Interpretability

LLMs May Perform MCQA by Selecting the Least Incorrect Option COLING 2025 LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning ACL 2025 LLMSR@XLLM25: SWRV: Empowering Self-Verification of Small Language Models through Step-wise Reasoning and Verification ACL 2025 LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems NAACL 2025 LMUNIT: Fine-grained Evaluation with Natural Language Unit Tests EMNLP 2025 Localizing and Mitigating Errors in Long-form Question Answering ACL 2025 Locate-then-edit for Multi-hop Factual Recall under Knowledge Editing ICML 2025 LogicAD: Explainable Anomaly Detection via VLM-based Text Feature Extraction AAAI 2025 Logically Consistent Language Models via Neuro-Symbolic Integration ICLR 2025 Logic-Logit: A Logic-Based Approach to Choice Modeling ICLR 2025 Logic-Thinker: Teaching Large Language Models to Think more Logically. EMNLP 2025 LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models ICLR 2025 Long-form Hallucination Detection with Self-elicitation ACL 2025 Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025 Look Before You Leap: Universal Emergent Mechanism for Retrieval in Language Models ICLR 2025 Looking at Model Debiasing through the Lens of Anomaly Detection WACV 2025 Looking Beyond Text: Reducing Language Bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance EMNLP 2025 Looking in the Mirror: A Faithful Counterfactual Explanation Method for Interpreting Deep Image Classification Models ICCV 2025 Looking Inward: Language Models Can Learn About Themselves by Introspection ICLR 2025 Lost in Multilinguality: Dissecting Cross-lingual Factual Inconsistency in Transformer Language Models ACL 2025 Low-Rank Adapting Models for Sparse Autoencoders ICML 2025 Machines and Mathematical Mutations: Using GNNs to Characterize Quiver Mutation Classes ICML 2025 Machine Theory of Mind Needs Machine Validation ACL 2025 MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness EMNLP 2025 MAGE: Model-Level Graph Neural Networks Explanations via Motif-based Graph Generation ICLR 2025