Continual Instruction Tuning on TRACE
58.83APInsCL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| InsCLBackbone=Qwen3-8b2026.06 | 58.83 | -4.24 | 12.89 | |
| LoraIncBackbone=Qwen3-8b2026.06 | 58.21 | -5.86 | 14.84 | |
| LoraIncBackbone=Qwen3-14b2026.06 | 57.93 | -6.33 | -7.74 | |
| EWCBackbone=Qwen3-8b2026.06 | 55.68 | -4.78 | 10.38 | |
| O-LoraBackbone=Qwen3-14b2026.06 | 55.64 | -7.47 | -5.91 | |
| O-LoraBackbone=Qwen3-8b2026.06 | 54.9 | -7.48 | 6.65 | |
| LoraIncBackbone=Llama2-13b2026.06 | 51.78 | -11.95 | 12.94 | |
| InsCLBackbone=Llama2-7b-chat2026.06 | 51.62 | -3.32 | 15.7 | |
| LoraIncBackbone=Llama2-7b-chat2026.06 | 49.13 | -9.22 | 19.3 | |
| O-LoraBackbone=Llama2-13b2026.06 | 46.58 | -9.09 | 10.73 | |
| EWCBackbone=Llama2-7b-chat2026.06 | 46.12 | -4.92 | 13.54 | |
| O-LoraBackbone=Llama2-7b-chat2026.06 | 45.88 | -7.04 | 20.1 | |
| EWC + SAPOBackbone=Llama2-7b-chat2026.06 | 2.87 | 0.34 | 1.65 | |
| O-Lora + SAPOBackbone=Llama2-13b2026.06 | 2.85 | 1.13 | 1.76 | |
| O-Lora + SAPOBackbone=Qwen3-8b2026.06 | 2.72 | 3.43 | 2.76 | |
| O-Lora + SAPOBackbone=Llama2-7b-chat2026.06 | 2.45 | 2.56 | 0.98 | |
| O-Lora + SAPOBackbone=Qwen3-14b2026.06 | 2.15 | 2.33 | 0.92 | |
| EWC + SAPOBackbone=Qwen3-8b2026.06 | 1.66 | 1.29 | 1.64 | |
| LoraInc + SAPOBackbone=Llama2-13b2026.06 | 1.17 | 1.62 | 1.35 | |
| InsCL + SAPOBackbone=Qwen3-8b2026.06 | 0.79 | 1.05 | 0.92 | |
| InsCL + SAPOBackbone=Llama2-7b-chat2026.06 | 0.76 | 0.59 | 0.92 | |
| LoraInc + SAPOBackbone=Qwen3-14b2026.06 | 0.74 | 1.23 | 1.58 | |
| LoraInc + SAPOBackbone=Qwen3-8b2026.06 | 0.72 | 1.03 | 1.62 | |
| LoraInc + SAPOBackbone=Llama2-7b-chat2026.06 | 0.63 | 3.27 | -0.34 |