I don’t mean to bother you @ptrblck , as you seem very active through the board, and i commend you for all your dedication to helping out others here, but can you point me in the right direction on how to fix this issue?
I’ll explain a bit better the finality of the NN:

Feed it with a sentence (encoded) : [ 123,412,0,0,0,0,0,0,0,0]  (Size 10, padded with zeroes)
Get a classification (numerical) for each sentence in the batch : 3 (3 corresponds to show_menu)

If rules allow it, i’ll be more than willing to pay to anyone who can help me solve the issue or donate to any cause of their choice