Question Answering on NQ (EM and Latency)
49.86EM (%)LatentRAG△
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LatentRAG△Retrieval Model=e5-base-v22026.05 | 49.86 | 369 | |
| LatentRAG♢Retrieval Model=e5-base-v22026.05 | 49.03 | 453 | |
| AutoRefine△Retrieval Model=e5-base-v22026.05 | 48.2 | 4,303 | |
| Search-R1♢Retrieval Model=e5-base-v22026.05 | 48.03 | 3,301 | |
| LatentRAG△Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 47.59 | 368 | |
| LatentRAG♢Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 47.37 | 456 | |
| LatentRAG♢Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 46.29 | 491 | |
| LatentRAG♢Retrieval Model=harrier-oss-v1-270m2026.05 | 46.15 | 485 | |
| AutoRefine△Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 45.98 | 4,730 | |
| Search-R1♢Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 45.79 | 3,381 | |
| LatentRAG△Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 45.73 | 409 | |
| LatentRAG△Retrieval Model=harrier-oss-v1-270m2026.05 | 45.68 | 389 | |
| LatentRAG♢Retrieval Model=F2LLM-v2-330M2026.05 | 45.54 | 484 | |
| LatentRAG△Retrieval Model=F2LLM-v2-330M2026.05 | 45.32 | 403 | |
| Search-R1♢Retrieval Model=harrier-oss-v1-270m2026.05 | 44.4 | 3,510 | |
| AutoRefine△Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 44.35 | 4,782 | |
| Search-R1♢Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 43.93 | 3,553 | |
| AutoRefine△Retrieval Model=F2LLM-v2-330M2026.05 | 43.82 | 4,483 | |
| AutoRefine△Retrieval Model=harrier-oss-v1-270m2026.05 | 43.8 | 4,457 | |
| Search-R1♢Retrieval Model=F2LLM-v2-330M2026.05 | 43.35 | 3,717 | |
| R1-SearcherRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 36.34 | 7,569 | |
| ZeroSearchRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 34.07 | 4,194 | |
| DeepRAGRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 33.16 | 2,847 | |
| Iter-RetGenRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 31.33 | 1,884 | |
| Naive RAGRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 25.84 | 452 | |
| Search-o1Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 22.33 | 4,178 | |
| Direct InferRetrieval Model=N/A2026.05 | 14.76 | 257 |