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| Task type | Dataset name | Evaluation Metric | AutoX | AutoGluon | H2o |
|---|---|---|---|---|---|
| Regression | CommonlitReadability | RMSE | 0.597 | 1.022 | 1.023 |
| Regression | Amazonbookprice | RMSE | 629.792 | 687.870 | 642.167 |
| Regression | MercariPrice | RMSE | 32.042 | 34.500 | 43.960 |
| Classification | Titanic | AUC | 0.794 | 0.780 | 0.768 |
| Classification | Stumbleupon | AUC | 0.855 | 0.503 | 0.707 |
| Classification | DisasterTweets | AUC | 0.786 | 0.746 | 0.721 |
| Dataset | Text Column | Average Text Length | TPS | AutoX | AutoGluon | H2O |
|---|---|---|---|---|---|---|
| MercariPrice | BrandName | 6 | item/s | 3480.66 | 127.15 | 979.18 |
| MercariPrice | CategoryName | 30 | item/s | 2215.40 | 118.92 | 656.80 |
| MercariPrice | ItemDescription | 150 | item/s | 466.73 | 65.46 | 183.14 |
| TMDBBoxOffice | Overview | 300 | item/s | 282.73 | 20.74 | 79.18 |
| CommonlitReadability | Excerpt | 1000 | item/s | 103.99 | 12.39 | 30.30 |