Update README.md

README.md

@@ -6,14 +6,29 @@ widget:
 - text: "Ти неймовірна!"
 ---
 
-Binary toxicity classifier for Ukrainian.
+## Binary toxicity classifier for Ukrainian.
 
 This is the fine-tuned on the downstream task ["Geotrend/distilbert-base-uk-cased"](https://huggingface.co/Geotrend/distilbert-base-uk-cased) instance.
 
-The evaluation metrics are: 
+The evaluation metrics for binary toxicity classification are: 
 
 **Precision**: 0.9242
 **Recall**: 0.9225
 **F1**: 0.9224
 
-The training and evaluation data will be clarified later.
+The training and evaluation data will be clarified later.
+
+## How to use
+```python
+from transformers import AutoTokenizer, AutoModelForSequenceClassification
+
+# load tokenizer and model weights
+tokenizer = AutoTokenizer.from_pretrained('dardem/distilbert-base-uk-cased-toxicity')
+model = AutoModelForSequenceClassification.from_pretrained('dardem/distilbert-base-uk-cased-toxicity')
+
+# prepare the input
+batch = tokenizer.encode('Ти неймовірна!', return_tensors='pt')
+
+# inference
+model(batch)
+```