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@@ -26,15 +26,21 @@ It achieves the following results on the evaluation set:
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  ## Model description
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- More information needed
 
 
 
 
 
 
 
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  ## Intended uses & limitations
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-
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- More information needed
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  ## Training and evaluation data
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- More information needed
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  ## Training procedure
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  ## Model description
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+ The aim of this model is to provide gender-neutral terms for job titles in Polish in single sentences. The optimal outcome looks like this:
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+ Jestem pracownikiem tej firmy.
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+ turns into
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+ Jestem osobą pracowniczą tej firmy.
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+ Sentences not containing such terms are not expected to change at all, for example:
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+ Mam uroczego kotka.
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+ turns into
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+ Mam uroczego kotka.
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  ## Intended uses & limitations
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+ The model has only been fine-tuned for single-sentence inputs, so other types of inputs can be unstable. So far, it underperforms for low-frequency items, morphosyntactically complex cases and feminine nouns.
 
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  ## Training and evaluation data
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+ The model's performance has been evaluated in terms of neutralization attempt precision and recall, as well as Levenshtein distance from gold-standard items. More information on the evaluation outcomes can be found [here](https://github.com/ArielUW/IMLLA-FinalProject/blob/main/README.md).
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  ## Training procedure
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