We presented an empirical study of Chinese base NP chunking on this corpus. First,We extracted the base noun phrase (base NP) chunking corpus from UPENN Chinese Treebank-5(CTB-5). we made an evaluation on the corpus to clarify the performance of stateof-the-art models in Chinese base NP chunking. Then we proposed two combining approaches in order to improve the performance of Chinese chunking. Finally we gave primary results on chunking with multi classifiers System.