Update README.md

README.md

@@ -18,6 +18,14 @@ The codebase can be found at https://github.com/DeepGraphLearning/esm-s.
 
 ![Training](./asset/training.png)
 
+# Evaluation Performance
+
+Freezing model weights and train a 2-layer MLP on downstream function prediction tasks.
+![Predictor](./asset/predictor.png)
+
+Using ESM-S representations to retrieve similar proteins for function annotation.
+![Retriever](./asset/retriever.png)
+
 # BibTeX
 ```
 @article{zhang2024structureplm,