List your company
ResearchFormerly WizWand

Information Retrieval on ArguAna

66.15nDCG@10AngIE
26.775636.997847.2257.4422May 15, 2025Jul 17, 2025Sep 18, 2025Nov 20, 2025Jan 22, 2026Mar 26, 2026May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AngIEDim.=1,024, Type=Dense2025.0566.15
LDIREncoder=AngIE, Dim.=500, Type=Dense2025.0560.1
text-embedding-ada-002Dim.=1,536, Type=Dense2025.0558.05
LDIREncoder=AngIE, Dim.=200, Type=Dense2025.0557.11
LLM2VecDim.=4,096, Type=Dense2025.0551.73
qwen3-4bEnhancement=None2026.0550.7
qwen3-4bEnhancement=Reasoning Internalizer2026.0549.3
BM25Dim.=N/A, Type=Sparse2025.0549.28
CQG-MBQADim.=9,614, Type=0/1 Emb.2025.0547.75
SBERTnewDim.=768, Type=Dense2025.0547.13
ModernBERTembDim.=1,024, Type=Dense2025.0546.56
LDIREncoder=SBERTnew, Dim.=500, Type=Dense2025.0544.89
qwen3-4bEnhancement=CoT Reasoner2026.0543.8
LDIREncoder=SBERTnew, Dim.=200, Type=Dense2025.0542.25
gte-baseEnhancement=None2026.0541.7
gte-baseEnhancement=CoT Reasoner2026.0541.7
e5-largeEnhancement=CoT Reasoner2026.0541.3
gte-baseEnhancement=Reasoning Internalizer2026.0540.9
snowflakeEnhancement=CoT Reasoner2026.0540.5
SimCSEsupDim.=768, Type=Dense2025.0539.33
e5-largeEnhancement=Reasoning Internalizer2026.0539.2
snowflakeEnhancement=Reasoning Internalizer2026.0538.6
SimCSEunsupDim.=768, Type=Dense2025.0538.34
LDIREncoder=ModernBERTemb, Dim.=500, Type=Dense2025.0537.91
snowflakeEnhancement=None2026.0537.2
GloVeDim.=300, Type=Dense2025.0536.3
QAEmb-MBQADim.=10,654, Type=0/1 Emb.2025.0534.75
Bag-of-WordsVocabulary=BERT, Dim.=28,996, Type=Sparse2025.0534.25
e5-largeEnhancement=None2026.0534.2
LDIREncoder=ModernBERTemb, Dim.=200, Type=Dense2025.0533.62
BERTbaseDim.=768, Type=Dense2025.0528.29