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most citedSurvey and Evaluation of Converging Architecture in LLMs based on Footsteps of Operations

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cs.CL2026

Do LLMs Truly Benefit from Longer Context in Automatic Post-Editing?

Ahrii Kim, Seong-heum Kim

Automatic post-editing (APE) aims to refine machine translations by correcting residual errors. Although recent large language models (LLMs) demonstrate strong translation capabili…