Evaluation

VisualOverload: Probing Visual Understanding of VLMs in Really Dense Scenes CVPR 2026 Visual Personalization Turing Test CVPR 2026 VKG-QA: Visual Knowledge Graph-based Question Answer for Large Multimodal Models CVPR 2026 VLN-MME: Diagnosing MLLMs as Language-guided Visual Navigation Agents ACL 2026 VL-RouterBench: A Benchmark for Vision-Language Model Routing CVPR 2026 VS-Bench: Evaluating VLMs for Strategic Abilities in Multi-Agent Environments CVPR 2026 WebCoderBench: Benchmarking Web Application Generation with Comprehensive and Interpretable Evaluation Metrics ACL 2026 What About the Scene With the Hitler Reference? HAUNT: A Framework to Probe LLMs’ Self-consistency in Closed Domains Via Adversarial Nudge ACL 2026 What Is the Optimal Ranking Score Between Precision and Recall? We Can Always Find It and It Is Rarely F1 CVPR 2026 What Moves the Pareto Frontier in Tool-Using Agents? A Compute-Aware Study of ReAct Variants ACL 2026 What Question Did You Answer? Refining Contact Center Evaluation Plans via Backward Questions ACL 2026 When Benchmarks Leak: Inference-Time Decontamination for LLMs ACL 2026 When Bigger Isn’t Better: A Comprehensive Fairness Evaluation of Political Bias in Multi-News Summarisation ACL 2026 When KV Cache Reuse Fails in Multi-Agent Systems: Cross-Candidate Interaction is Crucial for LLM Judges ACL 2026 When LLMs Read Tables Carelessly: Measuring and Reducing Data Referencing Errors ACL 2026 When More Words Say Less: Decoupling Length and Specificity in Image Description Evaluation ACL 2026 When Personalization Tricks Detectors: The Feature-Inversion Trap in Machine-Generated Text Detection ACL 2026 When Robots Should Say ''I Don't Know'': Benchmarking Abstention in Embodied Question Answering CVPR 2026 When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs ACL 2026 When Vision-Language Models Judge Without Seeing: Exposing Informativeness Bias ACL 2026 When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought CVPR 2026 Where the Cat Sat: A Multilingual Framework for Spatial Language Understanding ACL 2026 Who Generates More Empathetic Responses—Humans or LLMs? A Comparative Evaluation with Human and LLM Judges CoNLL 2026 Who Guards the Guardians? The Challenges of Evaluating Identifiability of Learned Representations UAI 2026 Whose Facts Win? LLM Source Preferences under Knowledge Conflicts ACL 2026