Text Classification on Ohsumed (Micro-F1)
77.52Micro-F1ModTGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| ModTGCNEmbedding Type=Fine-tuned SBERT (F)2026.04 | 77.52 | |
| ModTGCN(F)Embedding Setting=Fine-tuned2026.04 | 77.52 | |
| ModTGCNEmbedding Type=Fine-tuned SBERT (F), Warmup=true2026.04 | 76.34 | |
| Linear ProbingEmbedding Type=Fine-tuned SBERT (F)2026.04 | 74.76 | |
| LREmbedding Type=Fine-tuned SBERT (F)2026.04 | 74.65 | |
| BertGCNDescription=Co-trained BERT with TextGCN2026.04 | 72.8 | |
| ModTGCNEmbedding Type=Pre-trained SBERT (P)2026.04 | 71.97 | |
| ModTGCN(P)Embedding Setting=Pre-trained2026.04 | 71.97 | |
| LREmbedding Type=Pre-trained SBERT (P)2026.04 | 71.3 | |
| TensorGCN2026.04 | 70.11 | |
| Linear ProbingEmbedding Type=Pre-trained SBERT (P)2026.04 | 69.87 | |
| WCTextGCN2026.04 | 68.52 | |
| TextGCN2026.04 | 68.36 | |
| U-TextGCN2026.04 | 68.24 | |
| ChatGPTEvaluation Protocol=Few-shot, k=22026.04 | 47.05 | |
| ChatGPTEvaluation Protocol=Few-shot, k=52026.04 | 45.39 | |
| ChatGPTEvaluation Protocol=Zero-shot2026.04 | 39.93 |