Update README.md

README.md

@@ -19,6 +19,13 @@ This model was trained on 100K random triplets of the [mMARCO dataset](https://h
 mMARCO is the multiligual version of [Microsoft's MARCO dataset](https://microsoft.github.io/msmarco/). 
 
 Training used the [Ragatouille library](https://github.com/bclavie/RAGatouille/blob/main/examples/02-basic_training.ipynb) using 
-[Lightning AI](https://lightning.ai/).
+[Lightning AI](https://lightning.ai/). 
 
-See https://www.linkedin.com/posts/akhooli_this-is-probably-the-first-arabic-colbert-activity-7217969205197848576-l8Cy
+If you downloaded the model before July 15th 1 pm (Jerusalem time), please try the current version. 
+Use the [Ragatouille examples](https://github.com/bclavie/RAGatouille/blob/main/examples/01-basic_indexing_and_search.ipynb) to learn more, 
+just replace the pretrained model name and make sure you use Arabic text and split documents for best results. 
+
+You can train a better model if you have access to adequate compute (can fine tune this model on more data, seed 42 was used tp pick the 100K sample).
+
+
+Model first announced: https://www.linkedin.com/posts/akhooli_this-is-probably-the-first-arabic-colbert-activity-7217969205197848576-l8Cy