Update README.md

README.md

@@ -9,10 +9,21 @@ tags:
   - gpt
 widget:
   - text: "Where is Zurich? Ans:"
-  - text: "1 2 3 4"
+  - text: "What is the highest mountain? Answer:"
 ---
 
-# Together-gpt-J-6B-ProxAdam-50x
+# Model Summary
 
+We present Together-GPT-J-6B-ProxAdam-50x, capable of following human instructions and conduct zero/few-shot inference.
+The model trained in a decentralized fashion with ProxAdam optimizer, requiring only 2% cross-machine communication compared to vanilla data parallel training.
+We fine-tune GPT-J-6B on NI, P3, COT, the pile data.
 
+# Quick Start
 
+```python
+from transformers import pipeline
+
+pipe = pipeline(model='togethercomputer/Together-gpt-J-6B-ProxAdam-50x')
+
+pipe("Where is Zurich? Ans:")
+```