language:

This T5 model is designed to identify and correct words with incorrect spelling in the Slovenian language.

Consider the following Slovenian text:

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

We observe that in the input sentence, the words besedlu and napaake are incorrectly spelled, so the model corrects them to besedilu and napake.

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

Testing the model, in combination with cjvt/SloBERTa-slo-word-spelling-annotator, with test sets constructed using the Šolar Eval dataset provides the following results (combining detection and correction of words with incorrect spelling):

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.

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