IMDB
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | IMDB-B | Accuracy86.8 | 322 | |
| Sentiment Analysis | IMDB (test) | Accuracy97.42 | 248 | |
| Graph Classification | IMDB-M | Accuracy56.8 | 218 | |
| Node Classification | IMDB | Macro F1 Score0.6753 | 179 | |
| Graph Classification | IMDB-B (10-fold cross-validation) | Accuracy81.86 | 148 | |
| Sentiment classification | IMDB (test) | Error Rate0.0651 | 144 | |
| Graph Classification | IMDB-B (test) | Accuracy77.35 | 134 | |
| Graph Classification | IMDB MULTI | Accuracy64.2 | 109 | |
| Text Classification | IMDB | Accuracy96.2 | 107 | |
| Graph Classification | IMDB-BINARY | Accuracy81 | 85 | |
| Graph Classification | IMDB-M (10-fold cross-validation) | Accuracy57.31 | 84 | |
| Text Classification | IMDB (test) | CA96.8 | 79 | |
| Text Classification | IMDB (test) | Accuracy95.38 | 77 | |
| Node Classification | IMDB (test) | Macro F1 Score65.85 | 70 | |
| Sequence Classification | IMDB | Micro F190.2 | 64 | |
| Sentiment Analysis | IMDB | Accuracy97.44 | 57 | |
| Interpretation Error | IMDb (test) | L2 Norm Error0.0175 | 56 | |
| Text Classification | IMDB synthetic noise (test) | Accuracy92.98 | 50 | |
| Text Classification | IMDb (val) | Top-1 Acc89.13 | 41 | |
| Sentiment Classification | IMDB | Accuracy95.79 | 41 | |
| Graph Classification | IMDB-MULTI (test) | Accuracy55.53 | 40 | |
| LF Mislabeling Identification | IMDb | AP79.9 | 38 | |
| Counterfactual Generation | IMDb | LFR100 | 37 | |
| Sentiment Analysis | IMDB (test) | Clean Accuracy (%)94.33 | 37 | |
| Graph Classification | IMDB-BIN | Accuracy75.4 | 35 |
Showing 25 of 222 rows
...