Update README: migrate from bflhc to Octen organization and update citation

README.md

@@ -36,7 +36,7 @@ Octen-Embedding-4B is a text embedding model designed for semantic search and re
 ```python
 from sentence_transformers import SentenceTransformer
 
-model = SentenceTransformer("bflhc/Octen-Embedding-4B")
+model = SentenceTransformer("Octen/Octen-Embedding-4B")
 
 # Encode sentences
 sentences = [
@@ -61,8 +61,8 @@ from transformers import AutoModel, AutoTokenizer
 import torch
 import torch.nn.functional as F
 
-tokenizer = AutoTokenizer.from_pretrained("bflhc/Octen-Embedding-4B", padding_side="left")
-model = AutoModel.from_pretrained("bflhc/Octen-Embedding-4B")
+tokenizer = AutoTokenizer.from_pretrained("Octen/Octen-Embedding-4B", padding_side="left")
+model = AutoModel.from_pretrained("Octen/Octen-Embedding-4B")
 model.eval()
 
 def encode(texts):
@@ -105,26 +105,19 @@ This model is licensed under the [Apache License 2.0](https://www.apache.org/lic
 
 This model is derived from [Qwen/Qwen3-Embedding-4B](https://huggingface.co/Qwen/Qwen3-Embedding-4B), which is also licensed under Apache License 2.0.
 
+## Paper
+
+For more details, please refer to our blog post: [Octen-Embedding: Reproducible 1st Place on RTEB](https://octen-team.github.io/octen_blog/posts/octen-rteb-first-place/)
+
 ## Citation
 
-If you use this model in your research, please cite:
+If you find our work helpful, please consider citing:
 
 ```bibtex
-@misc{octen-embedding-2025,
-  title={Octen-Embedding-4B: A Fine-tuned Multilingual Text Embedding Model},
+@misc{octen2025rteb,
+  title={Octen-Embedding: Reproducible 1st Place on RTEB},
   author={Octen Team},
   year={2025},
-  url={https://huggingface.co/bflhc/Octen-Embedding-4B}
-}
-```
-
-Please also cite the base model:
-
-```bibtex
-@article{qwen3embedding,
-  title={Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models},
-  author={Zhang, Yanzhao and Li, Mingxin and Long, Dingkun and Zhang, Xin and Lin, Huan and Yang, Baosong and Xie, Pengjun and Yang, An and Liu, Dayiheng and Lin, Junyang and Huang, Fei and Zhou, Jingren},
-  journal={arXiv preprint arXiv:2506.05176},
-  year={2025}
+  url={https://octen-team.github.io/octen_blog/posts/octen-rteb-first-place/}
 }
 ```