Interpretability

Interpreting the Second-Order Effects of Neurons in CLIP ICLR 2025 Intervening Anchor Token: Decoding Strategy in Alleviating Hallucinations for MLLMs ICLR 2025 Intervening in Black Box: Concept Bottleneck Model for Enhancing Human Neural Network Mutual Understanding ICCV 2025 Intrinsic Model Weaknesses: How Priming Attacks Unveil Vulnerabilities in Large Language Models NAACL 2025 Intrinsic User-Centric Interpretability through Global Mixture of Experts ICLR 2025 Inverse Constitutional AI: Compressing Preferences into Principles ICLR 2025 Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation NAACL 2025 Investigating Context Faithfulness in Large Language Models: The Roles of Memory Strength and Evidence Style ACL 2025 Investigating Motivated Inference in Large Language Models EMNLP 2025 Investigating Neurons and Heads in Transformer-based LLMs for Typographical Errors EMNLP 2025 Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions EMNLP 2025 Investigating the interaction of linguistic and mathematical reasoning in language models using multilingual number puzzles EMNLP 2025 Investigating Training and Generalization in Faithful Self-Explanations of Large Language Models IJCNLP 2025 Investigating Value-Reasoning Reliability in Small Large Language Models EMNLP 2025 IRIS: Interpretable Retrieval-Augmented Classification for Long Interspersed Document Sequences ACL 2025 IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities ICLR 2025 IRT-Router: Effective and Interpretable Multi-LLM Routing via Item Response Theory ACL 2025 Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understanding EMNLP 2025 Is It JUST Semantics? A Case Study of Discourse Particle Understanding in LLMs ACL 2025 IslamicEval 2025: The First Shared Task of Capturing LLMs Hallucination in Islamic Content EMNLP 2025 Is LLMs Hallucination Usable? LLM-based Negative Reasoning for Fake News Detection AAAI 2025 Isolating Culture Neurons in Multilingual Large Language Models IJCNLP 2025 Is OpenVLA Truly Robust? A Systematic Evaluation of Positional Robustness IJCNLP 2025 Is Sarcasm Detection a Step-by-Step Reasoning Process in Large Language Models? AAAI 2025 Is There No Such Thing as a Bad Question? H4R: HalluciBot for Ratiocination, Rewriting, Ranking, and Routing AAAI 2025