Evaluation

Beyond Ranking: Fine-Grained Diagnostics and Self-Improvement for MLLMs ACL 2026 Beyond Self-Report: Bridging the Intention-Behavior Gap in Critical Thinking Assessment via Interpretable Multi-Agent System ACL 2026 Beyond Single Images: A Comprehensive Benchmark for Album-Level Vision-Language Understanding CVPR 2026 Beyond Single-shot Writing: Deep Research Agents are Unreliable at Multi-turn Report Revision ACL 2026 Beyond Single View: A Comprehensive Benchmark for Medical Multimodal Large Language Models on Multi-Image Understanding ACL 2026 Beyond Single-View Sufficiency: CVBench for Cross-View Human Understanding CVPR 2026 Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation ACL 2026 Beyond the Global Scores: Fine-Grained Token Grounding as a Robust Detector of LVLM Hallucinations CVPR 2026 Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning ACL 2026 Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models ACL 2026 Beyond Timestamps: Bridging Forward and Backward Reasoning in Temporal Numerical and Relational Understanding ACL 2026 Beyond Top Activations: Efficient and Reliable Crowdsourced Evaluation of Automated Interpretability CVPR 2026 Beyond Value Benchmarks: Measuring Value-Structure Alignment in Large Language Models via Symmetric Q-Sorts ACL 2026 Bloom-Eval: A Hierarchical Evaluation Benchmark for Automatic Survey Generation Based on Bloom’s Taxonomy ACL 2026 BoYaEval: Evaluating Multimodal Large Language Models on Understanding Ancient Chinese Musical Scores ACL 2026 Bridging the Perception Gap in Image Super-Resolution Evaluation CVPR 2026 BrowseComp-Plus: A Fair and Disentangled Evaluation Benchmark for Deep Search Agents ACL 2026 C2: Scalable Rubric-Augmented Reward Modeling from Binary Preferences ACL 2026 Calibration vs Decision Making: Revisiting the Reliability Paradox in Unlearned Language Models ACL 2026 Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Future ACL 2026 Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams ACL 2026 Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data ACL 2026 Can LLMs Act as Historians? Evaluating Historical Research Capabilities of LLMs via the Chinese Imperial Examination ACL 2026 Can LLMs Estimate Cognitive Complexity of Reading Comprehension Items? ACL 2026 CapNav: Benchmarking Vision Language Models on Capability-conditioned Indoor Navigation CVPR 2026