Search enhanced machine translation method and related apparatus

By employing cross-round attention fusion and multi-round context-adaptive recognition mechanisms, and combining cross-cultural entity word translation with knowledge-enhanced translation of the knowledge base, the problem of insufficient accuracy in cross-cultural entity word translation in existing technologies is solved, and high-accuracy translation is achieved in cross-cultural translation scenarios.

CN122221884APending Publication Date: 2026-06-16ANHUI IFLYTEK UNIVERSAL LANGUAGE TECH CO LTD
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
ANHUI IFLYTEK UNIVERSAL LANGUAGE TECH CO LTD
Filing Date
2026-03-17
Publication Date
2026-06-16

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Abstract

The application discloses a machine translation method based on retrieval enhancement and a related device, and relates to the technical field of machine translation. The method comprises the following steps: first, cross-cultural entity word recognition is performed on a current text by using historical translation input, and a cross-cultural entity word is captured through a context; second, a corresponding item is retrieved from a knowledge base according to a preset cross-cultural entity word translation; and finally, a precise translation pair retrieved is integrated into a current translation process, and a translation text conforming to a translation scene culture context is generated through knowledge enhancement. The application builds a dynamic cross-cultural entity word recognition and retrieval enhancement mechanism, accurately solves the pain point of inaccurate cross-cultural entity word translation in a traditional retrieval enhancement translation scheme, and effectively makes up for the deficiency of the prior art in cross-cultural entity word translation processing through a closed loop of'recognition-retrieval-enhancement', thereby providing a more accurate solution for a cross-cultural machine translation scene.
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