Excited to present Smarter edits at #EAMT2026! Do LLM-derived error highlights and correction suggestions make PE smarter? We run a study comparing QE highlights, APE highlights and APE correction suggestions (En→NL). Want to know more? See you at oral session 2! arxiv.org/abs/2605.21135
Smarter edits? Post-editing with error highlights and translation suggestions
As MT quality increases, interest in enhanced post-editing features such as QE-derived error highlights is growing, yet evidence for their usefulness remains limited. In this work, we explore the usef...
arxiv.org
⭐Smarter edits? Post-editing with error highlights and translation suggestions (Best paper award candidate) Fleur V.J. van Tellingen, Gautam Ranka, Dora Zugcic, Joyce van der Wal, Andrea Camasta, Livio Guerra, @karakanta.bsky.social We ask the question: Do LLM suggestions make PE smarter?