Update README

README.md

@@ -136,14 +136,39 @@ Using uv:
 uv pip install vllm --extra-index-url https://wheels.vllm.ai/nightly
 ```
 
+### Model Deploy
+```bash
+vllm serve tencent/HunyuanOCR \
+    --no-enable-prefix-caching \
+    --mm-processor-cache-gb 0 \
+    --gpu-memory-utilization 0.2
+```
 
 ### Model Inference
-
 ```python
 from vllm import LLM, SamplingParams
 from PIL import Image
 from transformers import AutoProcessor
 
+def clean_repeated_substrings(text):
+    """Clean repeated substrings in text"""
+    n = len(text)
+    if n<8000:
+        return text
+    for length in range(2, n // 10 + 1):
+        candidate = text[-length:] 
+        count = 0
+        i = n - length
+        
+        while i >= 0 and text[i:i + length] == candidate:
+            count += 1
+            i -= length
+
+        if count >= 10:
+            return text[:n - length * (count - 1)]  
+
+    return text
+
 model_path = "tencent/HunyuanOCR"
 llm = LLM(model=model_path, trust_remote_code=True)
 processor = AutoProcessor.from_pretrained(model_path)
@@ -160,7 +185,7 @@ messages = [
 prompt = processor.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
 inputs = {"prompt": prompt, "multi_modal_data": {"image": [img]}}
 output = llm.generate([inputs], sampling_params)[0]
-print(output.outputs[0].text)
+print(clean_repeated_substrings(output.outputs[0].text))
 ```
 
 ## 💬 Application-oriented Prompts
@@ -175,12 +200,12 @@ print(output.outputs[0].text)
 
 ## 📚 Citation
 ```
-@software{hunyuanocr2025,
-  author    = {Tencent Hunyuan Vision Team},
-  title     = {HunyuanOCR Technical Report},
-  year      = {2025},
-  url       = {https://github.com/Tencent-Hunyuan/HunyuanOCR},
-  publisher = {GitHub}
+@misc{hunyuanvisionteam2025hunyuanocrtechnicalreport,
+      title={HunyuanOCR Technical Report}, 
+      author={Hunyuan Vision Team and Pengyuan Lyu and Xingyu Wan and Gengluo Li and Shangpin Peng and Weinong Wang and Liang Wu and Huawen Shen and Yu Zhou and Canhui Tang and Qi Yang and Qiming Peng and Bin Luo and Hower Yang and Xinsong Zhang and Jinnian Zhang and Houwen Peng and Hongming Yang and Senhao Xie and Longsha Zhou and Ge Pei and Binghong Wu and Kan Wu and Mana Yang and Sergey Wang and Raccoon Liu and Dick Zhu and Jie Jiang and Linus and Han Hu and Chengquan Zhang},
+      year={2025},
+      journal={arXiv preprint arXiv:2510.18234},
+      url={https://arxiv.org/abs/2511.19575}, 
 }
 ```