IMDB
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | IMDB-M | Accuracy79.4 | 425 | |
| Graph Classification | IMDB-B | Accuracy86.8 | 425 | |
| Sentiment Analysis | IMDB (test) | Accuracy97.42 | 306 | |
| Node Classification | IMDB | Macro F1 Score0.6753 | 211 | |
| Graph Classification | IMDB-B | Mean Accuracy80.5 | 159 | |
| Graph Classification | IMDB-B (test) | Accuracy77.8 | 155 | |
| Graph Classification | IMDB-B (10-fold cross-validation) | Accuracy81.86 | 155 | |
| Sentiment classification | IMDB (test) | Error Rate0.0651 | 144 | |
| Graph Classification | IMDB MULTI | Accuracy64.2 | 139 | |
| Graph Classification | IMDB-BINARY | Accuracy81.2 | 127 | |
| Text Classification | IMDB | Accuracy96.2 | 119 | |
| Graph Classification | IMDB-M (10-fold cross-validation) | Accuracy57.31 | 91 | |
| Node Classification | IMDB (test) | Macro F1 Score66.71 | 86 | |
| Text Classification | IMDB (test) | Accuracy95.38 | 81 | |
| Text Classification | IMDB (test) | CA96.8 | 81 | |
| Sentiment Analysis | IMDB | Accuracy97.44 | 73 | |
| Sentiment Classification | IMDB | Accuracy95.79 | 73 | |
| Sequence Classification | IMDB | Micro F190.2 | 64 | |
| Classification | IMDB | Accuracy100 | 56 | |
| Interpretation Error | IMDb (test) | L2 Norm Error0.0175 | 56 | |
| Text Classification | IMDB synthetic noise (test) | Accuracy92.98 | 50 | |
| Graph Classification | IMDB | Accuracy77.7 | 44 | |
| Classification | IMDB (test) | Average Accuracy96.8 | 43 | |
| Network reconstruction | IMDB | AUC0.987 | 42 | |
| Text Classification | IMDb (val) | Top-1 Acc89.13 | 41 |
Showing 25 of 303 rows
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