Document Ranking on MS MARCO Document
74FD (%)CFIR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CFIRRetrieval Model=MonoT5, Classifier=LR2024.09 | 74 | 12.23 | 63 | |
| CFIRRetrieval Model=ColBERT, Classifier=RF2024.09 | 72 | 11.05 | 49 | |
| CFIRRetrieval Model=MonoT5, Classifier=RF2024.09 | 72 | 11.23 | 61 | |
| CFIRRetrieval Model=ColBERT, Classifier=LR2024.09 | 71 | 10.23 | 62 | |
| CFIRRetrieval Model=Splade, Classifier=LR2024.09 | 71 | 14.11 | 64 | |
| CFIRRetrieval Model=Splade, Classifier=RF2024.09 | 69 | 12.11 | 60 | |
| Top-K'Retrieval Model=MonoT5, Classifier=NA2024.09 | 68 | 10.13 | 100 | |
| Top-K'Retrieval Model=Splade, Classifier=NA2024.09 | 65 | 9.23 | 100 | |
| CFIRRetrieval Model=DRMM, Classifier=LR2024.09 | 62 | 14.53 | 45 | |
| CFIRRetrieval Model=BM25, Classifier=LR2024.09 | 57 | 14.15 | 56 | |
| CFIRRetrieval Model=DRMM, Classifier=RF2024.09 | 56 | 8.12 | 46 | |
| QWRetrieval Model=MonoT5, Classifier=NA2024.09 | 54 | 12.23 | 100 | |
| CFIRRetrieval Model=DSSM, Classifier=LR2024.09 | 53 | 18.52 | 63 | |
| CFIRRetrieval Model=BM25, Classifier=RF2024.09 | 52 | 16.81 | 56 | |
| QWRetrieval Model=Splade, Classifier=NA2024.09 | 51 | 11.51 | 100 | |
| QWRetrieval Model=BM25, Classifier=NA2024.09 | 48 | 6.14 | 100 | |
| QWRetrieval Model=DRMM, Classifier=NA2024.09 | 47 | 6.14 | 100 | |
| CFIRRetrieval Model=DSSM, Classifier=RF2024.09 | 46 | 18.14 | 57 | |
| QWRetrieval Model=DSSM, Classifier=NA2024.09 | 45 | 6.64 | 100 | |
| Top-K'Retrieval Model=BM25, Classifier=NA2024.09 | 40 | 9.61 | 100 | |
| Top-K'Retrieval Model=ColBERT, Classifier=NA2024.09 | 36 | 13.42 | 100 | |
| QWRetrieval Model=ColBERT, Classifier=NA2024.09 | 34 | 5.64 | 100 | |
| Top-K'Retrieval Model=DSSM, Classifier=NA2024.09 | 32 | 12.62 | 100 | |
| Top-K'Retrieval Model=DRMM, Classifier=NA2024.09 | 31 | 14.12 | 100 |