# Efficient Computation

Falcon-H1 is an efficient hybrid architecture language model developed by TII, combining the strengths of Transformers and Mamba architectures, supporting English and multilingual tasks.

The Linglong Linear Preview is a hybrid linear sparse large language model open-sourced by InclusionAI, with a total of 17.1B parameters and 3.0B activated parameters. This model implements long-text reasoning based on a hybrid linear attention mechanism, achieving near-linear computational complexity and near-constant space complexity during inference.

Kanana is a bilingual (Korean/English) language model series developed by Kakao, excelling in Korean tasks while remaining competitive in English tasks, significantly reducing computational costs compared to models of similar scale.