technique

Machine Translation (MT)

techniqueactivemachine-translation-mt--ad8fda90·1 events·first seen 26d ago

Aliases: Machine Translation (MT)

Co-occurring entities

large language models Automatic Post-Editing (APE)Quality Estimation (QE)

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machine teaching GPT-Translate GPT-Realtime-Translate Beyond Accuracy: Community Perspectives on Machine Translation interpretable machine learning mRNA Language Model simultaneous speech-to-text translation Google Translate text-to-image models MT-Bench text-to-speech MMS (Massively Multilingual Speech)

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