Update README.md

README.md

@@ -140,7 +140,7 @@ OOD Maze Sizes:
 
 ## 📊 Performance
 
-Following [Visual Planning: Let's Think Only with Images](https://arxiv.org/abs/2505.11409), we report two metrics:
+Following [Visual Planning: Let's Think Only with Images](https://github.com/yix8/VisualPlanning), we report two metrics:
 
 - **Exact Match (EM)** measures whether the model **successfully generates the complete and correct trajectory** that aligns with the shortest optimal valid path.
 - **Progress Rate (PR)** measures the **number of consecutively correct steps** (valid forward moves) from the start to the number of steps in the optimal path.
@@ -157,7 +157,7 @@ Following [Visual Planning: Let's Think Only with Images](https://arxiv.org/abs/
 
 ### Comparisons
 
-Under the same amount of training data, we include performance metrics reported in [Visual Planning](https://arxiv.org/abs/2505.11409) for reference and comparison.
+Under the same amount of training data, we include performance metrics reported in [Visual Planning](https://github.com/yix8/VisualPlanning) for reference and comparison.
 
 | Model                            | Thinking Modality | Maze EM (%) | Maze PR (%) |
 | -------------------------------- | ----------------- | ----------- | ----------- |