Evaluation

UltraEval-Audio: A Unified Framework for Comprehensive Evaluation of Audio Foundation Models ACL 2026 Understanding LLM Performance Degradation in Multi-Instance Processing: The Roles of Instance Count and Context Length ACL 2026 Understanding Task Transfer in Vision-Language Models CVPR 2026 UNICBench: UNIfied Counting Benchmark for MLLM CVPR 2026 UnicEdit-10M: A Dataset and Benchmark Breaking the Scale-Quality Barrier via Unified Verification for Reasoning-Enriched Edits CVPR 2026 UniDataBench: Evaluating Data Analytics Agents Across Structured and Unstructured Data ACL 2026 UniM: A Unified Any-to-Any Interleaved Multimodal Benchmark CVPR 2026 Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark ACL 2026 UniSRM: A Unified Speech Reward Model for Reasoning-Based Fine-grained Assessment ACL 2026 UniVBench: Towards Unified Evaluation for Video Foundation Models CVPR 2026 UrbanGeoEval: A City-Scale Benchmark for Evaluating Large Language Models in Geospatial Reasoning ACL 2026 USB: A COMPREHENSIVE AND UNIFIED SAFETY EVALUATION BENCHMARK FOR MULTIMODAL LARGE LANGUAGE MODELS ACL 2026 VABench: A Comprehensive Benchmark for Audio-Video Generation CVPR 2026 Valid Survey Simulations with Limited Human Data: The Roles of Prompting, Fine-Tuning, and Rectification ACL 2026 VeriTaS: The First Dynamic Benchmark for Multimodal Automated Fact-Checking ACL 2026 VGA-Bench: A Unified Benchmark and Multi-Model Framework for Video Aesthetics and Generation Quality Evaluation CVPR 2026 v-HUB: A Benchmark for Video Humor Understanding from Vision and Sound ACL 2026 Video-MMMU: Evaluating Knowledge Acquisition from Multidisciplinary Professional Videos ACL 2026 ViDoRe V3: A Comprehensive Evaluation of Retrieval Augmented Generation in Complex Real-World Scenarios ACL 2026 VIGNETTE: Socially Grounded Bias Evaluation for Vision-Language Models ACL 2026 VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning ACL 2026 VisionDirector: Vision-Language Guided Closed-Loop Refinement for Generative Image Synthesis CVPR 2026 VisRes Bench: On Evaluating the Visual Reasoning Capabilities of VLMs CVPR 2026 VISTA: Verification In Sequential Turn-based Assessment ACL 2026 ViStoryBench: Comprehensive Benchmark Suite for Story Visualization CVPR 2026