ResearchBenchmarksSentiment Analysis on SST-2 (Training Efficiency Metrics)Sentiment Analysis on SST-2 (Training Efficiency Metrics)Follow20.3Training Time (hours)FedCIO18.97627.91336.8545.787Nov 28, 2025Evaluation resultsMethodMethodLinksTraining Time (hours)Training Time Per Sequence (hours)FedCIOModel=RoBERTLARGEModel=RoBERTLARGE2025.1120.3—FedSGTModel=RoBERTLARGE, B (...Model=RoBERTLARGE, B (sequences)=102025.1146.24.62FedAvgModel=RoBERTLARGEModel=RoBERTLARGE2025.1153.4—