Solved by Mazhar_Shaikh in post #2 
              
              
                Depending on what constraints you have on the dependence between sentences, you could have 

Independent sentences: Each sentence modeled individually. (batch_size*num_sentences, sentence, embeddings)
Independent paragraphs: Each paragraph(sequence of sentences) modeled independently. (batch_size, n…