Update README.md

README.md

@@ -41,7 +41,27 @@ A fine-tuned Galactica model to detect machine-generated scientific papers based
 
 ### Direct Use
 
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+```{python}
+from transformers import AutoTokenizer, OPTForSequenceClassification, pipeline
+
+model = OPTForSequenceClassification.from_pretrained("tum-nlp/IDMGSP-Galactica-TRAIN")
+
+tokenizer = AutoTokenizer.from_pretrained("tum-nlp/IDMGSP")
+
+reader = pipeline("text-classification", model=model, tokenizer = tokenizer)
+
+reader(
+'''
+Abstract:
+....
+
+Introduction:
+....
+
+Conclusion:
+...'''
+)
+```
 
 [More Information Needed]