Update README.md

README.md

@@ -19,13 +19,13 @@ Cephalo provides a robust framework for multimodal interaction and understanding
 ## Overview of Models:
 
 - [Cephalo-Phi-3-vision-128k-4b-alpha](https://huggingface.co/lamm-mit/Cephalo-Phi-3-vision-128k-4b-alpha)
-  - Base version of the Cephalo-Phi-3 model, trained on GPT-4o distilled image-text data from Wikipedia and scientific papers. Good baseline model, struggles in longer conversations. 
+  - Base version of the Cephalo-Phi-3 model, trained on GPT-4o distilled image-text data from Wikipedia and scientific papers. Good baseline model, but struggles in longer conversations. 
 - [Cephalo-Phi-3-vision-128k-4b-beta](https://huggingface.co/lamm-mit/Cephalo-Phi-3-vision-128k-4b-beta)
   - Improved version of the Cephalo-Phi-3 model, trained on GPT-4o and Idefics-2 distilled image-text data from Wikipedia and scientific papers, as well as a large text-only corpus. Provides nuanced responses, with excellent reasoning.
 - [Cephalo-Idefics-2-vision-8b-alpha](https://huggingface.co/lamm-mit/Cephalo-Idefics-2-vision-8b-alpha)
-  - Trained on Idefics-2 distilled image-text data from Wikipedia and scientific papers. Gives shorter answers.
+  - Trained on Idefics-2 distilled image-text data from Wikipedia and scientific papers. Gives shorter answers, to the point, and generaly accurate.
 - [Cephalo-Idefics-2-vision-8b-beta](https://huggingface.co/lamm-mit/Cephalo-Idefics-2-vision-8b-beta)
-  - Trained on GPT-4o distilled image-text data from Wikipedia and scientific papers. Gives longer answers, with enhanced reasoning. 
+  - Trained on GPT-4o distilled image-text data from Wikipedia and scientific papers. Gives longer answers, with enhanced reasoning. Can struggle with complex concepts.  
 
 ## Citation