Interpretability

UTF: Under-trained Tokens as Fingerprints —— a Novel Approach to LLM Identification ACL 2025 Utilize the Flow Before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning AAAI 2025 Utterance-level Emotion Recognition in Conversation with Conversation-level Supervision AAAI 2025 UZH at SemEval-2025 Task 3: Token-Level Self-Consistency for Hallucination Detection SemEval 2025 V2C-CBM: Building Concept Bottlenecks with Vision-to-Concept Tokenizer AAAI 2025 VADE: Visual Attention Guided Hallucination Detection and Elimination ACL 2025 Validating Mechanistic Interpretations: An Axiomatic Approach ICML 2025 Value Profiles for Encoding Human Variation EMNLP 2025 Value-Spectrum: Quantifying Preferences of Vision-Language Models via Value Decomposition in Social Media Contexts ACL 2025 VariantBench: A Framework for Evaluating LLMs on Justifications for Genetic Variant Interpretation IJCNLP 2025 VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification CVPR 2025 VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text ICLR 2025 VEGAS: Towards Visually Explainable and Grounded Artificial Social Intelligence AAAI 2025 VELA: An LLM-Hybrid-as-a-Judge Approach for Evaluating Long Image Captions EMNLP 2025 VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models CVPR 2025 Verbalized Representation Learning for Interpretable Few-Shot Generalization ICCV 2025 VerbaNexAI at SemEval-2025 Task 3: Fact Retrieval with Google Snippets for LLM Context Filtering to identify Hallucinations SemEval 2025 Verbosity-Aware Rationale Reduction: Sentence-Level Rationale Reduction for Efficient and Effective Reasoning ACL 2025 VerifiAgent: a Unified Verification Agent in Language Model Reasoning EMNLP 2025 Verifying Quantized Graph Neural Networks is PSPACE-complete IJCAI 2025 Verifying the Steps of Deductive Reasoning Chains ACL 2025 Verify-in-the-Graph: Entity Disambiguation Enhancement for Complex Claim Verification with Interactive Graph Representation NAACL 2025 VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos ACL 2025 ViLBench: A Suite for Vision-Language Process Reward Modeling EMNLP 2025 VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning CVPR 2025