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@@ -9,7 +9,7 @@ widget:
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  - text: "Silva, ti si grda in neprijazna"
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  ---
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- Text classification model based on `EMBEDDIA/sloberta` and fine-tuned on the [FRANK dataset](https://www.clarin.si/repository/xmlui/handle/11356/1433) comprising of LGBT and migrant hatespeech. Only the slovenian subset of the data was used for fine-tuning and the dataset has been relabeled for binary classification (offensive or acceptable).
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  ## Fine-tuning hyperparameters
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@@ -69,4 +69,47 @@ predictions, logit_output = model.predict(["Silva, ti si grda in neprijazna", "N
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  predictions
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  ### Output:
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  ### array([1, 0])
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- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - text: "Silva, ti si grda in neprijazna"
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  ---
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+ Text classification model based on `EMBEDDIA/sloberta` and fine-tuned on the [FRENK dataset](https://www.clarin.si/repository/xmlui/handle/11356/1433) comprising of LGBT and migrant hatespeech. Only the slovenian subset of the data was used for fine-tuning and the dataset has been relabeled for binary classification (offensive or acceptable).
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  ## Fine-tuning hyperparameters
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  predictions
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  ### Output:
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  ### array([1, 0])
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+ ```
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+
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+ ## Citation
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+
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+ If you use the model, please cite the following paper on which the original model is based:
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+
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+ ```
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+ @article{DBLP:journals/corr/abs-1907-11692,
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+ author = {Yinhan Liu and
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+ Myle Ott and
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+ Naman Goyal and
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+ Jingfei Du and
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+ Mandar Joshi and
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+ Danqi Chen and
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+ Omer Levy and
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+ Mike Lewis and
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+ Luke Zettlemoyer and
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+ Veselin Stoyanov},
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+ title = {RoBERTa: {A} Robustly Optimized {BERT} Pretraining Approach},
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+ journal = {CoRR},
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+ volume = {abs/1907.11692},
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+ year = {2019},
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+ url = {http://arxiv.org/abs/1907.11692},
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+ archivePrefix = {arXiv},
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+ eprint = {1907.11692},
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+ timestamp = {Thu, 01 Aug 2019 08:59:33 +0200},
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+ biburl = {https://dblp.org/rec/journals/corr/abs-1907-11692.bib},
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+ bibsource = {dblp computer science bibliography, https://dblp.org}
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+ }
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+
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+ ```
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+
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+ and the dataset used for fine-tuning:
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+
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+ ```
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+ @misc{ljubešić2019frenk,
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+ title={The FRENK Datasets of Socially Unacceptable Discourse in Slovene and English},
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+ author={Nikola Ljubešić and Darja Fišer and Tomaž Erjavec},
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+ year={2019},
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+ eprint={1906.02045},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/1906.02045}
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+ }