Error Reflection Prompting: Can Large Language Models Successfully Understand Errors? NAACL 2025 Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis ACL 2025 Estimating Privacy Leakage of Augmented Contextual Knowledge in Language Models ACL 2025 ETF: An Entity Tracing Framework for Hallucination Detection in Code Summaries ACL 2025 Eval3D: Interpretable and Fine-grained Evaluation for 3D Generation CVPR 2025 Evaluate with the Inverse: Efficient Approximation of Latent Explanation Quality Distribution AAAI 2025 Evaluating Compound AI Systems through Behaviors, Not Benchmarks EMNLP 2025 Evaluating Credibility and Political Bias in LLMs for News Outlets in Bangladesh ACL 2025 Evaluating Design Choices in Verifiable Generation with Open-source Models NAACL 2025 Evaluating Evaluation Metrics – The Mirage of Hallucination Detection EMNLP 2025 Evaluating Intermediate Reasoning of Code-Assisted Large Language Models for Mathematics ACL 2025 Evaluating Large Language Models for Belief Inference: Mapping Belief Networks at Scale EMNLP 2025 Evaluating Large Language Models through Role-Guide and Self-Reflection: A Comparative Study ICLR 2025 Evaluating LLM-Generated Legal Explanations for Regulatory Compliance in Social Media Influencer Marketing EMNLP 2025 Evaluating LLMs’ Assessment of Mixed-Context Hallucination Through the Lens of Summarization ACL 2025 Evaluating LLMs’ Mathematical and Coding Competency through Ontology-guided Interventions ACL 2025 Evaluating Model Alignment with Human Perception: A Study on Shitsukan in LLMs and LVLMs COLING 2025