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How to avoid the problem of semantic distortion in multilingual scenarios?

2025-08-24 2.1 K

Operational Guidelines to Ensure the Accuracy of Multilingual Communication

The following strategies can be used to ensure quality when communicating in a non-native language:

  • context anchoring: Input with qualifications such as 'The following content is medically related, please maintain terminological accuracy'.
  • dual verification: Key content is first generated in the target language, and then the AI is asked to reverse-translate it to check it (enter 'direct translation of the Japanese reply just given back to Chinese')
  • Culturally Appropriate Tips: Add instructions such as 'explain the concept using a metaphor familiar to Italians' to avoid cultural barriers
  • Glossary first: Bilingual terminology cross-reference table for complex topics (enter 'Generate 10 relevant English and Chinese terminology cross-references')

Special Scenario Handling: For new concepts for which there is no standard translation, the 'transliteration + explanation' mode can be used by typing 'Translate the following Chinese proper nouns into English with a short definition'. When important documents are involved, it is recommended that they be reviewed by native speakers after generation.

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