# Multilingual Hate Speech Classifier for Social Media Content
A multilingual [XLM-R-based](https://huggingface.co/FacebookAI/xlm-roberta-large) hate speech classification model for social media content trained on English, Italian and Slovenian data. Paper out soon...
**Training data**
* 103k English Youtube comments
* 119k Italian Youtube comments
* 50k Slovenian Twitter comments
**Evaluation data**
* 20k English Youtube comments
* 21k Italian Youtube comments
* 10k Slovenian Twitter comments
**Fine-tuning hyperparameters**
num_train_epochs=3,
train_batch_size=8,
learning_rate=6e-6
**Evaluation Results**
Model Accuracy vs. Inter-annotator agreement (0 - no agreement; 100 - perfect agreement):
| | Model-annotator Agreement | Inter-annotator Agreement |
|-----------|---------------------------|---------------------------|
| English | 79.97 | 82.91 |
| Italian | 82.00 | 81.79 |…
