Update README.md

README.md

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 # aLLoyM: A large language model for alloy phase diagram prediction
 
-[This is a fine-tuned Mistral model using LoRA (Low-Rank Adaptation) after 15,000 training steps.](https://www.arxiv.org/abs/2507.22558)
+[Our preprint on arXiv](https://www.arxiv.org/abs/2507.22558)
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/65096d0e623330a3a51cf6aa/zHPBs16jPVdkaeZCBCR1b.png)
 
 ## Model Details