Update README.md

README.md

@@ -4,7 +4,7 @@ license_name: openmdw
 license_link: LICENSE
 ---
 # Seed-X-Instruct-7B
-<a href="https://github.com/ByteDance-Seed/Seed-X-7B/blob/main/Technical_Report.pdf">
+<a href="https://arxiv.org/pdf/2507.13618">
   <img src="https://img.shields.io/badge/Seed--X-Report-blue"></a>
 <a href="https://huggingface.co/ByteDance-Seed/Seed-X-Instruct-7B">
   <img src="https://img.shields.io/badge/Seed--X-Hugging Face-brightgreen"></a>
@@ -44,7 +44,7 @@ This repo contains the **Seed-X-Instruct** model, with the following features:
 ## Quickstart
 Here is a simple example demonstrating how to load the model and perform translation using ```vllm```
 ```python
-from vllm import LLM, SamplingParams
+from vllm import LLM, SamplingParams, BeamSearchParams
 
 model_path = "./ByteDance-Seed/Seed-X-Instruct-7B"
 
@@ -59,13 +59,13 @@ messages = [
     "Translate the following English sentence into Chinese and explain it in detail:\nMay the force be with you <zh>" # with CoT
 ]
 
+# Beam Search
+decoding_params = BeamSearchParams(beam_width=4, 
+                                    max_tokens=512)
 # Sampling
 decoding_params = SamplingParams(temperature=0,
                                  max_tokens=512,
                                  skip_special_tokens=True)
-# Beam Search
-decoding_params = BeamSearchParams(beam_width=4, 
-                                    max_tokens=512)
 
 results = model.generate(messages, decoding_params)
 responses = [res.outputs[0].text.strip() for res in results]
@@ -75,21 +75,21 @@ print(responses)
 ## Evaluation
 We evaluated Seed-X on a diverse set of translation benchmarks, including FLORES-200, WMT-25, and a publicly released [challenge set](https://github.com/ByteDance-Seed/Seed-X-7B/tree/main/challenge_set) accompanied by human evaluations.
 ![humen_eval](imgs/humen_eval.png)
-For detailed benchmark results and analysis, please refer to our [Technical Report](https://github.com/ByteDance-Seed/Seed-X-7B/blob/main/Technical_Report.pdf).
+For detailed benchmark results and analysis, please refer to our [Technical Report](https://arxiv.org/pdf/2507.13618).
 
 ## License
 This project is licensed under OpenMDW. See the [LICENSE](https://github.com/ByteDance-Seed/Seed-X-7B/blob/main/LICENSE.openmdw) file for details.
 
 ## Citation
-<!--If you find Seed-X useful for your research and applications, feel free to give us a star ⭐ or cite us using:
+If you find Seed-X useful for your research and applications, feel free to give us a star ⭐ or cite us using:
 ```bibtex
-@Article{XXX,
-      title={XXXXXXXXXXX}, 
-      author={XXX,XXX,XXX,XXX},
+@misc{cheng2025seedxbuildingstrongmultilingual,
+      title={Seed-X: Building Strong Multilingual Translation LLM with 7B Parameters}, 
+      author={Shanbo Cheng and Yu Bao and Qian Cao and Luyang Huang and Liyan Kang and Zhicheng Liu and Yu Lu and Wenhao Zhu and Zhichao Huang and Tao Li and Sitong Liu and Ningxin Peng and Shuaijie She and Lu Xu and Nuo Xu and Sen Yang and Runsheng Yu and Yiming Yu and Liehao Zou and Hang Li and Lu Lu and Yuxuan Wang and Yonghui Wu},
       year={2025},
-      eprint={XXXX.XXXXX},
+      eprint={2507.13618},
       archivePrefix={arXiv},
-      primaryClass={cs.XX}
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2507.13618}, 
 }
-```-->
-We will soon publish our technical report on Arxiv.
+```