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Benchmarks
Natural Language Understanding on GLUE (CoLA, MNLI, MRPC, QNLI, SST2 Subset)
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86.33
MNLI Accuracy
Bi-LoRA
85.5396
85.7448
85.95
86.1552
Aug 27, 2025
MNLI Accuracy
SST-2 Accuracy
CoLA Accuracy
QNLI Accuracy
MRPC Accuracy
Average GLUE Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
MNLI Accuracy
SST-2 Accuracy
CoLA Accuracy
QNLI Accuracy
MRPC Accuracy
Average GLUE Score
Bi-LoRA
Cost=×1, Backbone=T5-base
2025.08
86.33
94.34
60.77
93.25
89.38
84.81
LoRA
Cost=×1, Backbone=T5-base
2025.08
86.25
94.23
59.41
93.25
88.56
84.34
LoRA-SAM
Cost=×2, Backbone=T5-base
2025.08
86.25
94.46
59.8
93.21
88.73
84.49
Full FT
Cost=×1, Backbone=T5-base
2025.08
85.57
94.27
56.6
93.18
87.3
83.38
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