Medical Question Answering on PubMedQA Synthetic NIID 1.0 (test)
75.1AccuracyFedDQC
Evaluation results
| Method | Links | |
|---|---|---|
| FedDQCBackbone=LLama2-7b, Fine-tuning=LoRA, Data Distribution=NIID2024.10 | 75.1 | |
| FedAvg (oracle)Backbone=LLama2-7b, Fine-tuning=LoRA, Data Distribution=NIID2024.10 | 74.7 | |
| FedAvg+IFDBackbone=LLama2-7b, Fine-tuning=LoRA, Data Distribution=NIID2024.10 | 69.9 | |
| FedAvg+PPLBackbone=LLama2-7b, Fine-tuning=LoRA, Data Distribution=NIID2024.10 | 68.4 | |
| FedAvg+NUGGETSBackbone=LLama2-7b, Fine-tuning=LoRA, Data Distribution=NIID2024.10 | 68.2 | |
| FedAvg+DataInfBackbone=LLama2-7b, Fine-tuning=LoRA, Data Distribution=NIID2024.10 | 67.5 | |
| FedAvgBackbone=LLama2-7b, Fine-tuning=LoRA, Data Distribution=NIID2024.10 | 66.4 |