With　the　rapid　development　of　deep　learning　technology,　CNN　and　LSTM　have　become　two　of　the　most　popular　neural　networks.　This　paper　combines　CNN　and　LSTM　or　its　variant　and　makes　a　slight　change.　It　proposes　a　text　classification　model　named　NA-CNN-LSTM　or　NA-CNN-COIF-LSTM,　which　has　no　activation　function　in　CNN.　The　experimental　results　on　the　subjective　and　objective　text　categorization　dataset　[1]　show　that　the　proposed　model　has　better　performance　than　the　standard　CNN　or　LSTM.　©　2019　IEEE.