MT Quality Estimation机器翻译质量评估
MT quality estimation is a computational method that predicts the quality of machine-translated output without relying on a human reference translation. In translation and localization workflows it appears as a score, confidence label, or segment-level rating in CAT tools, translation management systems, and machine-translation platforms to help decide automatically whether content should go to post-editing or to human translation instead of being reviewed from scratch.
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Where this term appears
MTQE appears in machine-translation connectors, CAT-tool dashboards, and translation management systems during pre-translation and post-editing. Project managers and linguists use the scores to route content, decide whether to post-edit or retranslate, set quality thresholds, and prioritize review effort in large-volume projects where human checking every segment is not feasible or cost-effective.
Translation checks
A common mistake is treating MTQE scores as objective quality guarantees or using them to bypass human review entirely, especially for regulated or customer-facing content. The score estimates overall or segment-level quality but can miss terminology errors, culturally inappropriate phrasing, or subtle meaning shifts that only a linguist familiar with the project can catch.
Keep the term aligned across your files
Creative and consumer content needs accurate meaning as well as tone and context. Subtitles, interfaces and voice scripts also require checks for timing, character limits and pronunciation.
Provide approved terms and previous translations with the source files. Agree how variants, ambiguous wording and revisions will be reviewed. Terminology maintenance and any termbase handback are confirmed in the project scope. See the 8-step AI + expert workflow.
Related document experience
Kraft Foods
Transcription + dubbingEmployee-training video transcription and dubbing.
Read the published project →
Alexander Wang (Shanghai)
English ⇄ ChineseBrand documentation.
Read the published project →Published scope shows related industry experience; it does not confirm that this specific term was used or reviewed in the project.
Working on content globalization documentation?
Include the source and target languages, file types, intended use, deadline and any approved termbase. Agree handling before sending sensitive files. Acknowledged in 4 hours, quoted in 24.
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