Update README.md

README.md

@@ -1,3 +1,24 @@
 ---
-license: mit
+widget:
+- text: "Ну ты и придурок!!"
 ---
+
+NER Toxic models
+
+Fine-tuning [cointegrated/rubert-tiny-toxicity](https://huggingface.co/cointegrated/rubert-tiny-toxicity) model on sentences from [toxic_dataset_ner](https://huggingface.co/datasets/tesemnikov-av/toxic_dataset_ner)
+
+language: RU
+
+```python
+
+from transformers import pipeline
+pipe = pipeline(model=model, tokenizer=tokenizer, task='ner', aggregation_strategy='average')
+
+model = AutoModelForTokenClassification.from_pretrained('tesemnikov-av/rubert-ner-toxicity')
+
+text = "Ёб твою мать"
+
+print(text)
+print(pipe(text))
+
+```