Continual Learning on NI-Seq-G2
26.45APInsCL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| InsCLBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 26.45 | 0.09 | -0.16 | |
| EWCBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 25.08 | -0.3 | -0.34 | |
| InsCLBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 24.94 | -0.56 | 0.63 | |
| O-LoraBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 24.93 | -1.64 | 1.61 | |
| O-LoraBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 24.87 | 0.05 | -0.42 | |
| EWCBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 24.35 | -2.14 | 0.12 | |
| LoraIncBackbone=Qwen3-8b, SAPO_Applied=false2026.06 | 23.13 | -2.01 | 0.1 | |
| LoraIncBackbone=Llama2-7b-chat, SAPO_Applied=false2026.06 | 22.78 | -5.84 | 0.33 | |
| EWC + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 0.67 | 0.33 | 0.31 | |
| O-Lora + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.67 | 0.93 | 1.62 | |
| LoraInc + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 0.65 | 0.88 | 1.21 | |
| InsCL + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.59 | 0.41 | 1.04 | |
| LoraInc + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.57 | 0.49 | -0.03 | |
| O-Lora + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 0.54 | 0.35 | 0.84 | |
| EWC + SAPOBackbone=Qwen3-8b, SAPO_Applied=true2026.06 | 0.32 | 0.45 | 1.15 | |
| InsCL + SAPOBackbone=Llama2-7b-chat, SAPO_Applied=true2026.06 | 0.24 | 0.45 | 1.55 |