Evaluation

Diagnosing Spatial Consistency across Perspectives and Viewpoints in Large Vision-Language Models ACL 2026 DIAGRAMS : A Review Framework for Reasoning-Level Attribution in Diagram QA ACL 2026 DialDefer: A Framework for Detecting and Mitigating LLM Dialogic Deference ACL 2026 Differences That Matter: Auditing Models for Capability Gap Discovery and Rectification CVPR 2026 Diffusion Probe: Generated Image Result Prediction Using CNN Probes CVPR 2026 DiGraphHal-Bench: Evaluating Multimodal Large Language Models on Complex Directed Graphs CVPR 2026 DiningBench: A Hierarchical Multi-view Benchmark for Perception and Reasoning in the Dietary Domain ACL 2026 Diversity in Unity, Theory in Practice: Hierarchical Multitask Benchmarks for Chinese Minority Languages ACL 2026 Do LLMs Capture Embodied Cognition and Cultural Variation? Cross-Linguistic Evidence from Demonstratives ACL 2026 Do LLMs Really Memorize Personally Identifiable Information? Revisiting PII Leakage with a Cue-Controlled Memorization Framework ACL 2026 Do MLLMs Capture How Interfaces Guide User Behavior? A Benchmark for Multimodal UI/UX Design Understanding ACL 2026 Do Vision-Language Models Measure Up? Benchmarking Visual Measurement Reading with MeasureBench CVPR 2026 Do VLMs Perceive or Recall? Probing Visual Perception vs. Memory with Classic Visual Illusions CVPR 2026 DR-Arena: an Automated Evaluation Framework for Deep Research Agents ACL 2026 DREAM: Deep Research Evaluation with Agentic Metrics ACL 2026 DRInQ: Evaluating Conversational Implicature with Controlled Context Variation ACL 2026 E-comIQ-ZH: A Human-Aligned Dataset and Benchmark for Fine-Grained Evaluation of E-commerce Posters with Chain-of-Thought CVPR 2026 EduBench: A Comprehensive Benchmarking Dataset for Evaluating Large Language Models in Diverse Educational Scenarios ACL 2026 EduDiag: A Benchmark for Educational Diagnostic Reasoning with Error Tracing and Correction on Large Multimodal Models CVPR 2026 Effects of Collaboration on the Performance of Interactive Theme Discovery Systems ACL 2026 Efficient Agent Evaluation via Diversity-Guided User Simulation ACL 2026 Ego2Web: A Web Agent Benchmark Grounded in Egocentric Videos CVPR 2026 EgoProx: Evaluating MLLMs on Egocentric 3D Proximity Reasoning Across a Cognitive Hierarchy CVPR 2026 EgoSound: Benchmarking Sound Understanding in Egocentric Videos CVPR 2026 EIFFEL: a novel benchmark to measure bias of English heavy training on French idiomatic expressions ACL 2026