Evaluation

SlideGuard: AI-Driven Evaluation of Graduate Student Presentation Materials ACL 2026 SLVMEval: Synthetic Meta Evaluation Benchmark for Text-to-Long Video Generation CVPR 2026 SMART: Evaluating LLMs’ Mathematical Reasoning via a Human Cognitive Process-Inspired Benchmark ACL 2026 SO-Bench: A Structural Output Evaluation of Multimodal LLM CVPR 2026 SPAGBias: Uncovering and Tracing Structured Spatial Gender Bias in Large Language Models ACL 2026 SpatiaLQA: A Benchmark for Evaluating Spatial Logical Reasoning in Vision-Language Models CVPR 2026 SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence CVPR 2026 SpatialTree: How Spatial Intelligence Branches Out in MLLMs CVPR 2026 SpeakerSleuth: Can Large Audio-Language Models Judge Speaker Consistency across Multi-turn Dialogues? ACL 2026 SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation ACL 2026 SPENCE: A Syntactic Probe for Detecting Contamination in NL2SQL Benchmarks ACL 2026 Spot The Ball: A Benchmark for Visual Social Inference CVPR 2026 Stable-RAG: Mitigating Retrieval-Permutation-Induced Hallucinations in Retrieval-Augmented Generation ACL 2026 StratMem-Bench: Evaluating Strategic Memory Use in Virtual Character Conversation Beyond Factual Recall ACL 2026 SubTokenTest: A Practical Benchmark for Real-World Sub-token Understanding ACL 2026 SURE or Not? Investigating Semantic Understanding in Dense Retrieval Models ACL 2026 SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark CVPR 2026 SVHalluc: Benchmarking Speech-Vision Hallucination in Audio-Visual Large Language Models CVPR 2026 Sycophants in the Courtroom: Are LLMs Fragile to Juridical Authority and Evolving Legal Standards? ACL 2026 TaxPraBen: A Scalable Benchmark for Structured Evaluation of LLMs in Chinese Real-World Tax Practice ACL 2026 Tears or Cheers? Benchmarking LLMs via Culturally Elicited Distinct Affective Responses ACL 2026 Temporal Leakage in Search-Engine Date-Filtered Web Retrieval: A Retrospective Forecasting Case Study ACL 2026 Test of Time: Rethinking Temporal Signal of Benchmark Contamination ACL 2026 Test-Time Reasoners Are Strategic Multiple-Choice Test-Takers ACL 2026 The Confident Liar: Diagnosing Multi-Agent Debate with Log-Probabilities and LLM-as-Judge ACL 2026