Large Language Models

Utility-Focused LLM Annotation for Retrieval and Retrieval-Augmented Generation EMNLP 2025 Utilize the Flow Before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning AAAI 2025 UZH at SemEval-2025 Task 3: Token-Level Self-Consistency for Hallucination Detection SemEval 2025 Value Portrait: Assessing Language Models’ Values through Psychometrically and Ecologically Valid Items ACL 2025 Variance Sensitivity Induces Attention Entropy Collapse and Instability in Transformers EMNLP 2025 VCR: A “Cone of Experience” Driven Synthetic Data Generation Framework for Mathematical Reasoning AAAI 2025 VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning EMNLP 2025 VELA: An LLM-Hybrid-as-a-Judge Approach for Evaluating Long Image Captions EMNLP 2025 Vela: Scalable Embeddings with Voice Large Language Models for Multimodal Retrieval Interspeech 2025 Velocitune: A Velocity-based Dynamic Domain Reweighting Method for Continual Pre-training ACL 2025 Veracity: An Open-Source AI Fact-Checking System IJCAI 2025 VerbaNexAI at SemEval-2025 Task 3: Fact Retrieval with Google Snippets for LLM Context Filtering to identify Hallucinations SemEval 2025 VeriFastScore: Speeding up long-form factuality evaluation EMNLP 2025 Verifiable Format Control for Large Language Model Generations NAACL 2025 VerifiAgent: a Unified Verification Agent in Language Model Reasoning EMNLP 2025 VerIF: Verification Engineering for Reinforcement Learning in Instruction Following EMNLP 2025 VeriLocc: End-to-End Cross-Architecture Register Allocation via LLM EMNLP 2025 VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs EMNLP 2025 VG-TVP: Multimodal Procedural Planning via Visually Grounded Text-Video Prompting AAAI 2025 VidComposition: Can MLLMs Analyze Compositions in Compiled Videos? CVPR 2025 Video-3D LLM: Learning Position-Aware Video Representation for 3D Scene Understanding CVPR 2025 VideoAutoArena: An Automated Arena for Evaluating Large Multimodal Models in Video Analysis through User Simulation CVPR 2025 VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM CVPR 2025 VideoSetDiff: Identifying and Reasoning Similarities and Differences in Similar Videos ICCV 2025 Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding CVPR 2025