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weve seen sentence embeddings before but theyre so important its worth quickly reviewing them so there are a bunch of different ways that one can embed a sentence the simplest one is to embed each word or each byte pair encoding within the sentence and then just average those that works really well one can also take all of the hidden states of a convolutional neural net thats run over the neural net over the sentence or a recurrent neural network over the sentence and again take the average of them or often you take the maximum of them weve seen that you can take a sequence to sequence model and take the output of the first sequence the final hidden node of the sequence to sequence model that works well if the sentences arent too long and finally we will see that one of the easiest and nicest ways to embed sentences is directly do a context sensitive embedding such as bert of a special cls before every sentence will put a cls that shows up in the context of the sentence that f
