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Classification on SST-2 (Accuracy)

96.3Accuracy

Full Fine-Tuning (FT)

Updated 4d ago

Evaluation Results

Method	Links
Full Fine-Tuning (FT) 2025.12		96.3
LoRA 2025.12		96.2
Partial-LoRA 2025.12		96.2
Partial-LoRA 2025.12		96.2
Masking (0.001%) 2025.12		96.1
Full Fine-Tuning (FT) 2025.12		96
Hybrid-Prompt 2026.04		95.9
LoRA 2025.12		95.8
FO-Prompt 2026.04		95.6
Masking (0.001%) 2025.12		95.5
LoRA 2025.12		95.4
Fine-tuning 2025.05		95.4
Masking (0.001%) 2025.12		95.3
Hybrid-Prompt 2026.04		95
Partial-LoRA 2025.12		94.9
SubZero-GV (FT) 2026.01		94.7
Full Fine-Tuning (FT) 2025.12		94.7
FO-LoRA 2026.04		94.6
FO-LoRA 2026.04		94.6
FO-Prompt 2026.04		94.4
SubZero-GV (LoRA) 2026.01		94
MeZO-GV (FT) 2026.01		93.9
SubZero (LoRA) 2026.01		93.8
Fine-tuning 2025.05		93.7
MeZO-GV(LoRA) 2026.01		93.5
Hybrid-LoRA 2026.04		93.4
SubZero-GV (Prefix) 2026.01		93.1
MeZO-GV(FT) 2026.01		93
MeZO 2025.05		93
QZO 2025.05		93
Fine-tuning 2025.05		92.8
MeZO 2025.05		92.5
MeZO-GV (Prefix) 2026.01		92.4
Hybrid-LoRA 2026.04		92.3
Hybrid-LoRA 2026.04		92.2
FO-Prefix 2026.04		92.2
FO-LoRA 2026.04		92.2
MeZO-GV(Prefix) 2026.01		92.1
ZO-AdaMU (2x) 2026.01		92.1
HiZOO 2026.01		92.1
SubZero (FT) 2026.01		92.1
HiZOO (Prefix) 2026.01		92
FT 2026.01		92
SubZero (Prefix) 2026.01		91.7
Hybrid-Prompt 2026.04		91.7
Hybrid-Prefix 2026.04		91.7
MeZO-GV (LoRA) 2026.01		91.6
Hybrid-Prefix 2026.04		91.6
MeZO (FT) 2026.01		91.4
FO-Prompt 2026.04		91.3
FO-Prefix 2026.04		91.1
MeZO(LoRA) 2026.01		90.8
MeZO (Prefix) 2026.01		90.7
Hybrid-Prefix 2026.04		90.7
HiZOO (LoRA) 2026.01		90.6
MeZO(Prefix) 2026.01		90.1
QZO 2025.05		90
FO-Prefix 2026.04		90
MeZO (LoRA) 2026.01		89.6
MeZO(FT) 2026.01		89.2
ZO-AdaMU (LoRA) 2026.01		88
ZO-AdaMU (Prefix) 2026.01		88
QZO 2025.05		87.6
ICL 2026.01		87
MeZO 2025.05		83.5
QZO 2025.05		80.5
ICL 2026.01		80
Zero-Shot 2025.05		61.2
Zero-Shot-Q 2025.05		60.1
Zero-Shot 2025.05		59.6
Zero-shot 2026.01		58.8
Zero-Shot-Q 2025.05		58.7
Zero-Shot-Q 2025.05		58.5
Zero-Shot 2025.05		58.1
Zero-Shot-Q 2025.05		57.6
Zero-shot 2026.01		53.6