Text Classification on movie review dataset (test)
93.07AccuracyFRAGE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FRAGEMethod variant=with FRAGE2018.09 | 93.07 | — | |
| BaselineMethod variant=Original2018.09 | 92.41 | — | |
| Qwen2.5-1.5BGroup=(E)2026.03 | 90.32 | 90.32 | |
| S-LSTMstep number=9, Train (s)=41, Test (s)=1.532018.05 | 82.45 | — | |
| Transformer (N=8)Train (s)=89, Test (s)=2.752018.05 | 81.97 | — | |
| 2 stacked BiLSTMTrain (s)=98, Test (s)=3.182018.05 | 81.94 | — | |
| 3 stacked BiLSTMTrain (s)=137, Test (s)=4.672018.05 | 81.71 | — | |
| BiLSTMTrain (s)=51, Test (s)=1.622018.05 | 81.61 | — | |
| 3 stacked CNNTrain (s)=31, Test (s)=1.042018.05 | 81.59 | — | |
| Kim (2014)2018.05 | 81.5 | — | |
| Qian et al. (2016)2018.05 | 81.5 | — | |
| Socher et al. (2012)2018.05 | 79 | — | |
| GPT-3.5Group=(E)2026.03 | 78.99 | 78.99 | |
| Socher et al. (2011)2018.05 | 77.7 | — | |
| Qwen2.5-7BGroup=(E)2026.03 | 74.69 | 74.62 | |
| LIGRAMGroup=(D)2026.03 | 74.49 | 74.47 | |
| GIFTGroup=(D)2026.03 | 73.72 | 73.72 | |
| Gemini-1.5-flashGroup=(E)2026.03 | 73.64 | 72.66 | |
| STCKAGroup=(D)2026.03 | 64.12 | 63.94 | |
| HGATGroup=(D)2026.03 | 61.88 | 61.78 | |
| TextGCNGroup=(C)2026.03 | 60.42 | 59.4 | |
| CNN-preGroup=(C)2026.03 | 58.7 | 57.22 | |
| SHINEGroup=(D)2026.03 | 58.17 | 58.11 | |
| TextINGGroup=(C)2026.03 | 56.84 | 56.31 | |
| CNN-randGroup=(C)2026.03 | 55.99 | 53.61 | |
| HyperGATGroup=(C)2026.03 | 55.68 | 49.44 | |
| TF-IDF+SVMGroup=(A)2026.03 | 55.4 | 53.51 | |
| TLGNNGroup=(C)2026.03 | 55 | 61.48 | |
| LSTM-preGroup=(C)2026.03 | 54.62 | 44.11 | |
| PTEGroup=(A)2026.03 | 54.22 | 54.22 | |
| LSTM-randGroup=(C)2026.03 | 54.17 | 53.96 | |
| LDA+SVMGroup=(A)2026.03 | 53.77 | 50.92 | |
| TensorGCNGroup=(C)2026.03 | 52.03 | 49.8 | |
| BERT-avgGroup=(B)2026.03 | 50.95 | 46.85 | |
| BERT-CLSGroup=(B)2026.03 | 50.78 | 45.79 |