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ResearchFormerly WizWand

Instruction Tuning on Alpaca instruction-tuning 52k

116Pairwise Winning ScoreGRADFILTERING
-3.49627.52758.5589.573Jan 20, 2026
Updated 8mo ago

Evaluation results

MethodLinks
GRADFILTERINGBase Model=LLaMA2-7B, Adaptation regime=Full, Training data fraction=5%2026.01116
GRADFILTERINGBase Model=LLaMA2-7B, Adaptation regime=Full, Training data fraction=10%2026.01116
GRADFILTERINGBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=15%2026.01115
GRADFILTERINGBase Model=LLaMA2-13B, Adaptation regime=Full, Training data fraction=10%2026.01113
GRADFILTERINGBase Model=LLaMA2-7B, Adaptation regime=Full, Training data fraction=15%2026.01112
SuperfilteringBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=10%2026.01110
GRADFILTERINGBase Model=LLaMA2-13B, Adaptation regime=LoRA, Training data fraction=15%2026.01110
GRADFILTERINGBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=10%2026.01107
GRADFILTERINGBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=15%2026.01106
GRADFILTERINGBase Model=LLaMA2-7B, Adaptation regime=Full, Training data fraction=10%2026.01106
SuperfilteringBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=5%2026.01102
SuperfilteringBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=15%2026.01102
GRADFILTERINGBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=5%2026.01101
Random SplitBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=5%2026.0197
Random SplitBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=10%2026.0193
Random SplitBase Model=LLaMA2-7B, Adaptation regime=LoRA, Training data fraction=15%2026.0192
GRADFILTERINGBase Model=LLaMA2-13B, Adaptation regime=LoRA, Training data fraction=10%2026.011.2
GRADFILTERINGBase Model=LLaMA2-13B, Adaptation regime=LoRA, Training data fraction=5%2026.011.19
GRADFILTERINGBase Model=LLaMA2-13B, Adaptation regime=Full, Training data fraction=10%2026.011.1