LightGBM

Reported on 4 benchmarks across 3 tasks · 1 paper · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical2 results

Protein-Ligand Affinity PredictiononCSAR-HiQ
RMSE· 2022-05-14
1.725
best: 1.349 (PLAPT)
SOTA
High Performance of Gradient Boosting in Binding Affinity Prediction arXiv:2205.07023
Protein-Ligand Affinity PredictiononPDBbind
RMSE· 2022-05-14
1.316
best: 1.211 (PLAPT)
High Performance of Gradient Boosting in Binding Affinity Prediction arXiv:2205.07023

Natural Language Processing2 results

Cross-LingualonReddit Ideological and Extreme Bias Dataset
weighted-F1 score
73.06
best: 79.1 (SVM)
Cross-Lingual Document ClassificationonReddit Ideological and Extreme Bias Dataset
weighted-F1 score
73.06
best: 79.1 (SVM)