APA (7th ed.) Citation

Qiu, J., Wang, S., Chen, Z., Zhang, H., Lu, J., Li, C., & Tian, Q. (2026). Punctuation-aware Hybrid Trainable Sparse Attention for Large Language Models.

Chicago Style (17th ed.) Citation

Qiu, Junxiang, Shuo Wang, Zhengsu Chen, Hengheng Zhang, Jinda Lu, Changcheng Li, and Qi Tian. Punctuation-aware Hybrid Trainable Sparse Attention for Large Language Models. 2026.

MLA (9th ed.) Citation

Qiu, Junxiang, et al. Punctuation-aware Hybrid Trainable Sparse Attention for Large Language Models. 2026.