Update dataset card with paper link, task categories, and citation

README.md

@@ -40,13 +40,15 @@ configs:
   data_files:
   - split: agents
     path: data/train-*
+task_categories:
+- text-retrieval
 ---
 
 # AgentSearchBench Agents
 
 **AgentSearchBench** is a large-scale benchmark for AI agent search, built from nearly 10,000 real-world agents sourced from the [GPT Store](https://chatgpt.com/gpts), [Google Cloud Marketplace](https://cloud.google.com/marketplace), and [AgentAI Platform](https://agent.ai/).
 
-🌐 [Project Page](https://bingo-w.github.io/AgentSearchBench) • 💻 [Codebase](https://github.com/Bingo-W/AgentSearchBench)
+📄 [Paper](https://huggingface.co/papers/2604.22436) • 🌐 [Project Page](https://bingo-w.github.io/AgentSearchBench) • 💻 [Codebase](https://github.com/Bingo-W/AgentSearchBench)
 
 ---
 
@@ -110,5 +112,12 @@ ds = load_dataset("AgentSearch/AgentSearchBench-Agents")
 ## Citation
 
 ```bibtex
-@article{}
-```
+@misc{wu2026agentsearchbench,
+      title={AgentSearchBench: A Benchmark for AI Agent Search in the Wild}, 
+      author={Bin Wu and Arastun Mammadli and Xiaoyu Zhang and Emine Yilmaz},
+      year={2026},
+      eprint={2604.22436},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+}
+```