LLM classification uncertainty is estimated from vote distributions across paraphrased questions, but the method is not validated against baselines or held-out data.
Generating with confidence: Uncertainty quantification for black-box large language models.,
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Ensemble based approach to quantifying uncertainty of LLM based classifications
LLM classification uncertainty is estimated from vote distributions across paraphrased questions, but the method is not validated against baselines or held-out data.