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,5.44,,,0.2,5.44,0.5,79.0,83.89,1228.83,198.61,1030.22
AILA2019-Statutes,Legal & Regulatory,197,moorcheh,83.89,,,0.65,2.04,0.68,55.85,79.24,560.54,197.77,362.77
AILA2019-Statutes,Legal & Regulatory,197,pgvector,0.5,,,2.29,6.54,0.73,56.51,90.98,2717.4,200.3,2517.1
AILA2019-Statutes,Legal & Regulatory,197,pinecone,1228.83,198.61,1030.22,2.33,10.34,0.59,56.53,70.9,2456.18,198.88,2257.3
AILA2019-Statutes,Legal & Regulatory,197,qdrant,79.0,,,2.79,8.07,0.79,83.93,73.22,701.83,198.59,503.24
Apple,API Documentation,678,elasticsearch,2.04,,,3.08,5.65,0.7,110.87,91.56,,,
Apple,API Documentation,678,moorcheh,79.24,,,3.33,10.72,0.72,78.76,79.2,595.86,201.17,394.69
Apple,API Documentation,678,pgvector,0.68,,,5.57,6.23,1.09,93.12,104.52,486.46,200.87,285.59
Apple,API Documentation,678,pinecone,560.54,197.77,362.77,7.74,6.55,0.77,109.31,103.79,,,
Apple,API Documentation,678,qdrant,55.85,,,9.22,14.11,1.0,87.24,112.31,470.62,203.88,266.74
AILA2019-Case,Legal & Regulatory,2914,elasticsearch,6.54,,,11.42,7.27,0.67,95.29,136.07,,,
AILA2019-Case,Legal & Regulatory,2914,moorcheh,90.98,,,14.02,7.84,0.9,101.38,123.44,,,
AILA2019-Case,Legal & Regulatory,2914,pgvector,0.73,,,23.53,15.46,1.37,136.82,181.76,,,
AILA2019-Case,Legal & Regulatory,2914,pinecone,2717.4,200.3,2517.1,46.6,13.98,1.44,217.98,278.83,,,
AILA2019-Case,Legal & Regulatory,2914,qdrant,56.51,,,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,elasticsearch,10.34,,,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,moorcheh,70.9,,,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,pgvector,0.59,,,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,pinecone,2456.18,198.88,2257.3,,,,,,,,
LeCaRDv2,Legal & Regulatory,3000,qdrant,56.53,,,,,,,,,,
NFCorpus,Medical & Clinical,3633,elasticsearch,8.07,,,,,,,,,,
NFCorpus,Medical & Clinical,3633,moorcheh,73.22,,,,,,,,,,
NFCorpus,Medical & Clinical,3633,pgvector,0.79,,,,,,,,,,
NFCorpus,Medical & Clinical,3633,pinecone,701.83,198.59,503.24,,,,,,,,
NFCorpus,Medical & Clinical,3633,qdrant,83.93,,,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,elasticsearch,5.65,,,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,moorcheh,91.56,,,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,pgvector,0.7,,,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,pinecone,,,,,,,,,,,
REGIR-UK2EU,Legal & Regulatory,3930,qdrant,110.87,,,,,,,,,,
HC3Finance,Financial,3933,elasticsearch,10.72,,,,,,,,,,
HC3Finance,Financial,3933,moorcheh,79.2,,,,,,,,,,
HC3Finance,Financial,3933,pgvector,0.72,,,,,,,,,,
HC3Finance,Financial,3933,pinecone,595.86,201.17,394.69,,,,,,,,
HC3Finance,Financial,3933,qdrant,78.76,,,,,,,,,,
ConvFinQA,Financial,6503,elasticsearch,6.23,,,,,,,,,,
ConvFinQA,Financial,6503,moorcheh,104.52,,,,,,,,,,
ConvFinQA,Financial,6503,pgvector,1.09,,,,,,,,,,
ConvFinQA,Financial,6503,pinecone,486.46,200.87,285.59,,,,,,,,
ConvFinQA,Financial,6503,qdrant,93.12,,,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,elasticsearch,6.55,,,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,moorcheh,103.79,,,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,pgvector,0.77,,,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,pinecone,,,,,,,,,,,
REGIR-EU2UK,Legal & Regulatory,10000,qdrant,109.31,,,,,,,,,,
FinQA,Financial,11865,elasticsearch,14.11,,,,,,,,,,
FinQA,Financial,11865,moorcheh,112.31,,,,,,,,,,
FinQA,Financial,11865,pgvector,1.0,,,,,,,,,,
FinQA,Financial,11865,pinecone,470.62,203.88,266.74,,,,,,,,
FinQA,Financial,11865,qdrant,87.24,,,,,,,,,,
FinanceBench,Financial,15325,elasticsearch,7.27,,,,,,,,,,
FinanceBench,Financial,15325,moorcheh,136.07,,,,,,,,,,
FinanceBench,Financial,15325,pgvector,0.67,,,,,,,,,,
FinanceBench,Financial,15325,pinecone,,,,,,,,,,,
FinanceBench,Financial,15325,qdrant,95.29,,,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,elasticsearch,7.84,,,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,moorcheh,123.44,,,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,pgvector,0.9,,,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,pinecone,,,,,,,,,,,
LegalQuAD,Legal & Regulatory,17702,qdrant,101.38,,,,,,,,,,
ACORDAR,Legal & Regulatory,31589,elasticsearch,15.46,,,,,,,,,,
ACORDAR,Legal & Regulatory,31589,moorcheh,181.76,,,,,,,,,,
ACORDAR,Legal & Regulatory,31589,pgvector,1.37,,,,,,,,,,
ACORDAR,Legal & Regulatory,31589,pinecone,,,,,,,,,,,
ACORDAR,Legal & Regulatory,31589,qdrant,136.82,,,,,,,,,,
FiQA,Financial,57638,elasticsearch,13.98,,,,,,,,,,
FiQA,Financial,57638,moorcheh,278.83,,,,,,,,,,
FiQA,Financial,57638,pgvector,1.44,,,,,,,,,,
FiQA,Financial,57638,pinecone,,,,,,,,,,,
FiQA,Financial,57638,qdrant,217.98,,,,,,,,,,