InfoQ 中文T2·78 pts
- Ling-3.1-flash utilizes a hybrid linear architecture to achieve efficient inference with only 25B active parameters out of 560B total.
- The model natively supports a 1M context window, enhancing its ability to handle long documents, codebases, and complex multi-turn interactions.
- It achieves high scores across office, medical, and software engineering benchmarks, emphasizing 'real-world usability' over leaderboard chasing.