The output of the Bidirectional RNN will be, by default, the concatenation of the forward layer output and the backward layer output. If you need a different merging behavior, e.g. concatenation, change the merge_mode parameter in the Bidirectional wrapper constructor. For more details about Bidirectional, please check the API docs.