Passage Retrieval on Natural Questions (AR@5)
92.53AR@5LongRAG
Evaluation results
| Method | Links | |
|---|---|---|
| LongRAGRetriever=Qwen3-Embedding-4B2026.06 | 92.53 | |
| LongRAGRetriever=BGE-M32026.06 | 91.01 | |
| UMGP-RAGRetriever=BGE-M32026.06 | 87.59 | |
| UMGP-RAGRetriever=Qwen3-Embedding-4B2026.06 | 87.45 | |
| RAGRetriever=Qwen3-Embedding-4B2026.06 | 86.01 | |
| Summarized RAGRetriever=Qwen3-Embedding-4B2026.06 | 86.01 | |
| LongLLMLinguaRetriever=Qwen3-Embedding-4B2026.06 | 86.01 | |
| MS-PoERetriever=Qwen3-Embedding-4B2026.06 | 86.01 | |
| REPLUGRetriever=Qwen3-Embedding-4B2026.06 | 86.01 | |
| PINERetriever=Qwen3-Embedding-4B2026.06 | 86.01 | |
| RAGRetriever=BGE-M32026.06 | 85.62 | |
| Summarized RAGRetriever=BGE-M32026.06 | 85.62 | |
| LongLLMLinguaRetriever=BGE-M32026.06 | 85.62 | |
| MS-PoERetriever=BGE-M32026.06 | 85.62 | |
| REPLUGRetriever=BGE-M32026.06 | 85.62 | |
| PINERetriever=BGE-M32026.06 | 85.62 | |
| HybridRetriever=BGE-M32026.06 | 82.41 | |
| HybridRetriever=Qwen3-Embedding-4B2026.06 | 81.14 | |
| UMG-RAGRetriever=BGE-M32026.06 | 80.23 | |
| RAGRetriever=SPLADEv32026.06 | 79.94 | |
| UMG-RAGRetriever=Qwen3-Embedding-4B2026.06 | 79.49 | |
| UMGP-RAGRetriever=BERT2026.06 | 77.97 | |
| HybridRetriever=BERT2026.06 | 70.11 | |
| UMG-RAGRetriever=BERT2026.06 | 68.52 | |
| RAGRetriever=BERT2026.06 | 44.77 | |
| Summarized RAGRetriever=BERT2026.06 | 44.77 | |
| LongLLMLinguaRetriever=BERT2026.06 | 44.77 | |
| MS-PoERetriever=BERT2026.06 | 44.77 | |
| REPLUGRetriever=BERT2026.06 | 44.77 | |
| PINERetriever=BERT2026.06 | 44.77 | |
| LongRAGRetriever=BERT2026.06 | 44.41 |