Knowledge Retrieval on KGFACT RETRIEVAL
99.6AccuracyBase
Evaluation results
| Method | Links | |
|---|---|---|
| BaseBackbone=Qwen3-8B2026.05 | 99.6 | |
| MIXSDBackbone=Qwen3-4B-It, lambda=02026.05 | 98.7 | |
| BaseBackbone=Qwen3-4B-It2026.05 | 97.9 | |
| MIXSDBackbone=Qwen3-4B-It, lambda=0.52026.05 | 97.9 | |
| BaseBackbone=Qwen3-1.7B2026.05 | 97.3 | |
| MIXSDBackbone=Qwen3-4B-It, lambda=0.32026.05 | 96.4 | |
| MIXSDBackbone=Qwen3-8B, lambda=02026.05 | 94.9 | |
| MIXSDBackbone=Qwen3-8B, lambda=0.32026.05 | 84.2 | |
| SFTBackbone=Qwen3-8B2026.05 | 71.4 | |
| MIXSDBackbone=Qwen3-8B, lambda=0.52026.05 | 65.3 | |
| SFTBackbone=Qwen3-4B-It2026.05 | 36.8 | |
| MIXSDModel=Llama-3.2-1B-Instruct, Lambda (λ)=02026.05 | 16 | |
| MIXSDModel=Llama-3.2-1B-Instruct, Lambda (λ)=0.32026.05 | 16 | |
| MIXSDModel=Llama-3.2-1B-Instruct, Lambda (λ)=0.52026.05 | 15 | |
| MIXSDBackbone=Qwen3-1.7B, lambda=0.32026.05 | 14.3 | |
| MIXSDBackbone=Qwen3-1.7B, lambda=02026.05 | 12.8 | |
| BaseModel=Llama-3.2-1B-Instruct2026.05 | 11 | |
| OPSDModel=Llama-3.2-1B-Instruct2026.05 | 10 | |
| MIXSDBackbone=Qwen3-1.7B, lambda=0.52026.05 | 4.8 | |
| MIXSDModel=Llama-3.2-1B-Instruct, Lambda (λ)=0.72026.05 | 4 | |
| OPSDBackbone=Qwen3-1.7B2026.05 | 1.3 | |
| SFTModel=Llama-3.2-1B-Instruct2026.05 | 0 | |
| SFTBackbone=Qwen3-1.7B2026.05 | 0 |