Information Retrieval on FQA
55nDCG@10text-embedding-ada-002
Evaluation Results
| Method | Links | |
|---|---|---|
| text-embedding-ada-002Dim.=1,536, Type=Dense2025.05 | 55 | |
| ModernBERTembDim.=1,024, Type=Dense2025.05 | 45.18 | |
| AngIEDim.=1,024, Type=Dense2025.05 | 44.84 | |
| SBERTnewDim.=768, Type=Dense2025.05 | 37.27 | |
| LDIREncoder=AngIE, Dim.=500, Type=Dense2025.05 | 33.34 | |
| LDIREncoder=AngIE, Dim.=200, Type=Dense2025.05 | 30.86 | |
| LDIREncoder=SBERTnew, Dim.=500, Type=Dense2025.05 | 30.52 | |
| LLM2VecDim.=4,096, Type=Dense2025.05 | 28.56 | |
| LDIREncoder=ModernBERTemb, Dim.=500, Type=Dense2025.05 | 26.34 | |
| LDIREncoder=SBERTnew, Dim.=200, Type=Dense2025.05 | 25.94 | |
| BM25Dim.=N/A, Type=Sparse2025.05 | 25.14 | |
| LDIREncoder=ModernBERTemb, Dim.=200, Type=Dense2025.05 | 21.06 | |
| CQG-MBQADim.=9,614, Type=0/1 Emb.2025.05 | 18.63 | |
| SimCSEsupDim.=768, Type=Dense2025.05 | 10.41 | |
| GloVeDim.=300, Type=Dense2025.05 | 10.09 | |
| SimCSEunsupDim.=768, Type=Dense2025.05 | 9.84 | |
| QAEmb-MBQADim.=10,654, Type=0/1 Emb.2025.05 | 8.23 | |
| Bag-of-WordsVocabulary=BERT, Dim.=28,996, Type=Sparse2025.05 | 3.99 | |
| BERTbaseDim.=768, Type=Dense2025.05 | 2.19 |