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Classification on WSC

80Accuracy

Full Fine-Tuning (FT)

Updated 1mo ago

Evaluation Results

Method	Links
Full Fine-Tuning (FT) 2025.12		80
LoRA 2025.12		76
Partial-LoRA 2025.12		74.1
Hybrid-LoRA 2026.04		72.1
First Order Adamw FT 2026.06		71.15
Masking (0.001%) 2025.12		70.2
Partial-LoRA 2025.12		66.4
LoRA 2025.12		66.4
Partial-LoRA 2025.12		66.4
MeZO-GV (LoRA) 2026.01		66.3
Hybrid-Prefix 2026.04		66.3
SubZero (FT) 2026.01		65.4
MeZO-GV (FT) 2026.01		65.4
SubZero (LoRA) 2026.01		65.4
SubZero-GV (LoRA) 2026.01		65.4
Full Fine-Tuning (FT) 2025.12		64.9
Masking (0.001%) 2025.12		64.5
Dominant-layer ZO FT 2026.06		64.42
SubZero-GV (FT) 2026.01		64.4
MeZO (LoRA) 2026.01		64.4
SubZero-GV (Prefix) 2026.01		64.4
Masking (0.001%) 2025.12		64.4
FO-Prompt 2026.04		64.4
HiZOO 2026.01		63.5
HiZOO (LoRA) 2026.01		63.5
MeZO (FT) 2026.01		63.5
MeZO-GV (Prefix) 2026.01		63.5
FT 2026.01		63.5
Full Fine-Tuning (FT) 2025.12		63.5
MeZO FT 2026.06		63.46
MeZO LoRA 2026.06		63.46
MeZO-GV(LoRA) 2026.01		62.5
LoRA 2025.12		62.5
Dominant-layer ZO LoRA 2026.06		62.5
SubZero (Prefix) 2026.01		62.1
ZO-AdaMU (2x) 2026.01		61.5
Hybrid-Prompt 2026.04		61.5
FO-Prefix 2026.04		61.5
FO-Prefix 2026.04		61.5
Hybrid-LoRA 2026.04		61.5
MeZO-GV(Prefix) 2026.01		60.8
MeZO-GV(FT) 2026.01		60.6
MeZO(Prefix) 2026.01		60.6
HiZOO (Prefix) 2026.01		60.6
MeZO (Prefix) 2026.01		60.6
FO-LoRA 2026.04		60.6
Hybrid-LoRA 2026.04		60.6
ZO-AdaMU (LoRA) 2026.01		60.1
FO-LoRA 2026.04		59.6
MeZO(LoRA) 2026.01		58.7
Hybrid-Prompt 2026.04		57.7
MeZO(FT) 2026.01		56.7
ZO-AdaMU (Prefix) 2026.01		56.5
Hybrid-Prompt 2026.04		55.8
Hybrid-Prefix 2026.04		55.8
FO-LoRA 2026.04		53.8
FO-Prefix 2026.04		51.9
ICL 2026.01		46.2
FO-Prompt 2026.04		44.2
Zero-shot 2026.01		43.3
Hybrid-Prefix 2026.04		42.3
ICL 2026.01		39.4
Zero-shot 2026.01		38.5
Zero-shot w/o finetune 2026.06		36.54
FO-Prompt 2026.04		36.5