Update README.md

README.md

@@ -8,7 +8,7 @@ AstroMLab is a diverse group of researchers dedicated to advancing the applicati
 ## Objectives
 - Develop specialized LLMs for astronomy
 - Create open-source models for advanced research
-- Facilitate LLM-driven end-to-end research in astronomy
+- Facilitate LLM-driven end-to-end agentic research in astronomy
 
 ## Current Work
 
@@ -24,9 +24,9 @@ We have developed several models, including AstroSage-8B, AstroLLaMA-2-70B, and
 
 | Model | Score (%) |
 |-------|-----------|
-| AstroSage-8B (AstroMLab) | 77.2 |
+| **AstroSage-8B (AstroMLab)** | **77.2** |
 | LLaMA-3.1-8B | 73.7 |
-| AstroLLaMA-2-70B (AstroMLab) | 72.3 |
+| **AstroLLaMA-2-70B (AstroMLab) | **72.3** |
 | Gemma-2-9B | 71.5 |
 | Qwen-2.5-7B | 70.4 |
 | Yi-1.5-9B | 68.4 |
@@ -35,7 +35,9 @@ We have developed several models, including AstroSage-8B, AstroLLaMA-2-70B, and
 | ChatGLM3-6B | 50.4 |
 | AstroLLaMA-2-7B (UniverseTBD) | 44.3 |
 
-AstroSage-8B, our lightweight model, currently achieves the highest score in this comparison.
+AstroSage-8B, our lightweight model, currently achieves the highest score among the ~7B parameter models in its astronomy knowledge recall ability.
+
+![Cost and performance trade-off in astronomical Q&A](AstroBench.png)
 
 ## Support and Resources