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StreamOPD achieves near teacher-level performance in streaming video understanding without relying on memory or retrieval, reshaping the landscape of post-training techniques.
PathScale-R1 outperforms existing models in multi-scale reasoning, revealing that integrating diverse magnification levels can significantly enhance diagnostic accuracy.
A new benchmark and model reveal that even minimal cross-scale supervision can dramatically enhance pathological image interpretation.
