Qing Cui

Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.

Multi-format training can drastically enhance language model consistency across different answer formats, with just 30% of training data needing augmentation to achieve significant gains.