diff --git a/README.md b/README.md
index 54bd1ada7c1e7167d410f684a5e2bc99ac4e2113..fedea8c741fe93d47d007fdeaf50f23f247e0ce6 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,9 @@
     "description" : "Brief description for your submission"
 }
 ```
+**NOTE:** [`checkpoints/model.pth`](./checkpoints/) was trained in only 1k steps with 50 replays, and was just for you to get started in this repo, not for performance.
+For higher score, the model could be trained with [`1k replays`](https://www.aicrowd.com/challenges/neurips-2022-the-neural-mmo-challenge/dataset_files) and more training time, About 0.8 top1-ratio achieved and shown by [`Submission #199954`](https://www.aicrowd.com/challenges/neurips-2022-the-neural-mmo-challenge/submissions/199954).
+
 ## Install requirements
 ```bash
 pip install -r requirements.txt