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Natural Language Understanding on GLUE (Full Suite Performance)

97.5SST-2 Acc

LoRA

Updated 4d ago

Evaluation Results

Method	Links
LoRA 2025.12		97.5	92	91.2	68.7	96	91.9	92.8	92.4	90.3
LoRA+ 2025.12		97.5	91.7	91.2	68.7	96	92.3	94.6	92.4	90.5
FFT 2025.12		97.2	91.8	92	72	96	92.7	93.9	92.9	91.1
Dual LoRA 2025.12		97.1	91.9	91.9	74	96.2	92.6	95.3	93.4	91.6
DoRA 2025.12		96.9	91.9	90.9	71.2	95.8	92.3	92.6	92.3	90.5
LoRA 2025.12		96.6	91.7	89.7	70.8	95.7	92.6	95	92.4	90.6
FFT 2025.12		96.4	90.2	90.9	68	94.7	92.2	86.6	92.4	88.9
Dual LoRA 2025.12		96.4	90.5	91.9	-	95.1	91.2	89.5	92.6	89.7
LoRA+ 2025.12		96.3	90.3	91.4	68.7	94.7	91.6	88.8	92.5	89.3
GaRare 2025.12		96.2	91.3	91.7	67.9	94.6	91.8	87.4	92.3	89.2
DoRA 2025.12		96.2	90.5	89.7	68.5	92.6	91.5	89.2	92.3	88.8
GaLore 2025.12		96.1	90.8	91.7	68.3	95.7	91.9	87	92.5	89.3
LoRA 2025.12		95.9	90.2	90.9	66	94.4	91.6	87.4	92.3	88.6
Dual LoRA 2025.12		95.8	87.8	91.7	67.8	93.3	90.7	88.1	91.7	88.3
VeRA 2025.12		95.8	-	89.3	65.3	94.1	-	81.6	91.8	-
LoRA 2025.12		95.6	90.2	89.5	63.8	94.5	91.5	88.8	92.5	88.3
RandLoRA 2025.12		95.5	-	90.1	67.4	94.1	-	84.5	91.4	-
DoRA 2025.12		95.3	87.7	87.8	64.8	92.6	90.8	82.2	90.8	86.5
LoRA+ 2025.12		95.2	87.8	90.4	65.9	92.6	91.2	82.3	91.4	87.1
Delta-LoRA 2025.12		95.1	87.5	90.2	63.8	93.1	90.9	87	91.6	87.4
LoRA 2025.12		95.1	87	89	63.9	93	91.2	83.4	91.1	86.7
FFT 2025.12		94.8	87.6	90.2	63.6	92.8	91.9	78.7	91.2	86.4
LoRA 2025.12		94.6	87	89.2	60.9	92.9	90.7	92	91.1	86.1
GaLore 2025.12		94.4	87.2	92	61.8	92.3	91.2	79.1	90.8	85.9
GaRare 2025.12		94.4	87.2	91.5	61.1	92.3	90.9	79.3	90.3	85.9
CorDA 2025.12		93.1	-	89.7	59.6	91.5	-	88.1	90.2	-
RandLoRA 2025.12		92.2	-	88	59.4	91.3	-	74.7	90.3	-
VeRA 2025.12		91.9	-	88.4	59.9	90.5	-	74.9	90.4	-