The document discusses the use of deep semantics in translation memory matching and retrieval, particularly through long short-term memory (LSTM) networks. It presents motivation metrics such as METEOR, BLEU, and TER, emphasizing the significance of results with p<0.01 related to edit-distance and LSTM match differences. The overall focus is on evaluating the effectiveness of LSTM in improving translation memory systems.
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