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Instruction Following on MT-Bench (Delta Score)

6.55MT-Bench Delta Scoreno adaptation
-0.211.5453.35.055May 28, 2026

Evaluation results

MethodLinks
no adaptationBackbone=Qwen2.5-7B-Instruct2026.056.55
CEBackbone=Qwen2.5-7B-Instruct, Adapter=DoRA2026.050.88
CEBackbone=Qwen2.5-7B-Instruct, Adapter=LoRA2026.050.85
CEBackbone=Qwen2.5-7B-Instruct, Adapter=SineLoRA2026.050.8
CEBackbone=Qwen2.5-7B-Instruct, Adapter=RandLoRA2026.050.65
CE + TMKLBackbone=Qwen2.5-7B-Instruct, Adapter=RandLoRA2026.050.1
CE + TMKLBackbone=Qwen2.5-7B-Instruct, Adapter=LoRA2026.050.08
CE + TMKLBackbone=Qwen2.5-7B-Instruct, Adapter=DoRA2026.050.07
CE + TMKLBackbone=Qwen2.5-7B-Instruct, Adapter=SineLoRA2026.050.05