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.
Keystroke Logging in Writing Research: Using Inputlog to Analyze Writing Processes
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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.