Retrieval on 2Wiki
96.13Recall@5Ψ-RAG A
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ψ-RAG AType=Tree-RAG, Abstract Type=Summative2026.05 | 96.13 | 81.35 | |
| Ψ-RAG øType=Tree-RAG, Abstract Type=Keyword2026.05 | 95.85 | 81.23 | |
| HippoRAG 2Type=Graph-RAG2026.05 | 89.92 | 75.4 | |
| Quest-GNNLLM Generator=Llama-3.3-70B-Instruct2025.10 | 89.47 | 74.02 | |
| HippoRAG2LLM Generator=Llama-3.3-70B-Instruct2025.10 | 88.91 | 73.31 | |
| CatRAGRetrieval Strategy=Structure-Aware RAG2026.02 | 87 | — | |
| Self-Correcting RAGCategory=Proposed Framework2026.04 | 86.9 | — | |
| HippoRAG 2Retrieval Strategy=Structure-Aware RAG2026.02 | 85.9 | — | |
| DRAGCategory=Iterative & Agentic RAG2026.04 | 84.4 | — | |
| RAPTORLLM Generator=Llama-3.3-70B-Instruct2025.10 | 82.67 | 66.45 | |
| CRAGCategory=Iterative & Agentic RAG2026.04 | 82.5 | — | |
| ToG2LLM Generator=Llama-3.3-70B-Instruct2025.10 | 81.22 | 64.86 | |
| HippoRAG 2 + Q3RType=Graph-RAG2026.05 | 80.73 | 70 | |
| RECOMPCategory=Advanced Selection & Reranking2026.04 | 80.5 | — | |
| GFM-RAGLLM Generator=Llama-3.3-70B-Instruct2025.10 | 79.2 | 62.92 | |
| Self-RAGCategory=Iterative & Agentic RAG2026.04 | 79.1 | — | |
| KiRAGLLM Generator=Llama-3.3-70B-Instruct2025.10 | 79.01 | 58.67 | |
| NV-Embed-v2LLM Generator=Llama-3.3-70B-Instruct2025.10 | 78.66 | 67.16 | |
| G-retrieverLLM Generator=Llama-3.3-70B-Instruct2025.10 | 78.05 | 62.38 | |
| GTE-Qwen2-7BLLM Generator=Llama-3.3-70B-Instruct2025.10 | 77.78 | 66.73 | |
| FilcoCategory=Advanced Selection & Reranking2026.04 | 76 | — | |
| Auto-RAGLLM Generator=Llama-3.3-70B-Instruct2025.10 | 74.94 | 55.63 | |
| RAG + MMRCategory=Advanced Selection & Reranking2026.04 | 74.8 | — | |
| BM25 + DPR + Q3RType=Traditional RAG2026.05 | 74.52 | 68.95 | |
| DPR + IRCoT + Q3RType=Traditional RAG2026.05 | 74.08 | 69.2 | |
| LongLLMLinguaCategory=Advanced Selection & Reranking2026.04 | 73.5 | — | |
| Self-RAGLLM Generator=Llama-3.3-70B-Instruct2025.10 | 72.45 | 52.92 | |
| DPRType=Traditional RAG2026.05 | 71.03 | 32.3 | |
| text-embedding-3-smallRetrieval Strategy=Standard Retrieval2026.02 | 70.8 | — | |
| IRCoTCategory=Iterative & Agentic RAG2026.04 | 70.2 | — | |
| RAPTORRetrieval Strategy=Structure-Aware RAG2026.02 | 69.8 | — | |
| GNN-RAGLLM Generator=Llama-3.3-70B-Instruct2025.10 | 69.14 | 58.67 | |
| GTR (T5-base)Retrieval Strategy=Standard Retrieval2026.02 | 67.9 | — | |
| RRRCategory=Standard Baselines2026.04 | 67.9 | — | |
| HyDECategory=Standard Baselines2026.04 | 67.5 | — | |
| BM25LLM Generator=Llama-3.3-70B-Instruct2025.10 | 65.31 | 55.32 | |
| NaiveCategory=Standard Baselines2026.04 | 65.3 | — | |
| BM25Type=Traditional RAG2026.05 | 64.98 | 54.7 | |
| Contriever+IRCoTLLM Generator=Llama-3.3-70B-Instruct2025.10 | 57.53 | 46.6 | |
| ContrieverRetrieval Strategy=Standard Retrieval2026.02 | 57.5 | — | |
| BM25Retrieval Strategy=Standard Retrieval2026.02 | 52.1 | — | |
| RAPTOR + Q3RType=Tree-RAG2026.05 | 44.57 | 40.93 |