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ResearchFormerly WizWand

Federated Learning on NC (test)

85.8Test AccuracyFull Fine-tuning
6570.475.881.2Nov 1, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Full Fine-tuningParams (%)=100%, Backbone=XLM-RoBERTa (278M)2024.1185.8
C2AParams (%)=0.028%, Backbone=XLM-RoBERTa (278M)2024.1184.6
AdapterParams (%)=0.217%, Backbone=XLM-RoBERTa (278M)2024.1181.5
LoRAParams (%)=0.106%, Backbone=XLM-RoBERTa (278M)2024.1180.7
BitFitParams (%)=0.037%, Backbone=XLM-RoBERTa (278M)2024.1179.7
AdaMixParams (%)=0.165%, Backbone=XLM-RoBERTa (278M)2024.1179.1
CompacterParams (%)=0.021%, Backbone=XLM-RoBERTa (278M)2024.1177.7
Prompt-tuningParams (%)=0.008%, Backbone=XLM-RoBERTa (278M)2024.1165.8