External information enhancing topic model based on graph neural network

Jie Song, Xiaoling Lu, Jingya Hong, Feifei Wang

Abstract: Highlights•We enhance topic modeling for short texts by using graph neural network.•We define various edge types among short texts, long texts, and words within them.•An attention mechanism is introduced to assess the impact of information.•Model superiority is empirically validated in various down streaming tasks.