How may techniques from computational linguistics be applied to enhance machine translation systems?

Re: How may techniques from computational linguistics be applied to enhance machine translation systems?

Trần Huỳnh Đan HuyHUF02 -
Improving language modeling: Using techniques like n-gram models, recurrent neural networks (RNNs), and transformers to better understand the structure and context of ...

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Improving language modeling: Using techniques like n-gram models, recurrent neural networks (RNNs), and transformers to better understand the structure and context of languages.
Leveraging parallel corpora: Utilizing large datasets of aligned text to train models that can accurately translate between languages.
Incorporating morphological and syntactic analysis: Breaking down words into their constituent parts and analyzing sentence structure to improve translation accuracy.
Using transfer learning: Applying knowledge gained from one language pair to improve translation for other language pairs.
Developing evaluation metrics: Creating metrics like BLEU and ROUGE to measure the quality of machine-translated text.