The introduction of third-party evaluation system and the implementation of third-party evaluation system in poverty alleviation is a major innovation in the targeted poverty alleviation work in our country. In order to improve the third-party evaluation mechanism, further improve the efficiency of third-party evaluation, and enhance the effectiveness of targeted poverty alleviation, this paper analyzes and summarizes the main problems existing in the current third-party evaluation practice. In view of the related problems, this paper puts forward the corresponding policy recommendations, which are believed to play a positive role in further promoting the development and improvement of the third-party evaluation of getting rid of poverty.