Evidence Retrieval on FEVEROUS 2021 (test)
87.02Recall@20M-ReRank
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| M-ReRankModality=Text-only2026.05 | 87.02 | 88.13 | 67.21 | 67.88 | 65.19 | 66.23 | |
| DACLRModality=Text-only2026.05 | 86.93 | 88.87 | 70.11 | 70.24 | 68.91 | 69.03 | |
| KGATModality=Text-only2026.05 | 86.04 | 87.35 | 64.79 | 66.21 | 63.05 | 64.12 | |
| RAVModality=Text-only2026.05 | 85.17 | 88.74 | 61.37 | 63.3 | 64.15 | 64.24 | |
| GEREModality=Text-only2026.05 | 84.43 | 87.62 | 66.03 | 66.84 | 67.09 | 67.93 | |
| BERTModality=Text-only2026.05 | 81.54 | 89.33 | 54.17 | 55.93 | 52.49 | 53.61 | |
| RoBERTaModality=Text-only2026.05 | 80.35 | 88.13 | 55.38 | 57.42 | 59.29 | 60.01 | |
| XLNetModality=Text-only2026.05 | 76.32 | 82.95 | 58.12 | 59.73 | 55.42 | 56.21 | |
| BM25Modality=Text-only2026.05 | 69.4 | 75.53 | 33.71 | 34.03 | 31.05 | 31.74 | |
| TF-IDFModality=Text-only2026.05 | 67.11 | 71.56 | 29.71 | 29.89 | 30.14 | 29.93 |