Document Ranking on MS MARCO Passage
82FD (%)CFIR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CFIRRetrieval Model=MonoT5, Classifier=LR2024.09 | 82 | 13.15 | 65 | |
| CFIRRetrieval Model=MonoT5, Classifier=RF2024.09 | 80 | 12.13 | 64 | |
| CFIRRetrieval Model=Splade, Classifier=LR2024.09 | 80 | 12.15 | 63 | |
| CFIRRetrieval Model=Splade, Classifier=RF2024.09 | 78 | 11.23 | 62 | |
| CFIRRetrieval Model=ColBERT, Classifier=LR2024.09 | 75 | 14.12 | 61 | |
| Top-K'Retrieval Model=MonoT5, Classifier=NA2024.09 | 75 | 14.11 | 100 | |
| CFIRRetrieval Model=DRMM, Classifier=RF2024.09 | 72 | 11.31 | 48 | |
| CFIRRetrieval Model=ColBERT, Classifier=RF2024.09 | 72 | 12.41 | 56 | |
| Top-K'Retrieval Model=Splade, Classifier=NA2024.09 | 71 | 13.05 | 100 | |
| CFIRRetrieval Model=BM25, Classifier=LR2024.09 | 69 | 17.14 | 58 | |
| CFIRRetrieval Model=DRMM, Classifier=LR2024.09 | 68 | 12.37 | 62 | |
| CFIRRetrieval Model=BM25, Classifier=RF2024.09 | 65 | 10.64 | 66 | |
| CFIRRetrieval Model=DSSM, Classifier=LR2024.09 | 62 | 15.78 | 54 | |
| CFIRRetrieval Model=DSSM, Classifier=RF2024.09 | 57 | 11.52 | 58 | |
| QWRetrieval Model=ColBERT, Classifier=NA2024.09 | 56 | 4.78 | 100 | |
| QWRetrieval Model=MonoT5, Classifier=NA2024.09 | 52 | 10.15 | 100 | |
| QWRetrieval Model=BM25, Classifier=NA2024.09 | 50 | 5.61 | 100 | |
| QWRetrieval Model=DSSM, Classifier=NA2024.09 | 49 | 5.32 | 100 | |
| QWRetrieval Model=Splade, Classifier=NA2024.09 | 49 | 10.15 | 100 | |
| QWRetrieval Model=DRMM, Classifier=NA2024.09 | 48 | 5.12 | 100 | |
| Top-K'Retrieval Model=ColBERT, Classifier=NA2024.09 | 48 | 15.63 | 100 | |
| Top-K'Retrieval Model=BM25, Classifier=NA2024.09 | 42 | 11.28 | 100 | |
| Top-K'Retrieval Model=DRMM, Classifier=NA2024.09 | 42 | 15.11 | 100 | |
| Top-K'Retrieval Model=DSSM, Classifier=NA2024.09 | 35 | 12.51 | 100 |