Antibody-Antigen Binding Affinity Ranking on 60k Subsampled Dataset (Random Split)
20.74FRAAbLWR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AbLWRCategory=Ours, Evaluation Protocol=Standard 5-fold CV2026.04 | 20.74 | 0.59 | 79.31 | 79.49 | 57.26 | |
| AbLWR*Category=Ours2026.04 | 12.24 | 0.54 | 76.53 | 77.03 | 59.18 | |
| AbLWRCategory=Ours2026.04 | 10.28 | 0.51 | 75.25 | 75.62 | 50.1 | |
| GraphDTACategory=Structure-based, Evaluation Protocol=Standard 5-fold CV2026.04 | 8.98 | 0.46 | 73.02 | 73.02 | 46.92 | |
| LambdaMARTCategory=Traditional, Evaluation Protocol=Standard 5-fold CV2026.04 | 6.36 | 0.38 | 68.18 | 68.79 | 39.04 | |
| GraphDTACategory=Structure-based2026.04 | 6.02 | 0.42 | 70.96 | 70.96 | 41.59 | |
| AbRankCategory=Structure-based, Evaluation Protocol=Standard 5-fold CV2026.04 | 5.63 | 0.31 | 65.4 | 65.4 | 39.64 | |
| AntiBERTyCategory=Sequence-based, Evaluation Protocol=Standard 5-fold CV2026.04 | 5.09 | 0.35 | 67.59 | 67.59 | 39.96 | |
| AntiBERTyCategory=Sequence-based2026.04 | 3.33 | 0.31 | 64.98 | 64.98 | 34.5 | |
| LambdaMARTCategory=Traditional2026.04 | 2.56 | 0.22 | 60.67 | 60.73 | 28.32 | |
| FoldX*Category=Traditional2026.04 | 2.04 | 0.1 | 54.49 | 54.49 | 36.73 | |
| AbRankCategory=Structure-based2026.04 | 1.61 | 0.15 | 57.2 | 57.2 | 24.21 | |
| MINTCategory=Sequence-based, Evaluation Protocol=Standard 5-fold CV2026.04 | 1.11 | 0.07 | 53.33 | 53.33 | 23.12 | |
| MINTCategory=Sequence-based2026.04 | 0.67 | 0 | 49.63 | 49.63 | 21.93 | |
| ANTIPASTI*Category=Complex-based2026.04 | 0 | -0.01 | 49.39 | 49.39 | 22.45 |