You are tasked with implementing an NLP system that can understand and generate responses in multiple languages for a customer support chatbot. How would you approach this to ensure accurate and contextually relevant responses across different languages?

  • Use a single language model for all languages.
  • Develop separate language models for each language.
  • Use machine translation for language conversion.
  • Rely on manual translation for important languages.
The correct approach is to develop separate language models for each language. This allows the system to understand and generate contextually relevant responses in each language, as different languages have unique grammatical structures and nuances.
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