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LLMs can achieve near-flawless cross-lingual translation without comprehending a single concept, debunking the assumption that statistical mastery of text equates to genuine semantic understanding.
Standard text-based metrics miss the reality of cognitive effort: tracking pause-defined, process-based units reveals the true operational strain behind translation edits.