Large Language Models

Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding CVPR 2025 VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding CVPR 2025 VISA: Retrieval Augmented Generation with Visual Source Attribution ACL 2025 VisionArena: 230k Real World User-VLM Conversations with Preference Labels CVPR 2025 VisiPruner: Decoding Discontinuous Cross-Modal Dynamics for Efficient Multimodal LLMs EMNLP 2025 VisNumBench: Evaluating Number Sense of Multimodal Large Language Models ICCV 2025 Visual Textualization for Image Prompted Object Detection ICCV 2025 VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary CVPR 2025 VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models ICCV 2025 V-Oracle: Making Progressive Reasoning in Deciphering Oracle Bones for You and Me ACL 2025 Watermarking Large Language Models: An Unbiased and Low-risk Method ACL 2025 WebEvolver: Enhancing Web Agent Self-Improvement with Co-evolving World Model EMNLP 2025 Weight-based Analysis of Detokenization in Language Models: Understanding the First Stage of Inference Without Inference NAACL 2025 WEPO: Web Element Preference Optimization for LLM-based Web Navigation AAAI 2025 WeQA: A Benchmark for Retrieval Augmented Generation in Wind Energy Domain ACL 2025 WETBench: A Benchmark for Detecting Task-Specific Machine-Generated Text on Wikipedia ACL 2025 What to Predict? Exploring How Sentence Structure Influences Contrast Predictions in Humans and Large Language Models NAACL 2025 When Men Bite Dogs: Testing Good-Enough Parsing in Turkish with Humans and Large Language Models NAACL 2025 When to Speak, When to Abstain: Contrastive Decoding with Abstention ACL 2025 Which Demographics do LLMs Default to During Annotation? ACL 2025 Who Writes What: Unveiling the Impact of Author Roles on AI-generated Text Detection ACL 2025 Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025 Why Are Positional Encodings Nonessential for Deep Autoregressive Transformers? A Petroglyph Revisited ACL 2025 WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild? EMNLP 2025 Winning ClimateCheck: A Multi-Stage System with BM25, BGE-Reranker Ensembles, and LLM-based Analysis for Scientific Abstract Retrieval ACL 2025