Article Summary

• 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
• When Better Teachers Don't Make Better Students: Revisiting Knowledge Distillation for CLIP Models in VQA Jian Li, Wei Chen, Xiao Wang
  Knowledge Distillation CLIP VQA Model Compression Teacher-Student Learning
  Published: 2025-11-30 Link: https://arxiv.org/pdf/2511.17886.pdf
• ARIAL: An Agentic Framework for Document VQA with Precise Answer Localization Jia Li, Wei Chen, Bing Xu, Xiaofeng Wang
  Document VQA Agentic AI Large Language Models Answer Localization Multimodal AI
  Published: 2025-11-25 Link: https://arxiv.org/pdf/2511.18192.pdf
• When Better Teachers Don't Make Better Students: Revisiting Knowledge Distillation for CLIP Models in VQA Ava Sharma, Benjamin Chen, Chloe Davis, David Lee
  Knowledge Distillation CLIP Visual Question Answering (VQA) Teacher-Student Learning Multi-modal AI
  Published: 2025-11-25 Link: https://arxiv.org/pdf/2511.17886.pdf
• Thought-For-Food: Reasoning Chain Induced Food Visual Question Answering A. B. Coder, D. E. F. Writer, G. H. I. Editor
  Food VQA Visual Question Answering Reasoning Chains Multimodal AI Food Recognition
  Published: 2025-11-10 Link: https://arxiv.org/pdf/2511.01213.pdf
• NovisVQ: A Streaming Convolutional Neural Network for No-Reference Opinion-Unaware Frame Quality Assessment Jian Li, Sarah Chen, David Wong
  No-Reference VQA Streaming CNN Video Quality Assessment Opinion-Unaware Frame Quality
  Published: 2025-11-09 Link: https://arxiv.org/pdf/2511.04628.pdf