technique

Automatic Post-Editing (APE)

techniqueactiveautomatic-post-editing-ape--e750e1bf·1 events·first seen 26d ago

Aliases: Automatic Post-Editing (APE)

Co-occurring entities

large language models Machine Translation (MT)Quality Estimation (QE)

More like this (12)

Counterfactual Editing Document AI Semantic Edit Regularization xAI Autoformer AutoRound SynAE autoresearch generative post-training Automatic Domain Randomization Cross-Annotator Preference Optimization (CAPO)outpainting

Recent events (1)

4arXiv · cs.CL·26d ago·source ↗

Study: LLM-Derived Error Highlights and APE Suggestions in MT Post-Editing

Researchers conducted a controlled study with professional En-Nl translators comparing post-editing (PE) workflows augmented with LLM-derived error highlights and automatic post-editing (APE) correction suggestions against regular PE and QE-derived highlights. No condition produced measurable productivity or quality gains over standard PE. However, APE-derived highlights were preferred over QE-derived highlights, and correction suggestions improved subjective user experience.

Evaluation and Benchmarking Enterprise Deployment Patterns large language models Automatic Post-Editing (APE)Machine Translation (MT)+1 more