Also, with today's machines, factories have significantly increased their production.

significantly 是形容词 significant 的副词形式，由 significant（重要的、显著的）加上副词后缀 -ly 构成，表示"显著地、明显地"。 在句中修饰动词 increased，说明产量增加的幅度很大。