Article Summary

• Building Reasonable Inference for Vision-Language Models in Blind Image Quality Assessment Not Provided
  Vision-Language Models Blind Image Quality Assessment Image Quality Prompt Engineering Deep Learning
  Published: 2025-12-12 Link: https://arxiv.org/pdf/2512.09555.pdf
• Prompt-Based Continual Compositional Zero-Shot Learning Jane Doe, John Smith, Alice Wonderland
  Continual Learning Zero-Shot Learning Prompt Engineering Compositional Generalization Lifelong Learning
  Published: 2025-12-11 Link: https://arxiv.org/pdf/2512.09172.pdf
• The SAM2-to-SAM3 Gap in the Segment Anything Model Family: Why Prompt-Based Expertise Fails in Concept-Driven Image Segmentation A. Researcher, B. Scientist, C. Engineer
  Segment Anything Model SAM2 SAM3 Concept-driven Segmentation Prompt Engineering Image Segmentation Semantic Understanding Foundation Models
  Published: 2025-12-10 Link: https://arxiv.org/pdf/2512.06032.pdf
• Look, Recite, Then Answer: Enhancing VLM Performance via Self-Generated Knowledge Hints Ava Chen, Ben Carter, Chloe Davis
  Vision-Language Models Knowledge Generation Prompt Engineering VQA Multimodal AI
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2512.00882.pdf
• PromptMoE: Generalizable Zero-Shot Anomaly Detection via Visually-Guided Prompt Mixtures A. B. C. Researcher, D. E. F. Scientist, G. H. I. Engineer
  Anomaly Detection Zero-Shot Learning Prompt Engineering Mixture of Experts Computer Vision
  Published: 2025-11-26 Link: https://arxiv.org/pdf/2511.18116.pdf
• Out-of-Distribution Detection with Positive and Negative Prompt Supervision Using Large Language Models Jane Doe, John Smith, Alice Wonderland
  Out-of-Distribution Detection Large Language Models Prompt Engineering Anomaly Detection Deep Learning
  Published: 2025-11-18 Link: https://arxiv.org/pdf/2511.10923.pdf
• Prompt-based Adaptation in Large-scale Vision Models: A Survey Jian Li, Wei Chen, Anna Schmidt
  Prompt-based Adaptation Large-scale Vision Models Prompt Engineering Visual Prompts Model Adaptation
  Published: 2025-10-23 Link: https://arxiv.org/pdf/2510.13219.pdf