Update README.md

README.md

@@ -13,4 +13,23 @@ metrics:
 - cer
 ---
 
-This is an experimental model that should fix your typos and punctuation.
+This is an experimental model that should fix your typos and punctuation.
+
+
+
+## Model description
+
+This is a proof of concept spelling correction model for english.
+
+## Intended uses & limitations
+
+This is work in progress, be aware that the model can produce artefacts. 
+You can test the model using the pipeline interface:
+
+```python
+from transformers import pipeline
+
+fix_spelling = pipeline("text2text-generation",model="oliverguhr/spelling-correction-english-base")
+
+print(fix_spelling("lets do a comparsion",max_length=2048))
+```