Information Retrieval on NFC
42.07nDCG@10text-embedding-ada-002
Evaluation Results
| Method | Links | |
|---|---|---|
| text-embedding-ada-002Dim.=1,536, Type=Dense2025.05 | 42.07 | |
| AngIEDim.=1,024, Type=Dense2025.05 | 38.65 | |
| ModernBERTembDim.=1,024, Type=Dense2025.05 | 33.99 | |
| SBERTnewDim.=768, Type=Dense2025.05 | 32.25 | |
| BM25Dim.=N/A, Type=Sparse2025.05 | 32.08 | |
| LDIREncoder=AngIE, Dim.=200, Type=Dense2025.05 | 27.06 | |
| LLM2VecDim.=4,096, Type=Dense2025.05 | 26.29 | |
| LDIREncoder=SBERTnew, Dim.=500, Type=Dense2025.05 | 26.06 | |
| LDIREncoder=SBERTnew, Dim.=200, Type=Dense2025.05 | 25.35 | |
| LDIREncoder=AngIE, Dim.=500, Type=Dense2025.05 | 24.67 | |
| Bag-of-WordsVocabulary=BERT, Dim.=28,996, Type=Sparse2025.05 | 21.51 | |
| LDIREncoder=ModernBERTemb, Dim.=500, Type=Dense2025.05 | 18.06 | |
| LDIREncoder=ModernBERTemb, Dim.=200, Type=Dense2025.05 | 16.05 | |
| GloVeDim.=300, Type=Dense2025.05 | 13.87 | |
| SimCSEsupDim.=768, Type=Dense2025.05 | 12.42 | |
| SimCSEunsupDim.=768, Type=Dense2025.05 | 9.88 | |
| CQG-MBQADim.=9,614, Type=0/1 Emb.2025.05 | 9.74 | |
| BERTbaseDim.=768, Type=Dense2025.05 | 4.3 | |
| QAEmb-MBQADim.=10,654, Type=0/1 Emb.2025.05 | 3.87 |