Hello Abhishek,
The dimensions of any document are NumSentences X NumWords_in_a_sentence X EmbeddingLengthForWord
I would recommend you going through some of the examples out there w.r.t to processing sentences using LSTM. The following can be helpful
LSTM Tagger 6