Relationship Prediction on Continual biomedical relationship prediction 10 tasks
13.6APCMKL (text only)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CMKL (text only)Decoder=DistMult, Seeds=5, Variant=w/o struct & mol2026.05 | 13.6 | 0.7 | 0.7 | 99.3 | |
| CMKL (struct only)Decoder=DistMult, Seeds=5, Variant=w/o text & mol2026.05 | 7.1 | 4.3 | 4.3 | 95.7 | |
| CMKL (MoE)Decoder=DistMult, Seeds=5, Variant=Mixture of Experts2026.05 | 6.2 | 4.3 | 4.3 | 95.7 | |
| Naive SequentialDecoder=DistMult, Seeds=52026.05 | 5.8 | 0.4 | 0.4 | 99.6 | |
| EWCDecoder=DistMult, Seeds=52026.05 | 5.8 | 0.6 | 0.6 | 99.4 | |
| Joint TrainingDecoder=DistMult, Seeds=52026.05 | 4.7 | — | — | — | |
| LKGEDecoder=TransE, Seeds=52026.05 | 3.9 | 1.2 | 1 | 99 |