Evaluation

Exposing and Evaluating Hallucinations for GUI Grounding CVPR 2026 Eye Movement Features Can Predict Human Preferences on Machine-Generated Texts ACL 2026 FAVE: A Structured Benchmark for Fine-Grained Audio-Visual Temporal Evaluation in Multimodal LLMs CVPR 2026 Fine-grained Image Aesthetic Assessment: Learning Discriminative Scores from Relative Ranks CVPR 2026 GROKE: Vision-Free Navigation Instruction Evaluation via Graph Reasoning on OpenStreetMap ACL 2026 HAT: Hallucination Annotation for Translation ACL 2026 HiChunk: Evaluating and Enhancing Retrieval Augmented Generation with Hierarchical Chunking ACL 2026 HypoEval: Hypothesis-Guided Evaluation for Natural Language Generation ACL 2026 Illusions of the Gold Standard: A Large-scale Analysis of Human Evaluation Protocols for Long-form Text Generation ACL 2026 Interpretable Coreference Resolution Evaluation Using Explicit Semantics ACL 2026 Iterative Dual-Model Alignment for Story Evaluation ACL 2026 Label and Explanation Variation in LLM-Based Annotation: a Case Study in Natural Language Inference ACL 2026 LexRel: Benchmarking Legal Relation Extraction for Chinese Civil Cases ACL 2026 Linguistically-Informed Evaluation of LLMs on Acceptability Judgments in a Forced-Choice Paradigm ACL 2026 LitVISTA: A Benchmark for Narrative Orchestration in Literary Text ACL 2026 LLM as a Meta-Judge: Synthetic Data for NLP Evaluation Metric Validation ACL 2026 Macaron: Controlled, Human-Written Benchmark for Multilingual and Multicultural Reasoning via Template-Filling ACL 2026 Measuring What Matters!! Assessing Therapeutic Principles in Mental-Health Conversation ACL 2026 MediEval: A Unified Medical Benchmark for Patient-Contextual and Knowledge-Grounded Reasoning in LLMs ACL 2026 MICON-Bench: Benchmarking and Enhancing Multi-Image Context Image Generation in Unified Multimodal Models CVPR 2026 Mind the Gap: Multilingual Divide in LLM Bias Detection and Reasoning ACL 2026 MQM Re-Annotation: A Technique for Collaborative Evaluation of Machine Translation ACL 2026 Multi-Agent-as-Judge: Aligning LLM-Agent-Based Automated Evaluation with Multi-Dimensional Human Evaluation ACL 2026 Narrative License and Model Sycophancy in LLM Summaries of Scientific Work ACL 2026 OLA: Output Language Alignment in Code-Switched LLM Interactions ACL 2026