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General Language Understanding on GLUE

92.5Accuracy

Full FT

Updated 4d ago

Evaluation Results

Method	Links
Full FT 2025.12		92.5
Hybrid 2025.12		92.3
LoRA-GA 2025.12		91.9
BOFT 2025.12		91.7
LoRA 2025.12		91.3
uRNN 2025.12		90.9
Full FT 2025.12		90.7
Hybrid 2025.12		90.2
LoRA-GA 2025.12		89.6
BOFT 2025.12		89.4
LoRA 2025.12		89.1
Full FT 2025.12		88.9
uRNN 2025.12		88.5
Hybrid 2025.12		88.4
LoRA-GA 2025.12		87.9
BOFT 2025.12		87.8
LoRA 2025.12		87.5
uRNN 2025.12		86.7
Full FT 2025.12		85.8
NSP Context-Free Data Aug. 2026.01		85.74
NHP Loss Context-Aware 2026.01		85.49
Hybrid 2025.12		85.1
LoRA-GA 2025.12		84.4
NSP Loss Context-Aware 2026.01		84.33
NSP Context-Aware Data Aug. 2026.01		84.33
BOFT 2025.12		84.3
NSP Loss Context-Free 2026.01		84.27
NSP Loss Context-Free 2026.01		84.23
LoRA 2025.12		84
NHP Loss Context-Aware 2026.01		83.63
NHP Loss Context-Free 2026.01		83.63
NHP Context-Aware Data Aug. 2026.01		83.63
uRNN 2025.12		83.5
NTP Hypernym Baseline Fine-Tuned 2026.01		83.43
NHP Context-Aware Data Aug. 2026.01		82.87
NHP Context-Free Data Aug. 2026.01		82.82
NTP Hypernym Baseline Fine-Tuned 2026.01		82.62
NHP Loss Context-Free 2026.01		81.66
NHP Loss Context-Free 2026.01		81.26
NHP Context-Aware Data Aug. 2026.01		81.11
NSP Context-Free Data Aug. 2026.01		80.81
NHP Loss Context-Aware 2026.01		80.65
NSP Loss Context-Aware 2026.01		80.3
NSP Context-Free Data Aug. 2026.01		80.3
NSP Loss Context-Free 2026.01		78.44
NSP Loss Context-Aware 2026.01		76.98
NHP Context-Free Data Aug. 2026.01		76.62
NSP Context-Aware Data Aug. 2026.01		76.52
NSP Context-Aware Data Aug. 2026.01		76.37
NTP Synonym Baseline Fine-Tuned 2026.01		75.26
NTP Synonym Baseline Fine-Tuned 2026.01		73.95
NTP Hypernym Baseline Fine-Tuned 2026.01		71.49
NSP Context-Aware Data Aug. 2026.01		69.22
NHP Context-Free Data Aug. 2026.01		67.76
NTP Hypernym Baseline Fine-Tuned 2026.01		62.47
NSP Loss Context-Free 2026.01		58.79
NSP Context-Free Data Aug. 2026.01		58.29
NHP Context-Free Data Aug. 2026.01		55.87
NTP Synonym Baseline Fine-Tuned 2026.01		49.87
NHP Context-Aware Data Aug. 2026.01		47.61
NTP Synonym Baseline Fine-Tuned 2026.01		34.96
NSP Loss Context-Aware 2026.01		33.65
Base Model Fine-Tuned 2026.01		33.65
NHP Loss Context-Aware 2026.01		32.54
NHP Loss Context-Free 2026.01		32.54
Base Model 2026.01		32.04