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Natural Language Explanation Generation on e-SNLI 60-shot

40.1AccuracySPARSEFIT
34.702436.103737.50538.9063May 22, 2023

Evaluation results

MethodLinks
SPARSEFITFine-tuning Strategy=Att.Q+LN, Backbone=Llama 2-7B, Percentage Parameters=7.97%, Few-shot setting=60-shot2023.0540.134.32
AdaLoRAFine-tuning Strategy=PEFT, Backbone=Llama 2-7B, Percentage Parameters=0.30%, Few-shot setting=60-shot2023.0538.1533.48
Full Fine-tuningFine-tuning Strategy=Baseline, Backbone=Llama 2-7B, Percentage Parameters=100%, Few-shot setting=60-shot2023.0534.9128.62