Evaluation

ELV-Halluc: Benchmarking Semantic Aggregation Hallucinations in Video Understanding CVPR 2026 EMMA: Concept Erasure Benchmark with Comprehensive Semantic Metrics and Diverse Categories CVPR 2026 EmoHarbor: Evaluating Personalized Emotional Support by Simulating the User’s Internal World ACL 2026 ENC-Bench: A Benchmark for Evaluating Multimodal Large Language Models in Electronic Navigational Chart Understanding CVPR 2026 Evaluating Generative Models via One-Dimensional Code Distributions CVPR 2026 Evaluating Language Model Pluralism through In-the-wild Crowd Discussions ACL 2026 Evaluating LLMs on Large-Scale Graph Property Estimation via Random Walks ACL 2026 Evaluating Robustness of Large Language Models Against Multilingual Typographical Errors ACL 2026 Evaluating Temporal Consistency in Multi-Turn Language Models ACL 2026 Evaluating the Expressive Appropriateness of Speech in Rich Contexts ACL 2026 Evaluating Visual Narrative Coherence in Story Visualization via Diversified Storylines ACL 2026 EVM-QuestBench: An Execution-Grounded Benchmark for Natural-Language Transaction Code Generation ACL 2026 EvolvR: Self-Evolving Pairwise Reasoning for Story Evaluation to Enhance Generation ACL 2026 Experiments or Outcomes? Probing Scientific Feasibility in Large Language Models ACL 2026 Explain the Synth: Interpretable Evaluation of LLM Data Synthesis ACL 2026 Exposing and Evaluating Hallucinations for GUI Grounding CVPR 2026 FactVerse: A Benchmark for Factual Consistency in Interleaved Image–Text Generation ACL 2026 FailureAtlas: Mapping the Failure Landscape of T2I Models via Active Exploration CVPR 2026 FAIRGAMER: Evaluating Social Biases in LLM-Based Video Game NPCs ACL 2026 Feeling Rules in Language Models: Mapping Norms of Emotional Appropriateness Across Roles, Institutions, and Intensity ACL 2026 FinCall-Surprise: A Large Scale Multi-modal Benchmark for Earning Surprise Prediction ACL 2026 FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models ACL 2026 Fine-Grained Multi Image Object Hallucination Benchmark CVPR 2026 FINER: MLLMs Hallucinate under Fine-grained Negative Queries CVPR 2026 Flat-Pack Bench: Evaluating Spatio-Temporal Understanding in Large Vision-Language Models through Furniture Assembly CVPR 2026