At the prestigious ACL 2025 Awards Ceremony, a paper co-authored by Liang Wenfeng of DeepSeek, alongside collaborators from Peking University, emerged victorious, claiming the Best Paper Award. The groundbreaking work introduces the Native Sparse Attention (NSA) mechanism, which revolutionizes the processing of long texts by boosting speeds an impressive 11-fold through a synergistic combination of algorithmic and hardware optimizations. This innovative approach surpasses traditional full attention models, setting a new benchmark in the field.