After this coaching phase, DeepSeek refined the mannequin by combining it with other supervised coaching strategies to shine it and create the ultimate version of R1, which retains this part whereas including consistency and refinement. Core parts of NSA: • Dynamic hierarchical sparse strategy • Coarse-grained token compression • Fine-grained token choice