1. Connotation: The connotation of multi-party cooperation in China is that China is the ruling party and the democratic parties are participating parties under the leadership of China.

2. Significance: China's multi-party cooperation is an important form of promoting socialist democracy, which is conducive to reflecting public opinion, concentrating people's wisdom, promoting scientific and democratic decision-making, coordinating relations, resolving contradictions and maintaining social stability and harmony.