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Natural Language Explanation Generation on ComVE few-shot 60-shot

68.03AccuracySPARSEFIT
63.537264.703665.8767.0364May 22, 2023

Evaluation results

MethodLinks
SPARSEFITFine-tuning Strategy=Att.Q+LN, Backbone=Llama 2-7B, Percentage Parameters=7.97%, Few-shot setting=60-shot2023.0568.0358.67
AdaLoRAFine-tuning Strategy=PEFT, Backbone=Llama 2-7B, Percentage Parameters=0.30%, Few-shot setting=60-shot2023.0564.2356.16
Full Fine-tuningFine-tuning Strategy=Baseline, Backbone=Llama 2-7B, Percentage Parameters=100%, Few-shot setting=60-shot2023.0563.7155.93