Update README.md

README.md

@@ -29,7 +29,7 @@ The model incorporates several innovative designs:
     - [x] [KaLM-embedding-multilingual-mini-instruct-v1.5](https://huggingface.co/HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v1.5)
     - [x] [KaLM-embedding-multilingual-mini-instruct-v2](https://huggingface.co/HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v2)
 - [x] Training and Evaluation Code: [HITsz-TMG/KaLM-Embedding](https://github.com/HITsz-TMG/KaLM-Embedding)
-- [ ] Technical Report: [KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model](https://huggingface.co/HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v2)
+- [x] Technical Report: [KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model](https://arxiv.org/pdf/2506.20923)
 - [ ] Training Data
 
 
@@ -107,10 +107,12 @@ print(embeddings)
 ## Citation
 If you find this model useful, please consider giving a star and citation.
 ```
-@article{zhao2025kalmv2,
-  title={KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model},
-  author={Zhao, Xinping and Hu, Xinshuo and Shan, Zifei and Huang, Shouzheng and Zhou, Yao and Sun, Zetian and Liu, Zhenyu and Li, Dongfang and Wei, Xinyuan and Chen, Qian and Pan, Youcheng and Xiang, Yang and Zhang, Meishan and Wang, Haofen and Yu, Jun and Hu, Baotian and Zhang, Min },
-  year={2025}
+@misc{zhao2025kalmv2,
+  title={KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model}, 
+  author={Xinping Zhao and Xinshuo Hu and Zifei Shan and Shouzheng Huang and Yao Zhou and Zetian Sun and Zhenyu Liu and Dongfang Li and Xinyuan Wei and Qian Chen and Youcheng Pan and Yang Xiang and Meishan Zhang and Haofen Wang and Jun Yu and Baotian Hu and Min Zhang},
+  url={https://arxiv.org/abs/2506.20923},
+  journal={arXiv preprint arXiv:2506.20923},
+  year={2025},
 }
 
 @article{hu2025kalm,