Continual Instruction Tuning on NI-Seq-G1
46.42APO-Lora
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| O-LoraBackbone=Qwen3-14b2026.06 | 46.42 | -0.27 | -1.07 | |
| InsCLBackbone=Qwen3-8b2026.06 | 46.1 | -1.22 | -2.23 | |
| InsCLBackbone=Llama2-7b-chat2026.06 | 45.53 | -2.29 | 7.87 | |
| LoraIncBackbone=Qwen3-8b2026.06 | 45.08 | -1.33 | -2.14 | |
| O-LoraBackbone=Llama2-13b2026.06 | 44.52 | -2.09 | 7.96 | |
| EWCBackbone=Qwen3-8b2026.06 | 44.14 | -1.3 | -2.45 | |
| LoraIncBackbone=Qwen3-14b2026.06 | 44.04 | -0.75 | -1.42 | |
| O-LoraBackbone=Llama2-7b-chat2026.06 | 43.45 | -2.39 | 8.92 | |
| O-LoraBackbone=Qwen3-8b2026.06 | 43.05 | -1.81 | -1.67 | |
| LoraIncBackbone=Llama2-13b2026.06 | 39.33 | -5.12 | 11.18 | |
| LoraIncBackbone=Llama2-7b-chat2026.06 | 35.88 | -5.63 | 6.87 | |
| EWCBackbone=Llama2-7b-chat2026.06 | 35.58 | -5.4 | 6.22 | |
| EWC + SAPOBackbone=Llama2-7b-chat2026.06 | 4.93 | 1.4 | 0.21 | |
| LoraInc + SAPOBackbone=Llama2-7b-chat2026.06 | 2.36 | 0.56 | -0.13 | |
| LoraInc + SAPOBackbone=Qwen3-14b2026.06 | 1.95 | 0.56 | 1.2 | |
| O-Lora + SAPOBackbone=Qwen3-8b2026.06 | 1.72 | 1.38 | 0.3 | |
| LoraInc + SAPOBackbone=Llama2-13b2026.06 | 1.48 | 0.76 | 0.28 | |
| O-Lora + SAPOBackbone=Llama2-7b-chat2026.06 | 1.3 | 0.31 | 0.51 | |
| EWC + SAPOBackbone=Qwen3-8b2026.06 | 1.23 | 0.82 | 1.97 | |
| O-Lora + SAPOBackbone=Qwen3-14b2026.06 | 0.94 | 0.35 | 1.45 | |
| O-Lora + SAPOBackbone=Llama2-13b2026.06 | 0.76 | 1.11 | 1.32 | |
| LoraInc + SAPOBackbone=Qwen3-8b2026.06 | 0.58 | 0.44 | -0.23 | |
| InsCL + SAPOBackbone=Qwen3-8b2026.06 | 0.33 | 0.98 | 1.23 | |
| InsCL + SAPOBackbone=Llama2-7b-chat2026.06 | 0.29 | -0.17 | 0.22 |