Add October release news and project links

README.md

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 ## 🎉 What's New
 
 - [2026.11] 🎉 The **full Code2Video-Compass dataset (2,104 tasks)** is now publicly available on [Hugging Face](https://huggingface.co/datasets/code2video-compass/Code2Video-Compass). Try it out and share your feedback!
+- [2026.10] 📣 Code2Video-Compass [dataset](https://huggingface.co/datasets/code2video-compass/Code2Video-Compass), [codebase](https://github.com/code2video-compass/Code2Video-Compass), and [paper](https://code2video-compass.github.io/) are released.
 
 ## 1. Overview
 

docs/README.template.md

@@ -53,6 +53,7 @@ configs:
 ## 🎉 What's New
 
 - [2026.11] 🎉 The **full Code2Video-Compass dataset (2,104 tasks)** is now publicly available on [Hugging Face](https://huggingface.co/datasets/code2video-compass/Code2Video-Compass). Try it out and share your feedback!
+- [2026.10] 📣 Code2Video-Compass [dataset](https://huggingface.co/datasets/code2video-compass/Code2Video-Compass), [codebase](https://github.com/code2video-compass/Code2Video-Compass), and [paper](https://code2video-compass.github.io/) are released.
 
 ## 1. Overview
 

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