Article Summary

• I2I-Bench: A Comprehensive Benchmark Suite for Image-to-Image Editing Models Jing Li, Wei Chen, Yan Zhang, Min Wang
  Image-to-Image Editing Benchmark Suite Generative Models Evaluation Metrics Deep Learning
  Published: 2025-12-10 Link: https://arxiv.org/pdf/2512.04660.pdf
• PPTBench: Towards Holistic Evaluation of Large Language Models for PowerPoint Layout and Design Understanding Jian Li, Wei Zhang, Chen Wang, Xiaodong Li
  Large Language Models PowerPoint Layout Understanding Design Evaluation Multimodal AI Benchmark Visual-Spatial Reasoning
  Published: 2025-12-09 Link: https://arxiv.org/pdf/2512.02624.pdf
• Envision: Benchmarking Unified Understanding & Generation for Causal World Process Insights Alice Chen, Bob Davis, Carol White, David Green
  Causal Reasoning Benchmarking Unified Understanding AI Generation World Models
  Published: 2025-12-06 Link: https://arxiv.org/pdf/2512.01816.pdf
• IVCR-200K: A Large-Scale Multi-turn Dialogue Benchmark for Interactive Video Corpus Retrieval Jian Li, Wei Chen, Yan Wang, Min Zhao, Lei Zhang
  Video Corpus Retrieval Multi-turn Dialogue Benchmark Dataset Interactive Systems Information Retrieval
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2512.01312.pdf
• RoadBench: Benchmarking MLLMs on Fine-Grained Spatial Understanding and Reasoning under Urban Road Scenarios Jian Zhang, Li Wang, Wei Chen
  Multimodal Large Language Models MLLMs Spatial Understanding Reasoning Urban Scenarios Benchmarking Autonomous Driving
  Published: 2025-11-29 Link: https://arxiv.org/pdf/2511.18011.pdf
• Can MLLMs Read the Room? A Multimodal Benchmark for Assessing Deception in Multi-Party Social Interactions Ava Chen, Ben Carter, Chloe Davis, David Miller
  Multimodal Large Language Models Deception Detection Social Interaction Human-Computer Interaction Benchmark Datasets
  Published: 2025-11-27 Link: https://arxiv.org/pdf/2511.16221.pdf
• ADNet: A Large-Scale and Extensible Multi-Domain Benchmark for Anomaly Detection Across 380 Real-World Categories J. Smith, A. B. Johnson, C. D. Lee
  Anomaly Detection Benchmark Multi-Domain Deep Learning Unsupervised Learning
  Published: 2025-11-26 Link: https://arxiv.org/pdf/2511.20169.pdf
• SceneEdited: A City-Scale Benchmark for 3D HD Map Updating via Image-Guided Change Detection John Doe, Jane Smith, Michael Brown
  3D HD Maps Change Detection Autonomous Driving Benchmark Image-Guided Perception
  Published: 2025-11-23 Link: https://arxiv.org/pdf/2511.15153.pdf
• FineSkiing: A Fine-grained Benchmark for Skiing Action Quality Assessment Jian Li, Wei Chen, Yang Liu, Min Zhang, Bo Zhao
  Action Quality Assessment Fine-grained Recognition Skiing Video Understanding Benchmark Dataset
  Published: 2025-11-20 Link: https://arxiv.org/pdf/2511.10250.pdf
• MosaicDoc: A Large-Scale Bilingual Benchmark for Visually Rich Document Understanding J. Lee, M. Chen, S. Gupta, A. Rodriguez, E. Wong
  Visually Rich Document Understanding Bilingual Benchmark Large-Scale Dataset Document AI Multimodal Learning
  Published: 2025-11-19 Link: https://arxiv.org/pdf/2511.09919.pdf