Update README.md

README.md

@@ -56,7 +56,7 @@ All results below use the same default compression ratio, `r=4`. KaLM-Reranker-V
 
 #### BEIR — Multi-domain Reranking
 
-| Model | KaLM-Reranker-V1 | KaLM-Reranker-V1-R2 | Δ |
+| Model | KaLM-Reranker-V1 | KaLM-Reranker-V1-R2 | Delta |
 |:--|--:|--:|--:|
 | Nano | 57.41 | **58.54** | **+1.13** |
 | Small | 60.01 | **61.07** | **+1.06** |
@@ -64,7 +64,7 @@ All results below use the same default compression ratio, `r=4`. KaLM-Reranker-V
 
 #### MIRACL — Multilingual Reranking
 
-| Model | KaLM-Reranker-V1 | KaLM-Reranker-V1-R2 | Δ |
+| Model | KaLM-Reranker-V1 | KaLM-Reranker-V1-R2 | Delta |
 |:--|--:|--:|--:|
 | Nano | 62.08 | **71.11** | **+9.03** |
 | Small | 66.89 | **74.06** | **+7.17** |
@@ -122,12 +122,14 @@ If you find this model useful, please consider citing our papers.
       url={https://arxiv.org/abs/2606.22807}, 
 }
 
-@inproceedings{zhao2026kalmembeddingv2,
-      title={KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model},
+@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},
-      booktitle={The Fourteenth International Conference on Learning Representations},
       year={2026},
-      url={https://openreview.net/forum?id=Y7qzhvWhcz}
+      eprint={2506.20923},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2506.20923}, 
 }
 
 @misc{hu2025kalmembedding,