Post-edit machine-translation output to publishable quality using a structured light-vs-full editing decision framework, so you fix what matters without wasting effort over-polishing.
## CONTEXT Machine translation post-editing (MTPE) is now the dominant production model for most commercial translation. Neural MT and LLM translation produce output that is often fluent but subtly wrong: dropped negations, false fluency, terminology drift, and hallucinated additions. The discipline of MTPE is…
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