User study with professional En-Nl translators found LLM-based error highlights and APE correction suggestions did not improve productivity or quality over standard post-editing but were better received and enhanced user experience.
Investigating the Helpfulness of Word-Level Quality Estimation for Post-Editing Machine Translation Output
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Smarter edits? Post-editing with error highlights and translation suggestions
User study with professional En-Nl translators found LLM-based error highlights and APE correction suggestions did not improve productivity or quality over standard post-editing but were better received and enhanced user experience.