Update task category to image-feature-extraction

README.md

@@ -1,9 +1,9 @@
 ---
-license: apache-2.0
 language:
 - en
+license: apache-2.0
 task_categories:
-- feature-extraction
+- image-feature-extraction
 tags:
 - agentic-llm
 - search
@@ -63,4 +63,18 @@ To effectively utilize this dense index dataset, it is intended to be used withi
     bash scripts/server/vllm.sh your_config_file # run the server of agentic llm
     bash scripts/evaluation/run.sh your_config_file
     ```
-    For more detailed and advanced usage scenarios, please refer to the [official RAVine GitHub repository](https://github.com/SwordFaith/RAVine).
+    For more detailed and advanced usage scenarios, please refer to the [official RAVine GitHub repository](https://github.com/SwordFaith/RAVine).
+
+## Citation
+
+If you find RAVine useful in your research, please cite our paper:
+
+```bibtex
+@article{xu2025ravine,
+  title={RAVine: Reality-Aligned Evaluation for Agentic Search},
+  author={Xu, Yilong and Long, Xiang and Zheng, Zhi and Gao, Jinhua},
+  journal={arXiv preprint arXiv:2507.16725},
+  year={2025},
+  url={https://arxiv.org/abs/2507.16725}
+}
+```