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ResearchFormerly WizWand

Natural Language Inference on CB (Loss, Acc)

0.03LossHIZOO
0.0020.1910.380.569Oct 1, 2025
Updated 5mo ago

Evaluation results

MethodLinks
HIZOOModel=Qwen2.5-14B2025.100.0389
ZO Fine-tunerModel=Qwen2.5-14B2025.100.0393
MeZOModel=Qwen2.5-14B2025.100.0593
MeZO-AdamUModel=Qwen2.5-14B2025.100.1391
LOZOModel=Qwen2.5-14B2025.100.1991
ZO Fine-tunerModel=LLaMA-3.1-8B2025.100.2676
HIZOOModel=LLaMA-3.2-1B2025.100.4471
HIZOOModel=LLaMA-3.1-8B2025.100.4771
MeZO-AdamModel=LLaMA-3.2-1B2025.100.5366
MeZOModel=LLaMA-3.1-8B2025.100.5471
LOZOModel=LLaMA-3.1-8B2025.100.5470
MeZOModel=LLaMA-3.2-1B2025.100.5570
ZO Fine-tunerModel=LLaMA-3.2-1B2025.100.5767
LOZOModel=LLaMA-3.2-1B2025.100.5864
MeZO-AdamUModel=LLaMA-3.1-8B2025.100.6170
ZO Fine-tunerModel=OPT-30B2025.100.6670
HIZOOModel=OPT-30B2025.100.6766
MeZOModel=OPT-30B2025.100.6964
MeZO-AdamUModel=OPT-30B2025.100.766
LOZOModel=OPT-30B2025.100.7364