Inspired by ChatBot Arena: https://huggingface.co/spaces/lmsys/chatbot-arena-leaderboard
| Rank | Model | Arena Elo | 95% CI | Battles | Wins | Winrate |
|---|---|---|---|---|---|---|
| 1 | AutoGluon 1.0 (Best, 4h8c) | 1669 | +43/-44 | 1248 | 1118 | 0.90 |
| 2 | AutoGluon 0.8 (Best, 4h8c) | 1509 | +41/-37 | 1248 | 958 | 0.77 |
| 3 | lightautoml (2023, 4h8c) | 1380 | +39/-33 | 1248 | 782 | 0.63 |
| 4 | H2OAutoML (2023, 4h8c) | 1368 | +34/-32 | 1248 | 762 | 0.61 |
| 5 | FLAML (2023, 4h8c) | 1346 | +36/-33 | 1248 | 730 | 0.58 |
| 6 | MLJAR (2023, 4h8c) | 1331 | +37/-33 | 1248 | 706 | 0.57 |
| 7 | autosklearn (2023, 4h8c) | 1295 | +37/-31 | 1248 | 652 | 0.52 |
| 8 | GAMA (2023, 4h8c) | 1288 | +35/-34 | 1248 | 638 | 0.51 |
| 9 | CatBoost (2023, 4h8c) | 1243 | +35/-30 | 1248 | 570 | 0.46 |
| 10 | LightGBM (2023, 4h8c) | 1088 | +33/-36 | 1248 | 338 | 0.27 |
| 11 | TunedRandomForest (2023, 4h8c) | 1080 | +35/-32 | 1248 | 330 | 0.26 |
| 12 | XGBoost (2023, 4h8c) | 1055 | +35/-34 | 1248 | 296 | 0.24 |
| 13 | RandomForest (2023, 4h8c) | 1000 | +0/-0 | 1248 | 232 | 0.19 |
