Link paper, project page and add download instructions

README.md

@@ -1,26 +1,38 @@
 ---
-license: mit
-task_categories:
-  - text-generation
 language:
-  - en
+- en
+license: mit
 size_categories:
-  - 1K<n<10K
+- 1K<n<10K
+task_categories:
+- text-generation
 tags:
-  - agentic
-  - code
-  - software-engineering
-  - reinforcement-learning
-  - context-aware
-  - contrastive
+- agentic
+- code
+- software-engineering
+- reinforcement-learning
+- context-aware
+- contrastive
 ---
+
 # ContextRL-Agentic
 The agentic (long-horizon) training set for **ContextRL**, used to train
 **[ContextRL-Klear-AgentForge-8B](https://huggingface.co/xupy21/ContextRL_Klear_AgentForge_8B)**
 and **[ContextRL-Qwen3-8B-Agentic](https://huggingface.co/xupy21/ContextRL_Qwen3_8B_Agentic)**,
-from the paper **Context-Aware RL for Agentic and Multimodal LLMs**.
+from the paper **[Context-Aware RL for Agentic and Multimodal LLMs](https://huggingface.co/papers/2606.17053)**.
+
+- **Project Website:** [ContextRL Website](https://xupy2003.github.io/ContextRL_Website/)
+- **Repository:** [GitHub - ContextAwareRL](https://github.com/xupy2003/ContextAwareRL)
 
 ## Setup
 Training and evaluation code, data construction pipelines, and detailed configurations are
 available in the repository:
-👉 **https://github.com/xupy2003/ContextAwareRL**
+👉 **https://github.com/xupy2003/ContextAwareRL**
+
+## Download Data
+
+You can download the pre-built RL training data directly from the Hugging Face Hub:
+
+```bash
+huggingface-cli download xupy21/ContextRL_Agentic --repo-type dataset --local-dir ./data/ContextRL_Agentic
+```