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ResearchFormerly WizWand

Question Answering on HotpotQA (EM and Latency)

48.1EM (%)LatentRAG△
15.423223.906632.3940.8734May 7, 2026
Updated 6mo ago

Evaluation results

MethodLinks
LatentRAG△Retrieval Model=jina-embeddings-v5-text-nano2026.0548.1467
LatentRAG♢Retrieval Model=jina-embeddings-v5-text-nano2026.0547.66540
LatentRAG♢Retrieval Model=harrier-oss-v1-270m2026.0547.27614
LatentRAG△Retrieval Model=Qwen3-Embedding-0.6B2026.0547.16528
LatentRAG△Retrieval Model=harrier-oss-v1-270m2026.0546.74507
LatentRAG♢Retrieval Model=Qwen3-Embedding-0.6B2026.0546.73626
LatentRAG♢Retrieval Model=e5-base-v22026.0546.41588
LatentRAG△Retrieval Model=e5-base-v22026.0546.27464
AutoRefine△Retrieval Model=harrier-oss-v1-270m2026.0545.44,703
AutoRefine△Retrieval Model=e5-base-v22026.0545.135,133
Search-R1♢Retrieval Model=harrier-oss-v1-270m2026.0544.886,270
AutoRefine△Retrieval Model=jina-embeddings-v5-text-nano2026.0544.794,962
LatentRAG△Retrieval Model=F2LLM-v2-330M2026.0544.74499
Search-R1♢Retrieval Model=e5-base-v22026.0544.716,263
LatentRAG♢Retrieval Model=F2LLM-v2-330M2026.0544.58593
Search-R1♢Retrieval Model=jina-embeddings-v5-text-nano2026.0544.316,161
AutoRefine△Retrieval Model=Qwen3-Embedding-0.6B2026.0544.065,344
R1-SearcherRetrieval Model=Qwen3-Embedding-0.6B2026.0543.349,306
Search-R1♢Retrieval Model=Qwen3-Embedding-0.6B2026.0543.056,589
AutoRefine△Retrieval Model=F2LLM-v2-330M2026.0542.634,992
Search-R1♢Retrieval Model=F2LLM-v2-330M2026.0541.996,228
DeepRAGRetrieval Model=Qwen3-Embedding-0.6B2026.0533.443,232
Iter-RetGenRetrieval Model=Qwen3-Embedding-0.6B2026.0531.741,303
ZeroSearchRetrieval Model=Qwen3-Embedding-0.6B2026.0530.614,136
Naive RAGRetrieval Model=Qwen3-Embedding-0.6B2026.0527.41300
Search-o1Retrieval Model=Qwen3-Embedding-0.6B2026.0525.094,886
Direct InferRetrieval Model=N/A2026.0516.68179