Continual Instruction Tuning on NI-Seq M1
66.89APO-Lora
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| O-LoraBackbone=Qwen3-14b2026.06 | 66.89 | -1.9 | 9.95 | |
| InsCLBackbone=Qwen3-8b2026.06 | 66.04 | -1.35 | 5.39 | |
| LoraIncBackbone=Qwen3-14b2026.06 | 65.5 | -4.07 | 9.72 | |
| LoraIncBackbone=Qwen3-8b2026.06 | 65.41 | -2.06 | 4.16 | |
| O-LoraBackbone=Qwen3-8b2026.06 | 65.05 | -1.61 | -1.4 | |
| LoraIncBackbone=Llama2-13b2026.06 | 64.17 | -15.46 | 24.96 | |
| O-LoraBackbone=Llama2-13b2026.06 | 63.68 | -1.55 | 29.08 | |
| InsCLBackbone=Llama2-7b-chat2026.06 | 62.29 | -1.68 | 10.07 | |
| EWCBackbone=Qwen3-8b2026.06 | 62.17 | -0.39 | 0.23 | |
| O-LoraBackbone=Llama2-7b-chat2026.06 | 60.29 | -0.61 | 6.53 | |
| EWCBackbone=Llama2-7b-chat2026.06 | 60.27 | -1.21 | 10.92 | |
| LoraIncBackbone=Llama2-7b-chat2026.06 | 59.13 | -3.86 | 7.31 | |
| LoraInc + SAPOBackbone=Llama2-7b-chat2026.06 | 2.92 | 1.7 | 5.62 | |
| EWC + SAPOBackbone=Qwen3-8b2026.06 | 2.45 | -0.26 | 2.55 | |
| LoraInc + SAPOBackbone=Llama2-13b2026.06 | 2.17 | 0.55 | 2.27 | |
| LoraInc + SAPOBackbone=Qwen3-8b2026.06 | 1.89 | 0.5 | 0.06 | |
| InsCL + SAPOBackbone=Llama2-7b-chat2026.06 | 1.71 | 0.29 | 1.93 | |
| LoraInc + SAPOBackbone=Qwen3-14b2026.06 | 1.65 | 0.73 | -0.36 | |
| O-Lora + SAPOBackbone=Llama2-13b2026.06 | 1.45 | 0.61 | 0.37 | |
| EWC + SAPOBackbone=Llama2-7b-chat2026.06 | 1.2 | 0.36 | 3.37 | |
| O-Lora + SAPOBackbone=Llama2-7b-chat2026.06 | 1.12 | -0.26 | 0.49 | |
| O-Lora + SAPOBackbone=Qwen3-8b2026.06 | 1.07 | 0.53 | 2.97 | |
| InsCL + SAPOBackbone=Qwen3-8b2026.06 | 0.95 | 0.29 | 0.16 | |
| O-Lora + SAPOBackbone=Qwen3-14b2026.06 | 0.43 | 0.63 | 1.89 |