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conceptsintermediate

Machine Translation

An NLP task that automatically translates text from one language to another.

In more detail

Modern neural machine translation uses sequence-to-sequence models with attention or Transformers. Achieves near-human quality for many language pairs. Examples: Google Translate, DeepL. Challenges include rare words, idioms, and context.

Examples

  • English to Spanish translation
  • Document translation
  • Real-time translation
  • Cross-lingual information retrieval

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