Dataset,Category,Dataset Size,Provider,Search_Server_Mean_ms,Search_Mean_ms,Rerank_Mean_ms,Moorcheh Distance Only,Elasticsearch,PGVector,Qdrant,Moorcheh All,Pinecone (Search + Rerank),Pinecone (Search),Cohere (Rerank)
AILA2019-Statutes,Legal & Regulatory,197,elasticsearch,2.3,,,0.2,2.3,13.51,66.4,83.89,1414.63,372.02,1042.62
AILA2019-Statutes,Legal & Regulatory,197,moorcheh,83.89,,,0.65,5.05,15.41,67.64,79.24,680.36,342.55,337.81
AILA2019-Statutes,Legal & Regulatory,197,pgvector,13.51,,,2.29,10.76,60.75,69.24,90.98,2197.72,395.87,1801.85
AILA2019-Statutes,Legal & Regulatory,197,pinecone,1414.63,372.02,1042.62,2.33,7.56,40.83,68.63,70.9,2999.33,380.53,2618.8
AILA2019-Statutes,Legal & Regulatory,197,qdrant,66.4,,,2.79,19.03,54.38,94.13,73.22,821.18,359.99,461.19
Apple,API Documentation,678,elasticsearch,5.05,,,3.08,6.67,68.92,90.5,91.56,2654.75,386.84,2267.92
Apple,API Documentation,678,moorcheh,79.24,,,3.33,8.5,46.62,82.01,79.2,781.1,370.15,410.95
Apple,API Documentation,678,pgvector,15.41,,,5.57,8.23,95.3,100.76,104.52,711.97,365.35,346.62
Apple,API Documentation,678,pinecone,680.36,342.55,337.81,7.74,9.64,12.1,105.34,103.79,3202.22,398.52,2803.69
Apple,API Documentation,678,qdrant,67.64,,,9.22,9.66,17.02,100.36,112.31,640.92,364.52,276.4
AILA2019-Case,Legal & Regulatory,2914,elasticsearch,10.76,,,11.42,9.42,17.23,82.03,136.07,1263.84,380.4,883.45
AILA2019-Case,Legal & Regulatory,2914,moorcheh,90.98,,,14.02,12.98,12.39,98.9,123.44,663.67,380.86,282.82
AILA2019-Case,Legal & Regulatory,2914,pgvector,60.75,,,23.53,8.42,45.3,96.17,181.76,794.41,364.94,429.47
AILA2019-Case,Legal & Regulatory,2914,pinecone,2197.72,395.87,1801.85,46.6,18.93,22.7,114.17,278.83,838.68,374.19,464.49
AILA2019-Case,Legal & Regulatory,2914,qdrant,69.24,,,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,elasticsearch,7.56,,,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,moorcheh,70.9,,,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,pgvector,40.83,,,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,pinecone,2999.33,380.53,2618.8,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,qdrant,68.63,,,,,,,,,,
NFCorpus,Medical & Clinical,3633,elasticsearch,19.03,,,,,,,,,,
NFCorpus,Medical & Clinical,3633,moorcheh,73.22,,,,,,,,,,
NFCorpus,Medical & Clinical,3633,pgvector,54.38,,,,,,,,,,
NFCorpus,Medical & Clinical,3633,pinecone,821.18,359.99,461.19,,,,,,,,
NFCorpus,Medical & Clinical,3633,qdrant,94.13,,,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,elasticsearch,6.67,,,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,moorcheh,91.56,,,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,pgvector,68.92,,,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,pinecone,2654.75,386.84,2267.92,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,qdrant,90.5,,,,,,,,,,
HC3Finance,Financial,3933,elasticsearch,8.5,,,,,,,,,,
HC3Finance,Financial,3933,moorcheh,79.2,,,,,,,,,,
HC3Finance,Financial,3933,pgvector,46.62,,,,,,,,,,
HC3Finance,Financial,3933,pinecone,781.1,370.15,410.95,,,,,,,,
HC3Finance,Financial,3933,qdrant,82.01,,,,,,,,,,
ConvFinQA,Financial,6503,elasticsearch,8.23,,,,,,,,,,
ConvFinQA,Financial,6503,moorcheh,104.52,,,,,,,,,,
ConvFinQA,Financial,6503,pgvector,95.3,,,,,,,,,,
ConvFinQA,Financial,6503,pinecone,711.97,365.35,346.62,,,,,,,,
ConvFinQA,Financial,6503,qdrant,100.76,,,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,elasticsearch,9.64,,,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,moorcheh,103.79,,,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,pgvector,12.1,,,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,pinecone,3202.22,398.52,2803.69,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,qdrant,105.34,,,,,,,,,,
FinQA,Financial,11865,elasticsearch,9.66,,,,,,,,,,
FinQA,Financial,11865,moorcheh,112.31,,,,,,,,,,
FinQA,Financial,11865,pgvector,17.02,,,,,,,,,,
FinQA,Financial,11865,pinecone,640.92,364.52,276.4,,,,,,,,
FinQA,Financial,11865,qdrant,100.36,,,,,,,,,,
FinanceBench,Financial,15325,elasticsearch,9.42,,,,,,,,,,
FinanceBench,Financial,15325,moorcheh,136.07,,,,,,,,,,
FinanceBench,Financial,15325,pgvector,17.23,,,,,,,,,,
FinanceBench,Financial,15325,pinecone,1263.84,380.4,883.45,,,,,,,,
FinanceBench,Financial,15325,qdrant,82.03,,,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,elasticsearch,12.98,,,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,moorcheh,123.44,,,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,pgvector,12.39,,,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,pinecone,663.67,380.86,282.82,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,qdrant,98.9,,,,,,,,,,
ACORDAR,Legal & Regulatory,31589,elasticsearch,8.42,,,,,,,,,,
ACORDAR,Legal & Regulatory,31589,moorcheh,181.76,,,,,,,,,,
ACORDAR,Legal & Regulatory,31589,pgvector,45.3,,,,,,,,,,
ACORDAR,Legal & Regulatory,31589,pinecone,794.41,364.94,429.47,,,,,,,,
ACORDAR,Legal & Regulatory,31589,qdrant,96.17,,,,,,,,,,
FiQA,Financial,57638,elasticsearch,18.93,,,,,,,,,,
FiQA,Financial,57638,moorcheh,278.83,,,,,,,,,,
FiQA,Financial,57638,pgvector,22.7,,,,,,,,,,
FiQA,Financial,57638,pinecone,838.68,374.19,464.49,,,,,,,,
FiQA,Financial,57638,qdrant,114.17,,,,,,,,,,