Interpretability

HALLUCINOGEN: Benchmarking Hallucination in Implicit Reasoning within Large Vision Language Models EMNLP 2025 HalluCounter: Reference-free LLM Hallucination Detection in the Wild! IJCNLP 2025 HalluDetect: Detecting, Mitigating, and Benchmarking Hallucinations in Conversational Systems in the Legal Domain EMNLP 2025 HalluRAG-RUG at SemEval-2025 Task 3: Using Retrieval-Augmented Generation for Hallucination Detection in Model Outputs SemEval 2025 HalluTree: Explainable Multi-Hop Hallucination Detection for Abstractive Summarization EMNLP 2025 Hardware and Software Platform Inference ICML 2025 HARE: an entity and relation centric evaluation framework for histopathology reports EMNLP 2025 Harmonizing Annotation of Turkic Postverbial Constructions: A Comparative Study of UD Treebanks COLING 2025 HateBRXplain: A Benchmark Dataset with Human-Annotated Rationales for Explainable Hate Speech Detection in Brazilian Portuguese COLING 2025 HeadMap: Locating and Enhancing Knowledge Circuits in LLMs ICLR 2025 Heads up! Large Language Models Can Perform Tasks Without Your Instruction via Selective Attention Head Masking ICML 2025 HEARTS: A Holistic Framework for Explainable, Sustainable and Robust Text Stereotype Detection IJCNLP 2025 HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator CVPR 2025 Hermit Kingdom Through the Lens of Multiple Perspectives: A Case Study of LLM Hallucination on North Korea COLING 2025 HICD: Hallucination-Inducing via Attention Dispersion for Contrastive Decoding to Mitigate Hallucinations in Large Language Models ACL 2025 HiddenDetect: Detecting Jailbreak Attacks against Multimodal Large Language Models via Monitoring Hidden States ACL 2025 Hidden in Plain Sight: Reasoning in Underspecified and Misspecified Scenarios for Multimodal LLMs EMNLP 2025 Hierarchical Attention Generates Better Proofs ACL 2025 Hierarchical Bias-Driven Stratification for Interpretable Causal Effect Estimation AISTATS 2025 Hierarchical Divide-and-Conquer for Fine-Grained Alignment in LLM-Based Medical Evaluation AAAI 2025 Higher Order Structures for Graph Explanations AAAI 2025 Holmes: Localizing Irregularities in LLM Training with Mega-scale GPU Clusters NSDI 2025 How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders EMNLP 2025 How Ambiguous Are the Rationales for Natural Language Reasoning? A Simple Approach to Handling Rationale Uncertainty COLING 2025 How do autoregressive transformers solve full addition? EMNLP 2025