Evaluation

MPR-GUI: Benchmarking and Enhancing Multilingual Perception and Reasoning in GUI Agents ACL 2026 MTAVG-Bench: A Diagnostic Benchmark for Multi-Talker Dialogue-Centric Audio-Video Generation ACL 2026 MTR-Bench: A Comprehensive Benchmark for Multi-Turn Reasoning Evaluation ACL 2026 MTR-Suite: A Framework for Evaluating and Synthesizing Conversational Retrieval Benchmarks ACL 2026 MultiBanana: A Challenging Benchmark for Multi-Reference Text-to-Image Generation CVPR 2026 Multi-Constraint State Tracking with Negation: A Diagnostic Benchmark for LLM World Modeling ACL 2026 Multi-Crit: Benchmarking Multimodal Judges on Pluralistic Criteria-Following CVPR 2026 MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application ACL 2026 Multimodal RewardBench 2: Evaluating Omni Reward Models for Interleaved Text and Image CVPR 2026 Multimodal Safety Evaluation in Generative Agent Social Simulations ACL 2026 Musical Score Understanding Benchmark: Evaluating Large Language Models’ Comprehension of Complete Musical Scores ACL 2026 Neo-Classic: A Benchmark for Evaluating Linguistic-Aesthetic Reasoning in Classical Chinese Poetry ACL 2026 N-GLARE: An Non-Generative Latent Representation-Efficient LLM Safety Evaluator ACL 2026 Now They See It, Now They Don’t: Multimodal Reward Models Exhibit Unreliability in Physical World Constraints CoNLL 2026 OctoBench: Benchmarking Scaffold-Aware Instruction Following in Repository-Grounded Agentic Coding ACL 2026 OddGridBench: Exposing the Lack of Fine-Grained Visual Discrepancy Sensitivity in Multimodal Large Language Models CVPR 2026 OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Models ACL 2026 OmniBrainBench: A Comprehensive Multimodal Benchmark for Brain Imaging Analysis Across Multi-stage Clinical Tasks CVPR 2026 OmniGround: A Comprehensive Spatio-Temporal Grounding Benchmark for Real-World Complex Scenarios CVPR 2026 Omni-I2C: A Holistic Benchmark for High-Fidelity Image-to-Code Generation ACL 2026 Omni IIE Bench: Benchmarking the Practical Capabilities of Image Editing Models CVPR 2026 Omni-RewardBench: Toward a Comprehensive Evaluation of Generative Reward Models Across Modalities ACL 2026 One Battle After Another: Probing LLMs’ Limits on Multi-Turn Instruction Following with a Benchmark Evolving Framework ACL 2026 OPeRA: A Dataset of Observation, Persona, Rationale, and Action for Evaluating LLMs on Human Online Shopping Behavior Simulation ACL 2026 ORBIT: Benchmarking SfM in the Wild with 360deg Video CVPR 2026