LoRA-fine-tuned Mistral and Llama-2 (7B) outperform traditional text classifiers for life-threatening text detection across six datasets; upsampling helps traditional methods but not these LLMs.
CEUR Workshop Proceedings3159, 744–762 (2021)
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Large Language Models for Detection of Life-Threatening Texts
LoRA-fine-tuned Mistral and Llama-2 (7B) outperform traditional text classifiers for life-threatening text detection across six datasets; upsampling helps traditional methods but not these LLMs.