Update README.md

README.md

@@ -35,7 +35,7 @@ AstroLLaMA-3-8B-Chat_AIC is a specialized chat model for astronomy, developed by
   - Warmup ratio: 0.03
   - Cosine decay schedule for learning rate reduction
 - **Primary Use**: Instruction-following and chat-based interactions for astronomy-related queries
-- **Reference**: Pan et al. 2024 [Link to be added]
+- **Reference**: [Pan et al. 2024](https://arxiv.org/abs/2409.19750)
 
 ## Using the model for chat
 
@@ -96,6 +96,7 @@ Here's a performance comparison chart based upon the astronomical benchmarking Q
 
 | Model | Score (%) |
 |-------|-----------|
+| **AstroSage-LLaMA-3.1-8B (AstroMLab)** | **80.9** |
 | LLaMA-3.1-8B | 73.7 |
 | LLaMA-3-8B | 72.9 |
 | **<span style="color:green">AstroLLaMA-3-8B-Base_AIC (AstroMLab)</span>** | **<span style="color:green">71.9</span>** |