Unverified50% confidenceFactExact time
The author emphasizes that 5.05% is a perplexity reduction at the language model validation level, not an improvement in benchmark accuracy.
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50%
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Long-term
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9/25/2026
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VerifiedPerplexity measures a language model's ability to predict test text; the lower the value, the less surprised the model is by the text.73% similarVerifiedText generated by large language models tends to have low perplexity, with word choices that are overly consistent with probabilistic expectations, lacking the unexpectedness of human writing.72% similarUnverifiedMultiple academic studies have found that translating the same harmful question from English into low-resource languages significantly reduces the refusal rate of mainstream LLMs.70% similarUnverifiedGNMT在多个语言对上将翻译错误率降低了55%-85%69% similar
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