Instruction Compliance on IFEval Alpaca
60.31Compliance ScoreFedCoFiT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedCoFiTFoundation Model=LLaMA22026.05 | 60.31 | 0.004 | |
| FLoRAFoundation Model=LLaMA22026.05 | 60.25 | 17.3 | |
| FlexLoRAFoundation Model=LLaMA22026.05 | 59.5 | 3.14 | |
| Centralized (LoRA)Foundation Model=LLaMA22026.05 | 59.24 | — | |
| Centralized (LoRA)Foundation Model=LLaMA2026.05 | 55.17 | — | |
| FLoRAFoundation Model=LLaMA2026.05 | 54.91 | 20.63 | |
| FedCoFiTFoundation Model=LLaMA2026.05 | 54.83 | 0.004 | |
| FlexLoRAFoundation Model=LLaMA2026.05 | 53.79 | 3.75 | |
| FedITFoundation Model=LLaMA22026.05 | 53.29 | 2.62 | |
| Centralized (LoRA)Foundation Model=TinyLlama2026.05 | 52.03 | — | |
| FLoRAFoundation Model=TinyLlama2026.05 | 51.1 | 11.35 | |
| FedITFoundation Model=LLaMA2026.05 | 50.92 | 3.13 | |
| FedCoFiTFoundation Model=TinyLlama2026.05 | 50.71 | 0.002 | |
| FlexLoRAFoundation Model=TinyLlama2026.05 | 50.45 | 1.2 | |
| FedITFoundation Model=TinyLlama2026.05 | 49.21 | 0.9 |