Update README.md

README.md

@@ -16,6 +16,8 @@ For example, consider the partial code to be completed in the figure below. To c
 
 MGD uses static analysis to guide the decoding of LMs, to generate code following certain properties. In the example, MGD is used to monitor for generating code with type-correct dereferences, and the SantaCoder model with the same prompt is able to generate the correct code completion, which compiles and matches the ground truth as well.
 
+As reported in the paper, we observe that **MGD can improve the compilation rate of code generated by LMs at all scales (350M-175B) by 20-25%**, without any training/fine-tuning required. Further, it boosts the ground-truth match at all granularities from token-level to method-level code completion.
+
 ![](figures/motivating_example.png)
 
 ## 1. Datasets