---
license: cc-by-sa-4.0
datasets:
- cjvt/cc_gigafida
- cjvt/solar3
- cjvt/sloleks
language:
- sl
tags:
- word shape correction
---

---
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

## Acknowledgement

The authors acknowledge the financial support from the Slovenian Research and Innovation Agency - research core funding No. P6-0411: Language Resources and Technologies for Slovene and research project No. J7-3159: Empirical foundations for digitally-supported development of writing skills.

## Authors

Thanks to Martin Božič, Marko Robnik-Šikonja and Špela Arhar Holdt for developing these models.