Continual Learning on NI-Seq C2
84.78APInsCL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| InsCLBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 84.78 | -0.34 | -2.98 | |
| InsCLBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 83.81 | 1.21 | 13.16 | |
| LoraIncBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 83.39 | -0.87 | -3.16 | |
| LoraIncBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 83.38 | -0.31 | 11.35 | |
| EWCBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 83.06 | -0.45 | -3.29 | |
| O-LoraBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 82.88 | -0.51 | 9.05 | |
| O-LoraBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 82.61 | -0.27 | -1.22 | |
| EWCBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 81.32 | -4.63 | 16.82 | |
| InsCL + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 1.54 | 3.05 | 0.61 | |
| EWC + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 1.17 | 1.9 | -1.79 | |
| EWC + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 1.13 | 0.85 | 1.61 | |
| O-Lora + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.58 | 0.36 | 0.57 | |
| LoraInc + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.5 | 0.31 | 1.32 | |
| InsCL + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.46 | 0.49 | 1.3 | |
| LoraInc + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 0.13 | 0.11 | 4.57 | |
| O-Lora + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | -0.35 | 0.43 | 0.01 |