Document Classification on R52 (test)
94.6AccuracyText Level Graph Neural Network
Evaluation results
| Method | Links | |
|---|---|---|
| Text Level Graph Neural NetworkGlove word embeddings initialization=true2019.10 | 94.6 | |
| SGCTime (seconds)=3.01 ± 0.01, K=22019.02 | 94 | |
| GCNTime (seconds)=245.0 ± 13.02019.02 | 93.8 | |
| Text-GCNGlove word embeddings initialization=true2019.10 | 93.7 | |
| Text-GCNGlove word embeddings initialization=false2019.10 | 93.6 | |
| Text GCN2018.09 | 93.56 | |
| Graph-CNN-F2018.09 | 93.2 | |
| SWEM2018.09 | 92.94 | |
| fastTextN-grams=unigrams2018.09 | 92.81 | |
| Graph-CNNGlove word embeddings initialization=false2019.10 | 92.8 | |
| fastTextGlove word embeddings initialization=true2019.10 | 92.8 | |
| Graph-CNN-C2018.09 | 92.75 | |
| Graph-CNN-S2018.09 | 92.74 | |
| LEAM2018.09 | 91.84 | |
| fastTextN-grams=bigrams2018.09 | 90.99 | |
| PTE2018.09 | 90.71 | |
| Bi-LSTM2018.09 | 90.54 | |
| LSTMGlove word embeddings initialization=true2019.10 | 90.5 | |
| Bi-LSTMGlove word embeddings initialization=true2019.10 | 90.5 | |
| LSTMInitialization=pre-trained GloVe2018.09 | 90.48 | |
| CNNGlove word embeddings initialization=true2019.10 | 87.6 | |
| CNNInitialization=pre-trained GloVe2018.09 | 87.59 | |
| TF-IDF + LR2018.09 | 86.95 | |
| LSTMGlove word embeddings initialization=false2019.10 | 85.6 | |
| LSTMInitialization=random2018.09 | 85.54 | |
| CNNInitialization=random2018.09 | 85.37 | |
| CNNGlove word embeddings initialization=false2019.10 | 85.3 | |
| PV-DBOW2018.09 | 78.29 | |
| PV-DM2018.09 | 44.92 |