Retrieval on HotPotQA (AR@5)
79.71AR@5RAG
Evaluation results
| Method | Links | |
|---|---|---|
| RAGRetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| Summarized RAGRetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| LongLLMLinguaRetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| MS-PoERetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| REPLUGRetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| PINERetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| RAGRetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| Summarized RAGRetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| LongLLMLinguaRetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| MS-PoERetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| REPLUGRetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| PINERetriever=Qwen3-Embedding-4B2026.06 | 79.71 | |
| RAGRetriever=BGE-M32026.06 | 78.11 | |
| Summarized RAGRetriever=BGE-M32026.06 | 78.11 | |
| LongLLMLinguaRetriever=BGE-M32026.06 | 78.11 | |
| MS-PoERetriever=BGE-M32026.06 | 78.11 | |
| REPLUGRetriever=BGE-M32026.06 | 78.11 | |
| PINERetriever=BGE-M32026.06 | 78.11 | |
| RAGRetriever=BGE-M32026.06 | 78.11 | |
| Summarized RAGRetriever=BGE-M32026.06 | 78.11 | |
| LongLLMLinguaRetriever=BGE-M32026.06 | 78.11 | |
| MS-PoERetriever=BGE-M32026.06 | 78.11 | |
| REPLUGRetriever=BGE-M32026.06 | 78.11 | |
| PINERetriever=BGE-M32026.06 | 78.11 | |
| LongRAGRetriever=BGE-M32026.06 | 74.57 | |
| LongRAGRetriever=BGE-M32026.06 | 74.57 | |
| LongRAGRetriever=Qwen3-Embedding-4B2026.06 | 72.8 | |
| LongRAGRetriever=Qwen3-Embedding-4B2026.06 | 72.8 | |
| UMGP-RAGRetriever=BGE-M32026.06 | 70.02 | |
| UMGP-RAGRetriever=BGE-M32026.06 | 70.02 | |
| UMGP-RAGRetriever=Qwen3-Embedding-4B2026.06 | 67.61 | |
| UMGP-RAGRetriever=Qwen3-Embedding-4B2026.06 | 67.61 | |
| HybridRetriever=BGE-M32026.06 | 64.71 | |
| HybridRetriever=BGE-M32026.06 | 64.71 | |
| UMG-RAGRetriever=BGE-M32026.06 | 62.73 | |
| UMG-RAGRetriever=BGE-M32026.06 | 62.73 | |
| HybridRetriever=Qwen3-Embedding-4B2026.06 | 60.91 | |
| HybridRetriever=Qwen3-Embedding-4B2026.06 | 60.91 | |
| RAGRetriever=SPLADEv32026.06 | 60.43 | |
| RAGRetriever=SPLADEv32026.06 | 60.43 | |
| UMG-RAGRetriever=Qwen3-Embedding-4B2026.06 | 58.45 | |
| UMG-RAGRetriever=Qwen3-Embedding-4B2026.06 | 58.45 | |
| UMGP-RAGRetriever=BERT2026.06 | 58.3 | |
| UMGP-RAGRetriever=BERT2026.06 | 58.3 | |
| HybridRetriever=BERT2026.06 | 52.07 | |
| HybridRetriever=BERT2026.06 | 52.07 | |
| UMG-RAGRetriever=BERT2026.06 | 51.34 | |
| UMG-RAGRetriever=BERT2026.06 | 51.34 | |
| RAGRetriever=BERT2026.06 | 36.38 | |
| Summarized RAGRetriever=BERT2026.06 | 36.38 | |
| LongLLMLinguaRetriever=BERT2026.06 | 36.38 | |
| MS-PoERetriever=BERT2026.06 | 36.38 | |
| REPLUGRetriever=BERT2026.06 | 36.38 | |
| PINERetriever=BERT2026.06 | 36.38 | |
| RAGRetriever=BERT2026.06 | 36.38 | |
| Summarized RAGRetriever=BERT2026.06 | 36.38 | |
| LongLLMLinguaRetriever=BERT2026.06 | 36.38 | |
| MS-PoERetriever=BERT2026.06 | 36.38 | |
| REPLUGRetriever=BERT2026.06 | 36.38 | |
| PINERetriever=BERT2026.06 | 36.38 | |
| LongRAGRetriever=BERT2026.06 | 32.3 | |
| LongRAGRetriever=BERT2026.06 | 32.3 |