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ResearchFormerly WizWand

Information Retrieval on SCIDocs (nDCG@10)

23.11nDCG@10text-embedding-ada-002
2.00847.486712.96518.4433May 15, 2025Jun 27, 2025Aug 10, 2025Sep 23, 2025Nov 6, 2025Dec 20, 2025Feb 2, 2026
Updated 8mo ago

Evaluation results

MethodLinks
text-embedding-ada-002Dim.=1,536, Type=Dense2025.0523.11
AngIEDim.=1,024, Type=Dense2025.0522.98
SBERTnewDim.=768, Type=Dense2025.0521.82
ModernBERTembDim.=1,024, Type=Dense2025.0521.4
LDIREncoder=SBERTnew, Dim.=500, Type=Dense2025.0519.74
LDIREncoder=SBERTnew, Dim.=200, Type=Dense2025.0518.34
LDIREncoder=AngIE, Dim.=500, Type=Dense2025.0517.72
LSP/0Corpus Size=25K2026.0216.2
SafeCorpus Size=25K2026.0215.9
SPCorpus Size=25K2026.0215.9
BMPCorpus Size=25K2026.0215.8
SeismicWaveCorpus Size=25K2026.0215.8
BM25Dim.=N/A, Type=Sparse2025.0515.78
LDIREncoder=AngIE, Dim.=200, Type=Dense2025.0515.44
LDIREncoder=ModernBERTemb, Dim.=500, Type=Dense2025.0513.87
LDIREncoder=ModernBERTemb, Dim.=200, Type=Dense2025.0511.27
LLM2VecDim.=4,096, Type=Dense2025.0510.39
CQG-MBQADim.=9,614, Type=0/1 Emb.2025.058.67
GloVeDim.=300, Type=Dense2025.058.04
SimCSEsupDim.=768, Type=Dense2025.057.53
Bag-of-WordsVocabulary=BERT, Dim.=28,996, Type=Sparse2025.056.79
SimCSEunsupDim.=768, Type=Dense2025.055.5
QAEmb-MBQADim.=10,654, Type=0/1 Emb.2025.053.74
BERTbaseDim.=768, Type=Dense2025.052.82