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Linguistic Acceptability on CoLA (Accuracy)

85.91Accuracy (CoLA)

LoRA-Mixer (ours)

Updated 24d ago

Evaluation Results

Method
LoRA-Mixer (ours) 2025.06	85.91	-
LoRA 2025.06	85.62	-
MOLE 2025.06	84.77	-
Unpatched 2026.06	83	1
Unpatched 2026.06	83	99
LoRA-Mixer(ours) 2025.06	82.22	-
LoRA-Mixer (ours) 2025.06	82.17	-
Unpatched 2026.06	82	97
Unpatched 2026.06	82	96
Unpatched 2026.06	82	97
Unpatched 2026.06	82	98
Patcher 2026.06	82	1
Unpatched 2026.06	82	98
LoRA 2025.06	81.5	-
MOLE 2025.06	81.37	-
LoRA-Mixer 2025.06	81.17	-
LoRAHub 2025.06	81.11	-
Unpatched 2026.06	81	4
FT 2026.06	81	96
FT 2026.06	81	96
FT 2026.06	81	97
FTℓ2 2026.06	81	96
FTℓ∞ 2026.06	81	95
FTℓ∞ 2026.06	81	96
FinePruning 2026.06	81	96
BAERASER 2026.06	81	97
Mudjacking 2026.06	81	2
Mudjacking 2026.06	81	85
OneShot 2026.06	81	96
OneShot 2026.06	81	95
MEND 2026.06	81	96
MEND 2026.06	81	97
MEND 2026.06	81	97
ROME 2026.06	81	95
MixLoRA 2025.06	80.67	-
Unpatched 2026.06	80	97
FT 2026.06	80	6
FTℓ2 2026.06	80	98
FTℓ∞ 2026.06	80	4
FTℓ∞ 2026.06	80	95
FinePruning 2026.06	80	6
BAERASER 2026.06	80	2
Mudjacking 2026.06	80	68
SPP 2026.06	80	97
OneShot 2026.06	80	96
MEND 2026.06	80	5
MEND 2026.06	80	95
ROME 2026.06	80	94
Patcher 2026.06	80	2
Patcher 2026.06	80	1
Patcher 2026.06	80	1
Patcher 2026.06	80	1
Patcher 2026.06	80	2
Patcher 2026.06	80	1
Patcher 2026.06	80	0
LoRAHub 2025.06	79.84	-
LoRA 2025.06	79.19	-
Base 2025.06	79.14	-
FT 2026.06	79	96
FTℓ2 2026.06	79	4
FTℓ2 2026.06	79	97
FTℓ∞ 2026.06	79	96
BAERASER 2026.06	79	97
BAERASER 2026.06	79	95
Mudjacking 2026.06	79	97
Mudjacking 2026.06	79	96
SPP 2026.06	79	7
SPP 2026.06	79	96
OneShot 2026.06	79	3
MEND 2026.06	79	97
ROME 2026.06	79	3
ROME 2026.06	79	98
Mudjacking 2026.06	79	44
MixLoRA 2025.06	78.61	-
MOLE 2025.06	78.51	-
Phatgoose 2025.06	78.27	-
Hard-Routed MoR-LoRA 2026.06	78.09	-
FTℓ2 2026.06	78	97
FinePruning 2026.06	78	96
FinePruning 2026.06	78	97
FinePruning 2026.06	78	98
BAERASER 2026.06	78	96
Mudjacking 2026.06	78	97
SPP 2026.06	78	98
ROME 2026.06	78	95
Patcher 2026.06	78	3
LoRAMixer TopK=2 Normalized 2026.06	77.08	-
FTℓ2 2026.06	77	97
FTℓ∞ 2026.06	77	97
FinePruning 2026.06	77	97
BAERASER 2026.06	77	96
SPP 2026.06	77	96
SPP 2026.06	77	97
OneShot 2026.06	77	96
ROME 2026.06	77	93
LoRAMixer TopK=1 2026.06	76.99	-
Hard-Routed MoR-LoRA 2026.06	76.7	-
OneShot 2026.06	76	97
LoRAHub 2025.06	75.73	-
LoRAMixer TopK=2 Normalized 2026.06	75.46	-

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