"Is ChatGPT A Good Translator? A Preliminary Study" — An evaluation of ChatGPT for machine translation, including translation prompt, multilingual translation, and translation robustness.

TL;DR; "ChatGPT performs competitively with commercial translation products (e.g., Google Translate) on high-resource European languages but lags behind significantly on low-resource or distant languages."

Paper: https://arxiv.org/abs/2301.08745

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