video processing

"Experimental results show that Qwen2.5, when augmented with the ELLMPEG framework, achieves an average command-generation accuracy of 78 % with zero recurring API cost, outperforming all other open-source models across both the FFmpeg and VVenC datasets."

""Show me the video and create a list!" is now a reality."

"The article acknowledges that factors such as low resolution videos, compressed videos for SNS use, and AI-generated videos with imperfect details are challenges that limit video quality."

"The article is from ArXiv, indicating peer review or pre-print status."

"The research focuses on adaptive tool-use for image and video tasks."