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ResearchFormerly WizWand

Question Answering on PopQA (EM(%) and Latency)

47.82EM (%)LatentRAG△
13.167222.163631.1640.1564May 7, 2026
Updated 6mo ago

Evaluation results

MethodLinks
LatentRAG△Retrieval Model=jina-embeddings-v5-text-nano2026.0547.82383
AutoRefine△Retrieval Model=harrier-oss-v1-270m2026.0547.684,153
LatentRAG△Retrieval Model=Qwen3-Embedding-0.6B2026.0547.42422
Search-R1♢Retrieval Model=Qwen3-Embedding-0.6B2026.0547.313,588
AutoRefine△Retrieval Model=Qwen3-Embedding-0.6B2026.0547.194,397
Search-R1♢Retrieval Model=harrier-oss-v1-270m2026.0547.143,351
AutoRefine△Retrieval Model=e5-base-v22026.0547.124,135
AutoRefine△Retrieval Model=jina-embeddings-v5-text-nano2026.0546.844,109
LatentRAG♢Retrieval Model=jina-embeddings-v5-text-nano2026.0546.72426
LatentRAG♢Retrieval Model=Qwen3-Embedding-0.6B2026.0546.63501
Search-R1♢Retrieval Model=jina-embeddings-v5-text-nano2026.0546.543,639
Search-R1♢Retrieval Model=e5-base-v22026.0546.023,403
LatentRAG△Retrieval Model=harrier-oss-v1-270m2026.0545.92409
LatentRAG♢Retrieval Model=harrier-oss-v1-270m2026.0545.41497
AutoRefine△Retrieval Model=F2LLM-v2-330M2026.0545.174,271
Search-R1♢Retrieval Model=F2LLM-v2-330M2026.0544.923,620
LatentRAG△Retrieval Model=F2LLM-v2-330M2026.0544.72417
LatentRAG♢Retrieval Model=F2LLM-v2-330M2026.0544.21448
LatentRAG△Retrieval Model=e5-base-v22026.0543.88407
LatentRAG♢Retrieval Model=e5-base-v22026.0543.04470
ZeroSearchRetrieval Model=Qwen3-Embedding-0.6B2026.0540.723,484
Iter-RetGenRetrieval Model=Qwen3-Embedding-0.6B2026.0540.291,297
DeepRAGRetrieval Model=Qwen3-Embedding-0.6B2026.0539.152,873
R1-SearcherRetrieval Model=Qwen3-Embedding-0.6B2026.0538.377,426
Naive RAGRetrieval Model=Qwen3-Embedding-0.6B2026.0535.72297
Search-o1Retrieval Model=Qwen3-Embedding-0.6B2026.0531.253,422
Direct InferRetrieval Model=N/A2026.0514.5175