Instruction Following on MT-Bench (Delta Score)
6.55MT-Bench Delta Scoreno adaptation
Evaluation Results
| Method | Links | |
|---|---|---|
| no adaptationBackbone=Qwen2.5-7B-Instruct2026.05 | 6.55 | |
| CEBackbone=Qwen2.5-7B-Instruct, Adapter=DoRA2026.05 | 0.88 | |
| CEBackbone=Qwen2.5-7B-Instruct, Adapter=LoRA2026.05 | 0.85 | |
| CEBackbone=Qwen2.5-7B-Instruct, Adapter=SineLoRA2026.05 | 0.8 | |
| CEBackbone=Qwen2.5-7B-Instruct, Adapter=RandLoRA2026.05 | 0.65 | |
| CE + TMKLBackbone=Qwen2.5-7B-Instruct, Adapter=RandLoRA2026.05 | 0.1 | |
| CE + TMKLBackbone=Qwen2.5-7B-Instruct, Adapter=LoRA2026.05 | 0.08 | |
| CE + TMKLBackbone=Qwen2.5-7B-Instruct, Adapter=DoRA2026.05 | 0.07 | |
| CE + TMKLBackbone=Qwen2.5-7B-Instruct, Adapter=SineLoRA2026.05 | 0.05 |