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Retrieval-augmented recall on KGFACT RETRIEVAL

100Recall (%)Base
5.3629.9354.579.07May 16, 2026

Evaluation results

MethodLinks
BaseModel backbone=Qwen3-1.7B, Fine-tuning method=Base2026.05100
MIXSDModel backbone=Qwen3-4B-It, Fine-tuning method=MIXSD, Mixing rate λ=0.72026.05100
OPSDModel backbone=Qwen3-8B, Fine-tuning method=OPSD2026.05100
MIXSDModel backbone=Qwen3-8B, Fine-tuning method=MIXSD, Mixing rate λ=02026.05100
MIXSDModel backbone=Qwen3-4B-It, Fine-tuning method=MIXSD, Mixing rate λ=0.32026.0599
MIXSDModel backbone=Qwen3-4B-It, Fine-tuning method=MIXSD, Mixing rate λ=0.52026.0599
MIXSDModel backbone=Qwen3-8B, Fine-tuning method=MIXSD, Mixing rate λ=0.72026.0599
BaseModel backbone=Qwen3-8B, Fine-tuning method=Base2026.0598
MIXSDModel backbone=Qwen3-8B, Fine-tuning method=MIXSD, Mixing rate λ=0.52026.0598
MIXSDModel backbone=Qwen3-4B-It, Fine-tuning method=MIXSD, Mixing rate λ=02026.0597
SFTModel backbone=Qwen3-4B-It, Fine-tuning method=SFT2026.0596
MIXSDModel backbone=Qwen3-8B, Fine-tuning method=MIXSD, Mixing rate λ=0.32026.0595
OPSDModel backbone=Qwen3-4B-It, Fine-tuning method=OPSD2026.0592
BaseModel backbone=Qwen3-4B-It, Fine-tuning method=Base2026.0584
MIXSDModel backbone=Qwen3-1.7B, Fine-tuning method=MIXSD, Mixing rate λ=0.52026.0579
MIXSDModel backbone=Qwen3-1.7B, Fine-tuning method=MIXSD, Mixing rate λ=0.72026.0577
SFTModel backbone=Qwen3-8B, Fine-tuning method=SFT2026.0577
MIXSDModel backbone=Qwen3-1.7B, Fine-tuning method=MIXSD, Mixing rate λ=0.32026.0575
OPSDModel backbone=Qwen3-1.7B, Fine-tuning method=OPSD2026.0532
MIXSDModel backbone=Qwen3-1.7B, Fine-tuning method=MIXSD, Mixing rate λ=02026.0528
SFTModel backbone=Qwen3-1.7B, Fine-tuning method=SFT2026.059