Text summarization is the process of creating concise summary of text. There are two main approaches to summarization namely extractive and abstractive method. Most of the system summaries use extractive method. Amongst few abstractive models available there are two models namely sequence to sequence and LSTM bidirectional model. In this work,we compare the performance of above two models using ROUGE and BLEU score on Amazon reviews and CNN news dataset.