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ResearchFormerly WizWand

Web Search Retrieval on MS MARCO (dev)

0.452MRR@10RepLLaMA + RankLLaMA-13B
0.173280.245640.3180.39036Jun 5, 2025
Updated 8mo ago

Evaluation results

MethodLinks
RepLLaMA + RankLLaMA-13BRetriever Type=Advanced multi-stage2025.060.4520.994
query2docRetriever Type=Advanced dense, Base Retriever=SimLM2025.060.4150.988
SimLMRetriever Type=Advanced dense2025.060.4110.987
SPLADE + ColBERT/BKLRetriever Type=Advanced multi-stage2025.060.4070.982
Exp4FuseRetriever Type=Learned sparse, Base Retriever=SPLADE++-v12025.060.3980.986
Exp4FuseRetriever Type=Learned sparse, Base Retriever=SPLADE++-v22025.060.3960.989
uniCOIL + ColBERTv2/CQRetriever Type=Advanced multi-stage2025.060.3870.958
coCondenserRetriever Type=Advanced dense2025.060.3820.984
SPLADE++-v1Retriever Type=Learned sparse, Augmentation=None2025.060.3690.979
SPLADE++-v2Retriever Type=Learned sparse, Augmentation=None2025.060.3680.98
Exp4FuseRetriever Type=Learned sparse, Base Retriever=uniCOIL2025.060.3640.974
uniCOILRetriever Type=Learned sparse, Augmentation=None2025.060.350.958
TAS-BRetriever Type=Advanced dense2025.060.340.975
Exp4FuseRetriever Type=Basic sparse, Base Retriever=docT5query2025.060.2870.964
docT5queryRetriever Type=Basic sparse, Augmentation=None2025.060.2720.947
Exp4FuseRetriever Type=Basic sparse, Base Retriever=BM252025.060.2070.913
BM25Retriever Type=Basic sparse, Augmentation=None2025.060.1840.857