Update README.md

README.md

@@ -96,7 +96,10 @@ Notably, the instruct version of this model shows even more significant improvem
 
 While AstroLLaMA-3-8B performs competitively among models in its class, it does not surpass the performance of the base LLaMA-3-8B model. This underscores the challenges in developing specialized models and the need for more diverse and comprehensive training data.
 
-It's worth noting that the AstroLLaMA-3-8B-Plus which we will release in the next model release addresses these limitations by expanding beyond astro-ph data.
+This model is released primarily for reproducibility purposes, allowing researchers to track the development process and compare different iterations of AstroLLaMA models.
+
+For optimal performance and the most up-to-date capabilities in astronomy-related tasks, we recommend using AstroLLaMA-3.1-8B-Plus, where these limitations have been addressed. The newer model incorporates expanded training data beyond astro-ph and features a greatly expanded fine-tuning process, resulting in significantly improved performance.
+
 
 ## Ethical Considerations