| license: cc-by-sa-4.0 | |
| datasets: | |
| - cjvt/cc_gigafida | |
| language: | |
| - sl | |
| tags: | |
| - word case classification | |
| --- | |
| language: | |
| - sl | |
| license: cc-by-sa-4.0 | |
| --- | |
| # T5-slo-word-shape-corrector | |
| This T5 model is designed to identify and correct words with incorrect shapes. | |
| ## Model Output Example | |
| Imagine we have the following Slovenian text: | |
| _Model v besedilu popravljaj besede, ki imeti nepravilno obliko._ | |
| The model might return the following text (note: predictions chosen for demonstration/explanation, not reproducibility!): | |
| _Model v besedilu popravlja besede, ki imajo nepravilno obliko._ | |
| We observe that in the input sentence, the words `popravljaj` and `imeti` are written with incorrect gender and inclination based on the context. Our model corrects them to `popravlja` and `imajo`. | |
| ## More details | |
| Testing the model with generated test sets provides the following result (combining detection and correction of words with incorrect shapes): | |
| - `Precission`: 0,911 | |
| - `Recall`:0,811 | |
| - `F1`: 0,858 | |