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Consistency–accuracy correlation in hard-prompted LLMs for entity and relation extraction: empirical findings from plant-health data

Xinzhi Yao et al.
HAL (France) · Papers
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accuracyconsistency
Abstract As large language models (LLMs) become increasingly popular for information extraction (IE), concerns persist regarding the stability and reliability of their outputs. While accuracy has traditionally been the main evaluation metric, consistency—defined as the stability of model outputs acr
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