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README.md

@@ -47,8 +47,8 @@ Our framework for calculating LLM density involves a two-step estimation process
 By combining these, we can determine the effective compute, and therefore the effective parameter size, for any model based on its performance.
 
 <div align="center">
-<img src="assets/fig2.png" width="800"/>
-<p><b>Figure 2:</b\> Results for the (a) loss estimation and (b) performance estimation processes. The purple line represents our fitted scaling law, derived from the reference models (colored dots).</p\>
+<img src="assets/fig.jpeg" width="800"/>
+<p><b>Figure 2:</b> Results for the (a) loss estimation and (b) performance estimation processes. The purple line represents our fitted scaling law, derived from the reference models (colored dots).</p>
 </div>
 
 ## 📜 License