Short-text classification on KLUE YNAT 1.0 (test)
84.03AccuracyLIGRAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LIGRAMGroup=(D)2026.03 | 84.03 | 82.69 | |
| HyperGATGroup=(C)2026.03 | 61.46 | 61.23 | |
| Qwen2.5-1.5BGroup=(E)2026.03 | 60.22 | 56.22 | |
| HGATGroup=(D)2026.03 | 57.11 | 56.63 | |
| STCKAGroup=(D)2026.03 | 54.4 | 53.45 | |
| TextGCNGroup=(C)2026.03 | 53.43 | 52.47 | |
| GIFTGroup=(D)2026.03 | 53.43 | 51.11 | |
| Gemini-1.5-flashGroup=(E)2026.03 | 51.47 | 45.44 | |
| GPT-3.5Group=(E)2026.03 | 51.46 | 51.97 | |
| SHINEGroup=(D)2026.03 | 51.18 | 50.74 | |
| TLGNNGroup=(C)2026.03 | 49.33 | 49.97 | |
| TextINGGroup=(C)2026.03 | 43.64 | 44.71 | |
| CNN-preGroup=(C)2026.03 | 36.58 | 37.52 | |
| TF-IDF+SVMGroup=(A)2026.03 | 35.2 | 35.82 | |
| LSTM-preGroup=(C)2026.03 | 28.06 | 27.81 | |
| PTEGroup=(A)2026.03 | 27.77 | 27.81 | |
| LDA+SVMGroup=(A)2026.03 | 27.25 | 26.57 | |
| BERT-avgGroup=(B)2026.03 | 26.96 | 26.94 | |
| Qwen2.5-7BGroup=(E)2026.03 | 26.71 | 24.54 | |
| BERT-CLSGroup=(B)2026.03 | 25.87 | 24.62 | |
| TensorGCNGroup=(C)2026.03 | 24.25 | 19.41 | |
| LSTM-randGroup=(C)2026.03 | 19.87 | 14.09 | |
| CNN-randGroup=(C)2026.03 | 16.53 | 8.96 |