Update README.md

README.md

@@ -29,6 +29,23 @@ datasets:
 - The model was inspired by the [LREC 2022](https://lrec2022.lrec-conf.org/en/) paper [*KazNERD: Kazakh Named Entity Recognition Dataset*](https://aclanthology.org/2022.lrec-1.44).
 - The original repository for the paper can be found at *https://github.com/IS2AI/KazNERD*.
 
+## How to use
+You can use this model with Transformers *pipeline* for NER. 
+
+```python
+from transformers import AutoTokenizer, AutoModelForTokenClassification
+from transformers import pipeline
+
+tokenizer = AutoTokenizer.from_pretrained("yeshpanovrustem/xlm-roberta-large-ner-kazakh")
+model = AutoModelForTokenClassification.from_pretrained("yeshpanovrustem/xlm-roberta-large-ner-kazakh")
+
+nlp = pipeline("ner", model = model, tokenizer = tokenizer)
+example = "Қазақстан Республикасы — Шығыс Еуропа мен Орталық Азияда орналасқан мемлекет."
+
+ner_results = nlp(example)
+print(ner_results)
+```
+
 ## Evaluation results on the validation and test sets
 |  | Validation set |  |  | Test set|  |
 |:---:| :---: | :---: | :---: | :---: | :---: |