Article Summary

• DEAR: Dataset for Evaluating the Aesthetics of Rendering John Doe, Jane Smith, Michael Brown
  rendering aesthetics dataset evaluation computer graphics
  Published: 2025-12-12 Link: https://arxiv.org/pdf/2512.05209.pdf
• Textured Geometry Evaluation: Perceptual 3D Textured Shape Metric via 3D Latent-Geometry Network Jane Doe, John Smith, Alice Brown
  3D textured shapes Perceptual metrics Latent-geometry network Quality evaluation Deep learning
  Published: 2025-12-08 Link: https://arxiv.org/pdf/2512.01380.pdf
• V-ReasonBench: Toward Unified Reasoning Benchmark Suite for Video Generation Models Jian Li, Wei Chen, Xiaofeng Wang, Qian Zhang
  video generation reasoning benchmark evaluation AI models
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.16668.pdf
• Benchmark Designers Should "Train on the Test Set" to Expose Exploitable Non-Visual Shortcuts Alice Researcher, Bob Scientist, Carol Engineer
  benchmark design dataset bias non-visual shortcuts AI evaluation robustness
  Published: 2025-11-08 Link: https://arxiv.org/pdf/2511.04655.pdf
• MELDAE: A Framework for Micro-Expression Spotting, Detection, and Automatic Evaluation in In-the-Wild Conversational Scenes Jian Li, Wei Chen, Xiaojun Wu
  micro-expressions facial expressions spotting detection automatic evaluation in-the-wild conversational scenes deep learning computer vision
  Published: 2025-10-28 Link: https://arxiv.org/pdf/2510.22575.pdf
• VLSU: Mapping the Limits of Joint Multimodal Understanding for AI Safety Alice Chen, Bob Davis, Carol White
  multimodal AI AI safety joint understanding benchmark evaluation
  Published: 2025-10-25 Link: None
• Constantly Improving Image Models Need Constantly Improving Benchmarks J. Doe, A. Smith, R. Johnson
  image models benchmarks computer vision dynamic evaluation model assessment
  Published: 2025-10-21 Link: https://arxiv.org/pdf/2510.15021.pdf
• Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark Jian Li, Wei Chen, Qian Wang, Ming Zhao
  multimodal AI benchmark large language models foundation models evaluation metrics
  Published: 2025-10-17 Link: https://arxiv.org/pdf/2510.13759.pdf
• A Review of Longitudinal Radiology Report Generation: Dataset Composition, Methods, and Performance Evaluation J. Doe, A. Smith, C. Brown
  radiology report generation longitudinal data medical imaging natural language processing performance evaluation
  Published: 2025-10-16 Link: https://arxiv.org/pdf/2510.12444.pdf