Text Classification on AGNews (Macro-F1)
88.86Macro-F1CANOLA
Evaluation Results
| Method | Links | |
|---|---|---|
| CANOLALabelling technique=Superv.2026.06 | 88.86 | |
| CanolaLabeling technique=Superv.2026.06 | 88.86 | |
| SiDyPLabelling technique=Superv.2026.06 | 88.82 | |
| DCModel=Qwen, Shots=42025.05 | 88.68 | |
| SCE-LossLabelling technique=Superv.2026.06 | 88.18 | |
| Docta-VLabeling technique=Superv.2026.06 | 88.12 | |
| Docta-RLabeling technique=Superv.2026.06 | 88.12 | |
| OriginalLabeling technique=Superv.2026.06 | 88.11 | |
| DivideMixLabelling technique=Superv.2026.06 | 88.1 | |
| SELCLabeling technique=Superv.2026.06 | 87.86 | |
| Co-TeachingLabelling technique=Superv.2026.06 | 87.39 | |
| CanolaLabeling technique=Semi-Superv.2026.06 | 87.39 | |
| OriginalLabeling technique=Semi-Superv.2026.06 | 87.19 | |
| SiDyPLabeling technique=Semi-Superv.2026.06 | 87.13 | |
| Docta-VLabeling technique=Semi-Superv.2026.06 | 86.82 | |
| Docta-RLabeling technique=Semi-Superv.2026.06 | 86.82 | |
| SiDyPLabeling technique=Superv.2026.06 | 86.56 | |
| SELCLabeling technique=Semi-Superv.2026.06 | 86.51 | |
| CCModel=Qwen, Shots=42025.05 | 85.22 | |
| CanolaLabeling technique=Weak-Superv.2026.06 | 83.29 | |
| CANOLALabelling technique=LLM2026.06 | 82.33 | |
| CanolaLabeling technique=LLM2026.06 | 82.33 | |
| DivideMixLabelling technique=LLM2026.06 | 80.01 | |
| Base LLMModel=Mistral, Shots=42025.05 | 79.28 | |
| OriginalLabeling technique=LLM2026.06 | 78.62 | |
| SCE-LossLabelling technique=LLM2026.06 | 78.37 | |
| SELCLabeling technique=LLM2026.06 | 77.78 | |
| Base LLMModel=Llama, Shots=42025.05 | 77.58 | |
| Docta-RLabeling technique=LLM2026.06 | 75.83 | |
| Docta-VLabeling technique=LLM2026.06 | 75.7 | |
| SCModel=Mistral, Shots=42025.05 | 75.66 | |
| SiDyPLabeling technique=Weak-Superv.2026.06 | 73.95 | |
| SCModel=Qwen, Shots=42025.05 | 72.76 | |
| DCModel=Llama, Shots=42025.05 | 72.1 | |
| SCModel=Llama, Shots=42025.05 | 71.76 | |
| CCModel=Llama, Shots=42025.05 | 71.01 | |
| BCModel=Qwen, Shots=42025.05 | 70.14 | |
| Co-TeachingLabelling technique=LLM2026.06 | 68.56 | |
| Docta-RLabeling technique=Weak-Superv.2026.06 | 67.52 | |
| BCModel=Llama, Shots=42025.05 | 66.06 | |
| Docta-VLabeling technique=Weak-Superv.2026.06 | 65.93 | |
| SELCLabeling technique=Weak-Superv.2026.06 | 65.69 | |
| CCModel=Mistral, Shots=42025.05 | 63.47 | |
| DCModel=Mistral, Shots=42025.05 | 63.29 | |
| BCModel=Mistral, Shots=42025.05 | 62.81 | |
| Base LLMModel=Qwen, Shots=42025.05 | 62.74 | |
| SiDyPLabelling technique=LLM2026.06 | 62.06 | |
| SiDyPLabeling technique=LLM2026.06 | 61.69 | |
| OriginalLabeling technique=Weak-Superv.2026.06 | 58.71 |