Question Answering on TriviaQA (EM(%), Lat.(ms))
65.3EM (%)AutoRefine△
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AutoRefine△Retrieval Model=e5-base-v22026.05 | 65.3 | 3,853 | |
| AutoRefine△Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 64.73 | 3,903 | |
| Search-R1♢Retrieval Model=e5-base-v22026.05 | 64.59 | 5,409 | |
| AutoRefine△Retrieval Model=harrier-oss-v1-270m2026.05 | 64.32 | 3,899 | |
| Search-R1♢Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 63.16 | 5,120 | |
| AutoRefine△Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 63.09 | 4,223 | |
| Search-R1♢Retrieval Model=harrier-oss-v1-270m2026.05 | 62.8 | 4,983 | |
| AutoRefine△Retrieval Model=F2LLM-v2-330M2026.05 | 62.53 | 4,204 | |
| LatentRAG△Retrieval Model=e5-base-v22026.05 | 62.32 | 370 | |
| Search-R1♢Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 61.7 | 5,198 | |
| LatentRAG△Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 61.54 | 365 | |
| LatentRAG♢Retrieval Model=e5-base-v22026.05 | 61.3 | 410 | |
| LatentRAG♢Retrieval Model=jina-embeddings-v5-text-nano2026.05 | 61.25 | 394 | |
| Search-R1♢Retrieval Model=F2LLM-v2-330M2026.05 | 61.04 | 5,394 | |
| LatentRAG△Retrieval Model=harrier-oss-v1-270m2026.05 | 60.98 | 391 | |
| LatentRAG♢Retrieval Model=harrier-oss-v1-270m2026.05 | 60.4 | 444 | |
| LatentRAG△Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 60.18 | 400 | |
| LatentRAG♢Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 59.85 | 478 | |
| LatentRAG△Retrieval Model=F2LLM-v2-330M2026.05 | 58.83 | 386 | |
| LatentRAG♢Retrieval Model=F2LLM-v2-330M2026.05 | 58.56 | 432 | |
| Iter-RetGenRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 56.91 | 1,241 | |
| R1-SearcherRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 56.1 | 7,894 | |
| DeepRAGRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 55.48 | 2,860 | |
| ZeroSearchRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 54.67 | 3,866 | |
| Naive RAGRetrieval Model=Qwen3-Embedding-0.6B2026.05 | 53.32 | 334 | |
| Search-o1Retrieval Model=Qwen3-Embedding-0.6B2026.05 | 44.53 | 4,102 | |
| Direct InferRetrieval Model=N/A2026.05 | 42.48 | 158 |