Unverified50% confidenceOpinionExact time
In document translation review, the human role shifts from sentence-by-sentence translation to verifying high-risk sentences, and the core skill is triage—identifying the few passages that carry most of the risk (such as numbers, names, obligations, dosages, and negations).
1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen
Sources
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Related Claims
UnverifiedThe core of vocabulary intervention methods is to perform lightweight operations at the lexical level, bypassing the heavy reliance on parallel data, translation systems, and additional training stages.67% similarUnverified基于关键词的输入过滤面临对抗性规避挑战,攻击者可使用同义词替换、语言切换或编码混淆绕过,更健壮的方案是使用独立训练的意图分类模型66% similarUnverifiedTranslations generated by large language models read fluently even when they drop clauses, lose negations, round numbers, or invent wording that changes the meaning, which is more dangerous than the obvious errors of statistical machine translation because reviewers are more likely to overlook errors in fluent text (automation bias/fluency heuristic).64% similar
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