Text Classification on AG News (Accuracy, Compression Ratio, Acc Ratio)
91.8AccuracyHAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HANParams=2084.4k, Train hours=1.6042026.06 | 91.8 | 1,894.4 | 92.5 | |
| TextCNNParams=1138.8k, Train hours=0.1382026.06 | 91.2 | 1,035.3 | 93.1 | |
| TransformerParams=1648.0k, Train hours=0.6502026.06 | 90.3 | 1,498.2 | 94 | |
| TextRNNParams=592.4k, Train hours=0.6352026.06 | 89.3 | 538.5 | 95.1 | |
| FastTextParams=77.4k, Train hours=0.0132026.06 | 89 | 70.4 | 95.4 | |
| Seq103Params=1.1k, Train hours=332026.06 | 84.9 | — | — |