Update README.md

README.md

@@ -25,8 +25,7 @@ tags:
 > and other stock llama.cpp frontends are not supported by this release.
 
 This repository contains the text-only Q8_0 GGUF conversion of
-[`KaLM-Embedding/KaLM-Reranker-V1-Small`](https://huggingface.co/KaLM-Embedding/KaLM-Reranker-V1-Small). It is a reranker,
-not a text-generation or chat model.
+[`KaLM-Embedding/KaLM-Reranker-V1-Small`](https://huggingface.co/KaLM-Embedding/KaLM-Reranker-V1-Small).
 
 ## Model file
 
@@ -165,3 +164,38 @@ The source model declares Apache-2.0. See [`LICENSE`](LICENSE) and
 [`THIRD_PARTY_NOTICES.md`](THIRD_PARTY_NOTICES.md). The bundled llama.cpp
 patches retain the upstream MIT license in
 [`llama.cpp/LICENSE`](llama.cpp/LICENSE).
+
+# Citation
+If you find this model useful, please consider citing our papers.
+```
+@misc{zhao2026kalmrerankerv1,
+      title={KaLM-Reranker-V1: Fast but Not Late Interaction for Compressed Document Reranking}, 
+      author={Xinping Zhao and Jiaxin Xu and Ziqi Dai and Xin Zhang and Shouzheng Huang and Danyu Tang and Xinshuo Hu and Meishan Zhang and Baotian Hu and Min Zhang},
+      year={2026},
+      eprint={2606.22807},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2606.22807}, 
+}
+
+@misc{zhao2026kalmembeddingv2,
+      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 Xin Zhang and Zetian Sun and Zhenyu Liu and Dongfang Li and Xinyuan Wei and Youcheng Pan and Yang Xiang and Meishan Zhang and Haofen Wang and Jun Yu and Baotian Hu and Min Zhang},
+      year={2025},
+      eprint={2506.20923},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2506.20923}, 
+}
+
+@misc{hu2025kalmembedding,
+      title={KaLM-Embedding: Superior Training Data Brings A Stronger Embedding Model}, 
+      author={Xinshuo Hu and Zifei Shan and Xinping Zhao and Zetian Sun and Zhenyu Liu and Dongfang Li and Shaolin Ye and Xinyuan Wei and Qian Chen and Baotian Hu and Haofen Wang and Jun Yu and Min Zhang},
+      year={2025},
+      eprint={2501.01028},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2501.01028}, 
+}
+```
+