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Genomic sequence modeling on Nucleotide Transformer (NT) 2.5B multi-species

57.16MCCGERM
-0.840814.217129.27544.3329May 1, 2025

Evaluation results

MethodLinks
GERMModel=GERM (NT-2.5B-multi), #Bits=16W/16A, Quantization Method=-2025.0557.16-0.18—
GERMFine-Tuning Method=Full, Backbone=NT-2.5B-multi2025.0557.16-0.18—
NT-2.5B-multiModel=NT-2.5B-multi, #Bits=16W/16A, Quantization Method=-2025.0556.98——
NT-2.5B-multiFine-Tuning Method=Full2025.0556.98——
GERM-TModel=GERM-T (NT-2.5B-multi), #Bits=16W/16A, Quantization Method=-2025.0556.820.16—
GERM-TFine-Tuning Method=Full, Backbone=NT-2.5B-multi2025.0556.820.16—
GERMFine-Tuning Method=LoRA, Backbone=NT-2.5B-multi2025.0555.981.182.06
GERMFine-Tuning Method=LoftQ, Backbone=NT-2.5B-multi2025.0555.81.362.38
GERMFine-Tuning Method=QLoRA, Backbone=NT-2.5B-multi2025.0555.521.642.87
GERM-TFine-Tuning Method=LoRA, Backbone=NT-2.5B-multi2025.0555.241.582.78
GERM-TFine-Tuning Method=LoftQ, Backbone=NT-2.5B-multi2025.0553.743.085.42
NT-2.5B-multiFine-Tuning Method=LoRA2025.0553.53.486.11
GERM-TFine-Tuning Method=QLoRA, Backbone=NT-2.5B-multi2025.0553.323.56.16
NT-2.5B-multiFine-Tuning Method=LoftQ2025.0552.894.097.17
GERMModel=GERM (NT-2.5B-multi), #Bits=6W/6A, Quantization Method=OmniQuant2025.0552.554.618.07
GERM-TModel=GERM-T (NT-2.5B-multi), #Bits=6W/6A, Quantization Method=OmniQuant2025.0552.434.397.73
NT-2.5B-multiFine-Tuning Method=QLoRA2025.0552.294.698.19
GERMModel=GERM (NT-2.5B-multi), #Bits=6W/6A, Quantization Method=Outlier2025.0552.244.928.61
GERM-TModel=GERM-T (NT-2.5B-multi), #Bits=6W/6A, Quantization Method=Outlier2025.0552.144.688.24
GERMModel=GERM (NT-2.5B-multi), #Bits=6W/6A, Quantization Method=SmoothQuant2025.0551.955.219.11
GERM-TModel=GERM-T (NT-2.5B-multi), #Bits=6W/6A, Quantization Method=SmoothQuant2025.0551.615.219.17
NT-2.5B-multiModel=NT-2.5B-multi, #Bits=6W/6A, Quantization Method=Outlier2025.0550.236.7511.85
NT-2.5B-multiModel=NT-2.5B-multi, #Bits=6W/6A, Quantization Method=OmniQuant2025.0549.557.4313.04
GERMModel=GERM (NT-2.5B-multi), #Bits=4W/4A, Quantization Method=OmniQuant2025.0549.267.913.82
GERMModel=GERM (NT-2.5B-multi), #Bits=4W/4A, Quantization Method=Outlier2025.05498.1614.28
GERMModel=GERM (NT-2.5B-multi), #Bits=4W/4A, Quantization Method=SmoothQuant2025.0548.1531.0915.76
GERM-TModel=GERM-T (NT-2.5B-multi), #Bits=4W/4A, Quantization Method=SmoothQuant2025.0548.128.715.31
GERM-TModel=GERM-T (NT-2.5B-multi), #Bits=4W/4A, Quantization Method=OmniQuant2025.0547.289.5416.79
NT-2.5B-multiModel=NT-2.5B-multi, #Bits=6W/6A, Quantization Method=SmoothQuant2025.0547.239.7517.11
GERM-TModel=GERM-T (NT-2.5B-multi), #Bits=4W/4A, Quantization Method=Outlier2025.0546.2410.5818.62
GERMModel=GERM (NT-2.5B-multi), #Bits=6W/6A, Quantization Method=-2025.0545.9611.219.59
NT-2.5B-multiModel=NT-2.5B-multi, #Bits=4W/4A, Quantization Method=OmniQuant2025.0543.6313.3523.43
GERMModel=GERM (NT-2.5B-multi), #Bits=4W/4A, Quantization Method=-2025.0542.4814.6825.68
NT-2.5B-multiModel=NT-2.5B-multi, #Bits=4W/4A, Quantization Method=Outlier2025.0540.7416.2428.5
NT-2.5B-multiModel=NT-2.5B-multi, #Bits=4W/4A, Quantization Method=SmoothQuant2025.0535.1621.8238.29
GERM-TModel=GERM-T (NT-2.5B-multi), #Bits=6W/6A, Quantization Method=-2025.0532.5824.2442.66
NT-2.5B-multiModel=NT-2.5B-multi, #Bits=6W/6A, Quantization Method=-2025.0518.5238.4667.5
GERM-TModel=GERM-T (NT-2.5B-multi), #Bits=4W/4A, Quantization Method=-2025.0510.4946.3381.54
NT-2.5B-multiModel=NT-2.5B-multi, #Bits=4W/4A, Quantization Method=-2025.051.3955.5997.56