Continual Learning Accuracy on Standard CL Benchmark Suite (Test)
80Accuracy (CL Suite Test)MTL
Evaluation results
| Method | Links | |
|---|---|---|
| MTLBackbone=T5-large2025.06 | 80 | |
| MoRAMBackbone=LLaMA2-7B, Task Ordering=Order-32025.06 | 79.3 | |
| MoRAMBackbone=LLaMA2-7B, Task Ordering=Avg.2025.06 | 78.4 | |
| MoRAMBackbone=LLaMA2-7B, Task Ordering=Order-22025.06 | 78 | |
| LFPT5Backbone=T5-large, Task Ordering=Order-32025.06 | 77.9 | |
| MoRAMBackbone=T5-large, Task Ordering=Order-32025.06 | 77.9 | |
| MoRAMBackbone=LLaMA2-7B, Task Ordering=Order-12025.06 | 77.8 | |
| MoRAMBackbone=T5-large, Task Ordering=Avg.2025.06 | 77.6 | |
| MoRAMBackbone=T5-large, Task Ordering=Order-22025.06 | 77.5 | |
| MoRAMBackbone=T5-large, Task Ordering=Order-12025.06 | 77.4 | |
| LB-CLBackbone=T5-large, Task Ordering=Order-12025.06 | 76.9 | |
| LB-CLBackbone=T5-large, Task Ordering=Order-32025.06 | 76.8 | |
| O-LoRABackbone=LLaMA2-7B, Task Ordering=Order-12025.06 | 76.8 | |
| LB-CLBackbone=T5-large, Task Ordering=Avg.2025.06 | 76.7 | |
| LB-CLBackbone=T5-large, Task Ordering=Order-22025.06 | 76.5 | |
| O-LoRABackbone=T5-large, Task Ordering=Order-32025.06 | 76.3 | |
| O-LoRABackbone=LLaMA2-7B, Task Ordering=Avg.2025.06 | 76.1 | |
| InfLoRABackbone=T5-large, Task Ordering=Order-32025.06 | 75.8 | |
| O-LoRABackbone=T5-large, Task Ordering=Avg.2025.06 | 75.8 | |
| O-LoRABackbone=T5-large, Task Ordering=Order-22025.06 | 75.7 | |
| O-LoRABackbone=LLaMA2-7B, Task Ordering=Order-22025.06 | 75.7 | |
| O-LoRABackbone=LLaMA2-7B, Task Ordering=Order-32025.06 | 75.7 | |
| InfLoRABackbone=T5-large, Task Ordering=Avg.2025.06 | 75.5 | |
| InfLoRABackbone=T5-large, Task Ordering=Order-22025.06 | 75.4 | |
| O-LoRABackbone=T5-large, Task Ordering=Order-12025.06 | 75.4 | |
| InfLoRABackbone=T5-large, Task Ordering=Order-12025.06 | 75.2 | |
| LFPT5Backbone=T5-large, Task Ordering=Avg.2025.06 | 72.7 | |
| LFPT5Backbone=T5-large, Task Ordering=Order-22025.06 | 72.6 | |
| IncLoRABackbone=T5-large, Task Ordering=Order-32025.06 | 68.3 | |
| LFPT5Backbone=T5-large, Task Ordering=Order-12025.06 | 67.6 | |
| IncLoRABackbone=T5-large, Task Ordering=Avg.2025.06 | 66.4 | |
| IncLoRABackbone=T5-large, Task Ordering=Order-12025.06 | 66 | |
| IncLoRABackbone=T5-large, Task Ordering=Order-22025.06 | 64.9 | |
| L2PBackbone=T5-large, Task Ordering=Order-22025.06 | 61.7 | |
| ReplayBackbone=T5-large, Task Ordering=Order-32025.06 | 61.3 | |
| L2PBackbone=T5-large, Task Ordering=Order-32025.06 | 61.1 | |
| L2PBackbone=T5-large, Task Ordering=Avg.2025.06 | 60.7 | |
| L2PBackbone=T5-large, Task Ordering=Order-12025.06 | 60.3 | |
| ReplayBackbone=T5-large, Task Ordering=Avg.2025.06 | 57.8 | |
| ReplayBackbone=T5-large, Task Ordering=Order-22025.06 | 56.9 | |
| ReplayBackbone=T5-large, Task Ordering=Order-12025.06 | 55.2 | |
| EWCBackbone=T5-large, Task Ordering=Order-32025.06 | 54.5 | |
| LwFBackbone=T5-large, Task Ordering=Order-12025.06 | 54.4 | |
| SeqLoRABackbone=T5-large, Task Ordering=Order-32025.06 | 53.7 | |
| LwFBackbone=T5-large, Task Ordering=Order-22025.06 | 53.1 | |
| LwFBackbone=T5-large, Task Ordering=Avg.2025.06 | 52.3 | |
| EWCBackbone=T5-large, Task Ordering=Avg.2025.06 | 50.3 | |
| LwFBackbone=T5-large, Task Ordering=Order-32025.06 | 49.6 | |
| EWCBackbone=T5-large, Task Ordering=Order-12025.06 | 48.7 | |
| EWCBackbone=T5-large, Task Ordering=Order-22025.06 | 47.7 | |
| SeqLoRABackbone=T5-large, Task Ordering=Order-12025.06 | 44.6 | |
| SeqLoRABackbone=T5-large, Task Ordering=Avg.2025.06 | 43.7 | |
| SeqFTBackbone=T5-large, Task Ordering=Order-32025.06 | 41.7 | |
| SeqLoRABackbone=T5-large, Task Ordering=Order-22025.06 | 32.7 | |
| SeqFTBackbone=T5-large, Task Ordering=Avg.2025.06 | 28.5 | |
| SeqFTBackbone=T5-large, Task Ordering=Order-22025.06 | 24.9 | |
| SeqFTBackbone=T5-large, Task Ordering=Order-12025.06 | 18.9 |