Text Classification on R52 (Micro-F1)
96.73Micro-F1LR
Evaluation Results
| Method | Links | |
|---|---|---|
| LREmbedding Type=Fine-tuned SBERT (F)2026.04 | 96.73 | |
| Linear ProbingEmbedding Type=Fine-tuned SBERT (F)2026.04 | 96.71 | |
| BertGCNDescription=Co-trained BERT with TextGCN2026.04 | 96.6 | |
| ModTGCNEmbedding Type=Fine-tuned SBERT (F)2026.04 | 96.16 | |
| ModTGCNEmbedding Type=Fine-tuned SBERT (F), Warmup=true2026.04 | 96.14 | |
| ModTGCN(F)Embedding Setting=Fine-tuned2026.04 | 96.14 | |
| LREmbedding Type=Pre-trained SBERT (P)2026.04 | 95.63 | |
| Linear ProbingEmbedding Type=Pre-trained SBERT (P)2026.04 | 95.26 | |
| TensorGCN2026.04 | 95.05 | |
| ModTGCNEmbedding Type=Pre-trained SBERT (P)2026.04 | 94.54 | |
| ModTGCN(P)Embedding Setting=Pre-trained2026.04 | 94.54 | |
| WCTextGCN2026.04 | 93.88 | |
| TextGCN2026.04 | 93.56 | |
| U-TextGCN2026.04 | 93.45 | |
| GPT-3Evaluation Protocol=Few-shot, k=162026.04 | 91.56 | |
| ChatGPTEvaluation Protocol=Few-shot, k=52026.04 | 90.13 | |
| GPT-3Evaluation Protocol=Zero-shot2026.04 | 89.06 | |
| ChatGPTEvaluation Protocol=Few-shot, k=22026.04 | 81.68 | |
| ChatGPTEvaluation Protocol=Zero-shot2026.04 | 75.23 |