Text Classification on Arabic Dataset
97.53AccuracySemi-SMDNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Semi-SMDNetLabelled Data Percentage=100%2025.12 | 97.53 | 97.51 | 97.48 | 97.49 | |
| Multi-lingual BERTLabelled Data Percentage=100%2025.12 | 96.84 | 96.58 | 97.12 | 96.85 | |
| XLM-RobertaLabelled Data Percentage=100%2025.12 | 95.24 | 96.17 | 95.28 | 95.72 | |
| Semi-SMDNetLabelled Data Percentage=20%2025.12 | 94.8 | 96.52 | 94.8 | 95.7 | |
| Hybrid Explainability (IIE)Labelled Data Percentage=100%2025.12 | 93.15 | 93 | 93 | 93 | |
| XLM-RobertaLabelled Data Percentage=20%2025.12 | 92.62 | 91.12 | 89.04 | 90.07 | |
| LLM Semi-supervised (LLM-SS)Labelled Data Percentage=100%2025.12 | 92.2 | 91.06 | 92.44 | 91.74 | |
| Multi-lingual BERTLabelled Data Percentage=20%2025.12 | 91.45 | 89.65 | 90.45 | 90.04 | |
| Hybrid Explainability (IIE)Labelled Data Percentage=20%2025.12 | 85.47 | 85.3 | 85.25 | 85.28 | |
| GPT-4Labelled Data Percentage=100%2025.12 | 84.81 | 81.25 | 88.47 | 84.71 | |
| LLM Semi-supervised (LLM-SS)Labelled Data Percentage=20%2025.12 | 72.93 | 70.52 | 69.51 | 70.02 |