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Most automatic speech recognition (ASR) systems are incapable of generating punctuation, making it difficult to read the transcribed output and less appropriate for tasks such as dictation. This paper introduces a procedure to automatically insert punctuation into unpunctuated sentences by using a bidirectional recurrent neural network with attention mechanism and Part-of-Speech (POS) Tags. Using...