Before revision:  Extensive experiments show that our framework significantly outperforms several state-of-the-art models in terms of both topic quality and document representations .
After revision:  Extensive experiments show that our framework significantly outperforms several state-of-the-art NTMs on discovering more coherent and diverse topics and deriving better document representations for both regular and short texts .