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Shrinkage Bias in E2M1 formats could be the hidden culprit behind training instability in LLMs, but uniform grids like E1M2/INT4 offer a robust solution.
Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.
By injecting 3D structural awareness into 2D representations, GeoLink achieves remarkable gains in cross-view geo-localization generalization, even in challenging unseen domains and weather conditions.
ICU risk prediction gets a shot in the arm with MATA-Former, which uses medical knowledge to guide attention and outperforms existing methods on two datasets.