Text Classification on Spanish Dataset
97.98AccuracySemi-SMDNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Semi-SMDNetLabelled Data Percentage=100%2025.12 | 97.98 | 97.09 | 98 | 97.54 | |
| XLM-RobertaLabelled Data Percentage=100%2025.12 | 96.82 | 93.69 | 99.6 | 96.57 | |
| Multi-lingual BERTLabelled Data Percentage=100%2025.12 | 95.5 | 95.5 | 95.7 | 95.6 | |
| LLM Semi-supervised (LLM-SS)Labelled Data Percentage=100%2025.12 | 94.75 | 91.82 | 97.58 | 94.58 | |
| Semi-SMDNetLabelled Data Percentage=20%2025.12 | 92.54 | 93.15 | 90.65 | 91.88 | |
| XLM-RobertaLabelled Data Percentage=20%2025.12 | 91.26 | 89.94 | 90.25 | 90.09 | |
| Hybrid Explainability (IIE)Labelled Data Percentage=100%2025.12 | 87.67 | 88 | 88 | 88 | |
| Multi-lingual BERTLabelled Data Percentage=20%2025.12 | 84.75 | 84.78 | 84.75 | 84.77 | |
| Hybrid Explainability (IIE)Labelled Data Percentage=20%2025.12 | 83.24 | 83.25 | 83.25 | 83.25 | |
| GPT-4Labelled Data Percentage=100%2025.12 | 75.62 | 68.34 | 96.04 | 79.91 | |
| LLM Semi-supervised (LLM-SS)Labelled Data Percentage=20%2025.12 | 73.02 | 72.95 | 72.99 | 72.97 |