Question Answering on PopQA (EM(%) and Latency)
47.82EM (%)LatentRAG△
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LatentRAG△Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 47.82 | 383 | |
| AutoRefine△Retrieval Model=harrier-oss-v1-270m2026.05 | 47.68 | 4,153 | |
| LatentRAG△Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 47.42 | 422 | |
| Search-R1♢Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 47.31 | 3,588 | |
| AutoRefine△Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 47.19 | 4,397 | |
| Search-R1♢Retrieval Model=harrier-oss-v1-270m2026.05 | 47.14 | 3,351 | |
| AutoRefine△Retrieval Model=e5-base-v22026.05 | 47.12 | 4,135 | |
| AutoRefine△Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 46.84 | 4,109 | |
| LatentRAG♢Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 46.72 | 426 | |
| LatentRAG♢Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 46.63 | 501 | |
| Search-R1♢Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 46.54 | 3,639 | |
| Search-R1♢Retrieval Model=e5-base-v22026.05 | 46.02 | 3,403 | |
| LatentRAG△Retrieval Model=harrier-oss-v1-270m2026.05 | 45.92 | 409 | |
| LatentRAG♢Retrieval Model=harrier-oss-v1-270m2026.05 | 45.41 | 497 | |
| AutoRefine△Retrieval Model=F2LLM-v2-330M2026.05 | 45.17 | 4,271 | |
| Search-R1♢Retrieval Model=F2LLM-v2-330M2026.05 | 44.92 | 3,620 | |
| LatentRAG△Retrieval Model=F2LLM-v2-330M2026.05 | 44.72 | 417 | |
| LatentRAG♢Retrieval Model=F2LLM-v2-330M2026.05 | 44.21 | 448 | |
| LatentRAG△Retrieval Model=e5-base-v22026.05 | 43.88 | 407 | |
| LatentRAG♢Retrieval Model=e5-base-v22026.05 | 43.04 | 470 | |
| ZeroSearchRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 40.72 | 3,484 | |
| Iter-RetGenRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 40.29 | 1,297 | |
| DeepRAGRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 39.15 | 2,873 | |
| R1-SearcherRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 38.37 | 7,426 | |
| Naive RAGRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 35.72 | 297 | |
| Search-o1Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 31.25 | 3,422 | |
| Direct InferRetrieval Model=N/A2026.05 | 14.5 | 175 |