Retrieval-Augmented Generation on All Datasets Aggregated
76.6Average Performance ScoreGuarantRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GuarantRAGBackbone=Qwen3-14B-T, Retriever=RetroMAE2026.04 | 76.6 | 20.6 | |
| GuarantRAGBackbone=Qwen3-14B-T, Retriever=HyDE2026.04 | 76.2 | 21 | |
| GuarantRAGBackbone=Qwen3-14B-T, Retriever=SPLADE-v32026.04 | 75.8 | 21.2 | |
| GuarantRAGBackbone=Qwen3-14B-T, Retriever=BM252026.04 | 75.2 | 21.8 | |
| P-RAGBackbone=Qwen3-14B-T, Retriever=RetroMAE2026.04 | 74.1 | 23.5 | |
| P-RAGBackbone=Qwen3-14B-T, Retriever=HyDE2026.04 | 73.7 | 23.9 | |
| P-RAGBackbone=Qwen3-14B-T, Retriever=SPLADE-v32026.04 | 73.3 | 24.1 | |
| SOLARBackbone=Qwen3-14B-T, Retriever=RetroMAE2026.04 | 73.2 | 24.5 | |
| P-RAGBackbone=Qwen3-14B-T, Retriever=BM252026.04 | 72.8 | 24.6 | |
| SOLARBackbone=Qwen3-14B-T, Retriever=HyDE2026.04 | 72.8 | 24.9 | |
| SOLARBackbone=Qwen3-14B-T, Retriever=SPLADE-v32026.04 | 72.4 | 25.1 | |
| DRAGINBackbone=Qwen3-14B-T, Retriever=RetroMAE2026.04 | 72.3 | 24.9 | |
| SOLARBackbone=Qwen3-14B-T, Retriever=BM252026.04 | 71.9 | 25.7 | |
| DRAGINBackbone=Qwen3-14B-T, Retriever=HyDE2026.04 | 71.9 | 25.3 | |
| FLAREBackbone=Qwen3-14B-T, Retriever=RetroMAE2026.04 | 71.8 | 25.3 | |
| DRAGINBackbone=Qwen3-14B-T, Retriever=SPLADE-v32026.04 | 71.6 | 25.5 | |
| RQ-RAGBackbone=Qwen3-14B-T, Retriever=RetroMAE2026.04 | 71.6 | 25.8 | |
| FLAREBackbone=Qwen3-14B-T, Retriever=HyDE2026.04 | 71.4 | 25.7 | |
| RQ-RAGBackbone=Qwen3-14B-T, Retriever=HyDE2026.04 | 71.2 | 26.1 | |
| DRAGINBackbone=Qwen3-14B-T, Retriever=BM252026.04 | 71.1 | 26 | |
| FLAREBackbone=Qwen3-14B-T, Retriever=SPLADE-v32026.04 | 71.1 | 25.9 | |
| RQ-RAGBackbone=Qwen3-14B-T, Retriever=SPLADE-v32026.04 | 70.8 | 26.4 | |
| FLAREBackbone=Qwen3-14B-T, Retriever=BM252026.04 | 70.6 | 26.4 | |
| RQ-RAGBackbone=Qwen3-14B-T, Retriever=BM252026.04 | 70.4 | 26.9 | |
| SelfRAGBackbone=Qwen3-14B-T, Retriever=RetroMAE2026.04 | 69.8 | 27.1 | |
| SelfRAGBackbone=Qwen3-14B-T, Retriever=HyDE2026.04 | 69.4 | 27.5 | |
| SelfRAGBackbone=Qwen3-14B-T, Retriever=SPLADE-v32026.04 | 69.1 | 27.8 | |
| DA-RAGBackbone=Qwen3-14B-T, Retriever=RetroMAE2026.04 | 68.9 | 27.8 | |
| SelfRAGBackbone=Qwen3-14B-T, Retriever=BM252026.04 | 68.7 | 28.2 | |
| DA-RAGBackbone=Qwen3-14B-T, Retriever=HyDE2026.04 | 68.5 | 28.2 | |
| DA-RAGBackbone=Qwen3-14B-T, Retriever=SPLADE-v32026.04 | 68.2 | 28.4 | |
| DA-RAGBackbone=Qwen3-14B-T, Retriever=BM252026.04 | 67.8 | 28.9 | |
| Standard RAGBackbone=Qwen3-14B-T, Retriever=RetroMAE2026.04 | 65.1 | 30.2 | |
| AtomicRAG2026.02 | 64.9 | — | |
| Standard RAGBackbone=Qwen3-14B-T, Retriever=HyDE2026.04 | 64.8 | 30.6 | |
| Standard RAGBackbone=Qwen3-14B-T, Retriever=SPLADE-v32026.04 | 64.3 | 30.8 | |
| Standard RAGBackbone=Qwen3-14B-T, Retriever=BM252026.04 | 64 | 31.4 | |
| Qwen3-14B-TBackbone=Qwen3-14B-T, Retriever=BM25, Mode=No RAG2026.04 | 59.5 | 32.9 | |
| Qwen3-14B-TBackbone=Qwen3-14B-T, Retriever=SPLADE-v3, Mode=No RAG2026.04 | 59.5 | 32.9 | |
| Qwen3-14B-TBackbone=Qwen3-14B-T, Retriever=RetroMAE, Mode=No RAG2026.04 | 59.5 | 32.9 | |
| Qwen3-14B-TBackbone=Qwen3-14B-T, Retriever=HyDE, Mode=No RAG2026.04 | 59.5 | 32.9 | |
| HippoRAG22026.02 | 58.3 | — | |
| GFM-RAG2026.02 | 56.6 | — | |
| Fast-GraphRAG2026.02 | 56.1 | — | |
| Lazy-GraphRAG2026.02 | 51.3 | — | |
| RAGreranking=with2026.02 | 51.2 | — | |
| LightRAG2026.02 | 51 | — | |
| RAPTOR2026.02 | 51 | — | |
| StructRAG2026.02 | 50.7 | — | |
| RAGreranking=without2026.02 | 50.3 | — | |
| KGP2026.02 | 49.3 | — | |
| MS-GraphRAGscope=local2026.02 | 46.5 | — | |
| HippoRAG2026.02 | 46.2 | — | |
| KET-RAG2026.02 | 42.9 | — | |
| MS-GraphRAGscope=global2026.02 | 33 | — |