Text Classification on Bangla Dataset
82.84AccMulti-lingual BERT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Multi-lingual BERTLabelled Data Percentage=100%2025.12 | 82.84 | 68.05 | 59.76 | 63.64 | |
| XLM-RobertaLabelled Data Percentage=100%2025.12 | 81.81 | 67.12 | 54.07 | 60 | |
| LLM Semi-supervised (LLM-SS)Labelled Data Percentage=100%2025.12 | 79.82 | 60.65 | 49.21 | 54.34 | |
| Semi-SMDNetLabelled Data Percentage=100%2025.12 | 77.34 | 77.67 | 77.33 | 77.41 | |
| Hybrid Explainability (IIE)Labelled Data Percentage=100%2025.12 | 76.25 | 72.15 | 76.02 | 74.03 | |
| Hybrid Explainability (IIE)Labelled Data Percentage=20%2025.12 | 74.71 | 49.1 | 56.19 | 52.4 | |
| Semi-SMDNetLabelled Data Percentage=20%2025.12 | 73.02 | 72.95 | 72.99 | 72.97 | |
| Multi-lingual BERTLabelled Data Percentage=20%2025.12 | 71.48 | 71.98 | 61.45 | 66.3 | |
| XLM-RobertaLabelled Data Percentage=20%2025.12 | 71.26 | 64.12 | 58.24 | 61.04 | |
| GPT-4Labelled Data Percentage=100%2025.12 | 67.01 | 72 | 64.35 | 67.96 | |
| LLM Semi-supervised (LLM-SS)Labelled Data Percentage=20%2025.12 | 60.52 | 58.22 | 57.29 | 57.75 |