Add library_name and citation, fix quick start links

README.md

@@ -1,25 +1,28 @@
 ---
-license: apache-2.0
+base_model:
+- Qwen/Qwen3-Coder-30B-A3B-Instruct
 language:
 - en
+license: apache-2.0
 metrics:
 - accuracy
-base_model:
-- Qwen/Qwen3-Coder-30B-A3B-Instruct
 pipeline_tag: text-generation
+library_name: transformers
 tags:
 - code
 - agent
 ---
 
-
 # FullStack-Agent
 
 ### Overview
 
 This model is introduced in the paper ["FullStack-Agent: Enhancing Agentic Full-Stack Web Coding via Development-Oriented Testing and Repository Back-Translation"](https://arxiv.org/abs/2602.03798).
+
 In this paper, we introduce **FullStack-Agent**, a unified system that combines a multi-agent full-stack development framework equipped with efficient coding and debugging tools ([FullStack-Dev](https://github.com/mnluzimu/FullStack-Dev)), an iterative self-improvement method that improves the abilities of LLMs through repository augmentation and back-translation ([FullStack-Learn](https://github.com/mnluzimu/FullStack-Learn)), and a full-stack development benchmark that comprehensively evaluates frontend, backend, and database functionalities ([FullStack-Bench](https://github.com/mnluzimu/FullStack-Bench)).
 
+Official Repository: [mnluzimu/FullStack-Agent](https://github.com/mnluzimu/FullStack-Agent)
+
 ![method](assets/method.png)
 
 ### Quick Start
@@ -30,7 +33,7 @@ Instructions for installation and running of the three components are in the fol
 
 - [FullStack-Learn](https://github.com/mnluzimu/FullStack-Learn)
 
-- [FullStack-Learn](https://github.com/mnluzimu/FullStack-Learn)
+- [FullStack-Bench](https://github.com/mnluzimu/FullStack-Bench)
 
 ### Models
 
@@ -60,4 +63,20 @@ Using more templates result in better performance in most of the metrics, which
 
 Experimental results of FullStack-Learn tested on with FullStack-Dev on FullStack-Bench are as follows:
 
-![experiments](assets/experiments.png)
+![experiments](assets/experiments.png)
+
+### Citation
+
+If you find our project helpful, please cite:
+
+```bibtex
+@misc{lu2026fullstackagentenhancingagenticfullstack,
+      title={FullStack-Agent: Enhancing Agentic Full-Stack Web Coding via Development-Oriented Testing and Repository Back-Translation}, 
+      author={Zimu Lu and Houxing Ren and Yunqiao Yang and Ke Wang and Zhuofan Zong and Mingjie Zhan and Hongsheng Li},
+      year={2026},
+      eprint={2602.03798},
+      archivePrefix={arXiv},
+      primaryClass={cs.SE},
+      url={https://arxiv.org/abs/2602.03798}, 
+}
+```