Text Classification on English Dataset
0.9148AccuracyMulti-lingual BERT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Multi-lingual BERTLabelled Data Percentage=100%2025.12 | 0.9148 | 0.945 | 0.81 | 0.8733 | |
| XLM-RobertaLabelled Data Percentage=100%2025.12 | 0.9072 | 0.8504 | 0.8415 | 0.8459 | |
| Semi-SMDNetLabelled Data Percentage=100%2025.12 | 0.885 | 0.885 | 0.885 | 0.885 | |
| LLM Semi-supervised (LLM-SS)Labelled Data Percentage=100%2025.12 | 0.8631 | 0.8483 | 0.7365 | 0.7885 | |
| Hybrid Explainability (IIE)Labelled Data Percentage=100%2025.12 | 0.8572 | 0.86 | 0.86 | 0.86 | |
| Semi-SMDNetLabelled Data Percentage=20%2025.12 | 0.8426 | 0.8415 | 0.8645 | 0.8528 | |
| Multi-lingual BERTLabelled Data Percentage=20%2025.12 | 0.8324 | 0.8479 | 0.8465 | 0.8472 | |
| XLM-RobertaLabelled Data Percentage=20%2025.12 | 0.8211 | 0.8275 | 0.8355 | 0.8315 | |
| GPT-4Labelled Data Percentage=100%2025.12 | 0.8171 | 0.7805 | 0.878 | 0.8265 | |
| LLM Semi-supervised (LLM-SS)Labelled Data Percentage=20%2025.12 | 0.6916 | 0.6653 | 0.643 | 0.654 | |
| Hybrid Explainability (IIE)Labelled Data Percentage=20%2025.12 | 0.6858 | 0.688 | 0.688 | 0.688 |