sentence1: from the external corpora , our new models produce significant improvements on topic coherence , document clustering and document classification tasks , especially on datasets with few or short documents .
sentence2: meanwhile , document clustering and document classification results show that our models improve the document-topic assignments compared to the baseline models , especially on datasets with few or short documents .