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Current AI agents struggle with long-horizon professional tasks, achieving only 30% success in complex GUI workflows, revealing critical gaps in their capabilities.
Video codecs can slash LLM perplexity by over 1.5x while boosting task accuracy by 21%, revolutionizing model compression strategies.
Achieve zero-shot remote sensing image segmentation by cleverly fusing MLLM reasoning with geometric refinement, sidestepping the need for costly training data.