Update README.md

README.md

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 # 🎨 CoSTA* Dataset
 
-CoSTA* is a **multimodal dataset** for **multi-turn image-to-image transformation tasks**, designed to accompany the FaSTA* agent presented in [FaSTA$^*$: Fast-Slow Toolpath Agent with Subroutine Mining for Efficient Multi-turn Image Editing](https://huggingface.co/papers/2506.20911). It provides:
+CoSTA* is a **multimodal dataset** for **multi-turn image-to-image transformation tasks**, designed to accompany the CoSTA* agent presented in [CoSTA*: Cost-Sensitive Toolpath Agent for Multi-turn Image Editing](https://huggingface.co/papers/2503.10613). It provides:
 
 - **High-quality images** for various image editing tasks.
 - **Detailed text prompts** describing the desired transformations.
 - **Multimodal tasks** including inpainting, object recoloring, object segmentation, object replacement, text replacement, and more.
 
-[GitHub Repo](https://github.com/tianyi-lab/FaSTAR)
+This dataset is also used in the evaluation of [FaSTA$^*$: Fast-Slow Toolpath Agent with Subroutine Mining for Efficient Multi-turn Image Editing](https://huggingface.co/papers/2506.20911).
+
+[GitHub Repo (CoSTA*)](https://github.com/tianyi-lab/CoSTAR)
+[GitHub Repo (FaSTA*)](https://github.com/tianyi-lab/FaSTAR)
 
 Try out the CoSTA* agent online: [Live Demo](https://storage.googleapis.com/costa-frontend/index.html)
 
 
 ## 📂 Dataset Structure
 
-- **`metadata.csv`** → List of image-text pairs.
+- **`metadata.jsonl`** → List of image-text pairs.
 - **`{file_name}.jpeg`** → All images in the main directory.
 - **`dataset_info.json`** → Hugging Face dataset metadata.