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Classification on AI-READI Scenario C — Dual-Class Undersampling (train)

21.47ACCLLaMA*
-12.4444-3.63975.16513.9697Jan 21, 2026

Evaluation results

MethodLinks
LLaMA*Augmentation=CF Added, Prompting=Fine-tuned2026.0121.4719.6722.032026.87
BioMistral*Augmentation=CF Added, Prompting=Fine-tuned2026.0115.9916.3916.9516.6722.39
GPT-4Augmentation=CF Added, Prompting=Zero-shot2026.016.274.925.0858.96
LLaMAAugmentation=CF Added, Prompting=Zero-shot2026.015.94.926.7857.46
BioMistralAugmentation=CF Added, Prompting=Zero-shot2026.014.551.643.391.674.48
NNData Condition=Model trained on reduced data2026.01-11.14-10.29-13.24-11.76-14.1