Knowledge Integration Quality on NQ, TruthfulQA, WoW, HotpotQA, ELI5 Aggregate
76.7Average PerformanceGuarantRAG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GuarantRAGBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 76.7 | 18.4 | 89.3 | 4.74 | |
| o12026.04 | 76.4 | 12.8 | — | 4.85 | |
| GuarantRAGBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 75.8 | 13.2 | 90.9 | 4.72 | |
| GPT-4o2026.04 | 75 | 14.1 | — | 4.81 | |
| GuarantRAGBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 74 | 15.7 | 88.4 | 4.68 | |
| P-RAGBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 73.8 | 25.6 | 86.9 | 4.49 | |
| P-RAGBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 72.5 | 20.4 | 88.7 | 4.47 | |
| SOLARBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 71.9 | 27.1 | 85.1 | 4.43 | |
| DRAGINBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 71.5 | 28.2 | 84.7 | 4.44 | |
| FLAREBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 71.1 | 28.7 | 84.3 | 4.41 | |
| SOLARBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 70.5 | 22.3 | 86.8 | 4.41 | |
| RQ-RAGBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 70.3 | 29.3 | 83.4 | 4.37 | |
| DRAGINBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 70 | 23 | 86.5 | 4.42 | |
| FLAREBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 69.6 | 23.5 | 86.1 | 4.39 | |
| P-RAGBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 69 | 22.9 | 86.1 | 4.43 | |
| RQ-RAGBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 68.9 | 24.1 | 85.2 | 4.35 | |
| SelfRAGBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 68.6 | 31.2 | 81.9 | 4.34 | |
| SOLARBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 67.5 | 24.7 | 84.5 | 4.37 | |
| DA-RAGBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 67.5 | 32.5 | 80.7 | 4.28 | |
| SelfRAGBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 67.2 | 25.9 | 83.7 | 4.32 | |
| DRAGINBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 67.1 | 25.3 | 84.2 | 4.38 | |
| FLAREBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 66.7 | 25.8 | 83.7 | 4.35 | |
| DA-RAGBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 66.2 | 27.2 | 82.4 | 4.26 | |
| RQ-RAGBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 65.9 | 26.4 | 82.9 | 4.31 | |
| SelfRAGBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 64.4 | 28.1 | 81.3 | 4.28 | |
| Standard RAGBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 64 | 34.7 | 77.2 | 4.21 | |
| DA-RAGBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 63.3 | 29.5 | 80.1 | 4.22 | |
| Standard RAGBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 62.8 | 30.4 | 78.9 | 4.19 | |
| Standard RAGBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 60 | 32.6 | 76.8 | 4.15 | |
| Qwen3-14B-TBase Model=Qwen3-14B, Thinking Mode=true2026.04 | 59.5 | 32.9 | — | 4.79 | |
| Qwen3-14BBase Model=Qwen3-14B, Thinking Mode=false2026.04 | 57.3 | 35.8 | — | 4.76 | |
| Qwen3-8BBase Model=Qwen3-8B, Thinking Mode=false2026.04 | 54.8 | 38.2 | — | 4.72 |