Entity · technique

Automatic Post-Editing (APE)

techniqueactiveautomatic-post-editing-ape--e750e1bf·1 events·first seen May 21, 2026

Aliases: Automatic Post-Editing (APE)

Co-occurring entities

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

More like this (12)

Counterfactual Editing EasyEdit AutoMem AutoJourn Document AI Semantic Edit Regularization xAI Autoformer AutoRound SynAE autoresearch generative post-training

Recent events (1)

4arXiv · cs.CL·May 21, 2026·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