Continual Learning on NI-Seq-M2
50.05APInsCL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| InsCLBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 50.05 | -0.79 | 0.39 | |
| InsCLBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 45.49 | -0.53 | 0.16 | |
| EWCBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 44.36 | -1.12 | -0.28 | |
| O-LoraBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 44.29 | -0.89 | -0.43 | |
| O-LoraBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 43.75 | -3.02 | -0.25 | |
| LoraIncBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 42.32 | -4.15 | -0.13 | |
| EWCBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 41.93 | -14.55 | 2.75 | |
| LoraIncBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 41.8 | -7.72 | 0.66 | |
| EWC + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 1.33 | 2.15 | 4.11 | |
| O-Lora + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 1.24 | 0.84 | 2.58 | |
| InsCL + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 1.02 | 0.91 | 2.36 | |
| InsCL + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.9 | 0.22 | 0.2 | |
| LoraInc + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 0.5 | 1.17 | 0.3 | |
| O-Lora + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.36 | 0.85 | 0.29 | |
| EWC + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.31 | 0.65 | -0.15 | |
| LoraInc + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.23 | 0.6 | 0.12 |