Improve model card: Update pipeline tag, add library name, and GitHub link

README.md

@@ -1,16 +1,19 @@
 ---
-license: afl-3.0
 base_model:
 - Qwen/Qwen2.5-1.5B-Instruct
-pipeline_tag: text-generation
+license: afl-3.0
+pipeline_tag: text-retrieval
 tags:
 - embedding
 - agent
 - search
+library_name: transformers
 ---
 
 # Search-R3: Reasoning-Reinforced Representation for Search ([paper](https://arxiv.org/abs/2510.07048))
 
+Code: https://github.com/ytgui/Search-R3
+
 <img src="./overview.png" width="512" />
 
 Welcome to Search-R3, our cool approach to making LLMs way better at search tasks by teaching them to embed after they think.
@@ -112,4 +115,4 @@ If you use Search-R3 in your research or applications, please cite our paper:
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/2510.07048}, 
 }
-```
+```