Information Retrieval on ArguAna
66.15nDCG@10AngIE
Evaluation Results
| Method | Links | |
|---|---|---|
| AngIEDim.=1,024, Type=Dense2025.05 | 66.15 | |
| LDIREncoder=AngIE, Dim.=500, Type=Dense2025.05 | 60.1 | |
| text-embedding-ada-002Dim.=1,536, Type=Dense2025.05 | 58.05 | |
| LDIREncoder=AngIE, Dim.=200, Type=Dense2025.05 | 57.11 | |
| LLM2VecDim.=4,096, Type=Dense2025.05 | 51.73 | |
| qwen3-4bEnhancement=None2026.05 | 50.7 | |
| qwen3-4bEnhancement=Reasoning Internalizer2026.05 | 49.3 | |
| BM25Dim.=N/A, Type=Sparse2025.05 | 49.28 | |
| CQG-MBQADim.=9,614, Type=0/1 Emb.2025.05 | 47.75 | |
| SBERTnewDim.=768, Type=Dense2025.05 | 47.13 | |
| ModernBERTembDim.=1,024, Type=Dense2025.05 | 46.56 | |
| LDIREncoder=SBERTnew, Dim.=500, Type=Dense2025.05 | 44.89 | |
| qwen3-4bEnhancement=CoT Reasoner2026.05 | 43.8 | |
| LDIREncoder=SBERTnew, Dim.=200, Type=Dense2025.05 | 42.25 | |
| gte-baseEnhancement=None2026.05 | 41.7 | |
| gte-baseEnhancement=CoT Reasoner2026.05 | 41.7 | |
| e5-largeEnhancement=CoT Reasoner2026.05 | 41.3 | |
| gte-baseEnhancement=Reasoning Internalizer2026.05 | 40.9 | |
| snowflakeEnhancement=CoT Reasoner2026.05 | 40.5 | |
| SimCSEsupDim.=768, Type=Dense2025.05 | 39.33 | |
| e5-largeEnhancement=Reasoning Internalizer2026.05 | 39.2 | |
| snowflakeEnhancement=Reasoning Internalizer2026.05 | 38.6 | |
| SimCSEunsupDim.=768, Type=Dense2025.05 | 38.34 | |
| LDIREncoder=ModernBERTemb, Dim.=500, Type=Dense2025.05 | 37.91 | |
| snowflakeEnhancement=None2026.05 | 37.2 | |
| GloVeDim.=300, Type=Dense2025.05 | 36.3 | |
| QAEmb-MBQADim.=10,654, Type=0/1 Emb.2025.05 | 34.75 | |
| Bag-of-WordsVocabulary=BERT, Dim.=28,996, Type=Sparse2025.05 | 34.25 | |
| e5-largeEnhancement=None2026.05 | 34.2 | |
| LDIREncoder=ModernBERTemb, Dim.=200, Type=Dense2025.05 | 33.62 | |
| BERTbaseDim.=768, Type=Dense2025.05 | 28.29 |