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LLMs are changing the game for machine translation quality prediction, making traditional metrics less reliable but simultaneously improving document-level consistency.
VLMs still struggle to decipher the intricate layouts of historical scholarly texts, but Qwen3VL-8B shows promise with a 1.0% character error rate on real Ancient Greek critical editions.
