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

---
language: 
- sl

license: cc-by-sa-4.0
---

# T5-slo-word-order-corrector

This T5 model is designed to correct the word order inside sentence sections. Sentences are split into sections based on commas and conjunctions.

## Model Output Example

Imagine we have the following Slovenian text:

_Popravi model besedilo, v katerem vrstni je red nekaterih besed napačen._

The model might return the following text (note: predictions chosen for demonstration/explanation, not reproducibility!):

_Model popravi besedilo, v katerem je vrstni red nekaterih besed napačen._

We observe that in the input sentence, the sentence sections `Popravi model besedilo` and `v katerem vrstni je red nekaterih besed napačen` are written with incorrect word order, so our model corrects word order of words `Popravi model` and `je vrstni`.

## More details

Testing the model with **generated** test sets provides the following result (combining detection and correction of words with incorrect word order):

- `Precission`: 0,937
- `Recall`: 0,869
- `F1`: 0,902

## 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.