Lstm binary text classification model same prediction

[agasheaditya (Aditya Agashe)]

One more thing you can try; that is applying nonlinear activations over linear layers. Here is the discussion which can be helpful.

Link: Loss does not change and weights remain zero - #6 by ptrblck