diff --git a/README.md b/README.md
index a2ab367..ff36fe8 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,6 @@ license: apache-2.0
 pipeline_tag: image-text-to-text
 tags:
 - ERNIE4.5
-- PaddleOCR
 - PaddlePaddle
 - image-to-text
 - ocr
@@ -17,7 +16,6 @@ language:
 - en
 - zh
 - multilingual
-library_name: PaddleOCR
 ---
 
 <div align="center">
@@ -39,7 +37,7 @@ PaddleOCR-VL: Boosting Multilingual Document Parsing via a 0.9B Ultra-Compact Vi
 [![License](https://img.shields.io/badge/license-Apache_2.0-green)](./LICENSE)
 
 **🔥 Official Demo**: [Baidu AI Studio](https://aistudio.baidu.com/application/detail/98365) | 
-**📝 Blog**: [Technical Report](https://ernie.baidu.com/blog/publication/PaddleOCR-VL_Technical_Report.pdf)
+**📝 arXiv**: [Technical Report](https://arxiv.org/pdf/2510.14528)
 
 </div>
 
@@ -84,14 +82,18 @@ Install [PaddlePaddle](https://www.paddlepaddle.org.cn/install/quick) and [Paddl
 ```bash
 python -m pip install paddlepaddle-gpu==3.2.0 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
 python -m pip install -U "paddleocr[doc-parser]"
+python -m pip install https://paddle-whl.bj.bcebos.com/nightly/cu126/safetensors/safetensors-0.6.2.dev0-cp38-abi3-linux_x86_64.whl
 ```
 
+> For Windows users, please use WSL or a Docker container.
+
+
 ### Basic Usage
 
 CLI usage:
 
 ```bash
-paddleocr doc_parser -i https://paddle-model-ecology.bj.bcebos.com/paddlex/imgs/demo_image/pp_ocr_vl_demo.png
+paddleocr doc_parser -i https://paddle-model-ecology.bj.bcebos.com/paddlex/imgs/demo_image/paddleocr_vl_demo.png
 ```
 
 Python API usage:
@@ -100,7 +102,7 @@ Python API usage:
 from paddleocr import PaddleOCRVL
 
 pipeline = PaddleOCRVL()
-output = pipeline.predict("https://paddle-model-ecology.bj.bcebos.com/paddlex/imgs/demo_image/pp_ocr_vl_demo.png")
+output = pipeline.predict("https://paddle-model-ecology.bj.bcebos.com/paddlex/imgs/demo_image/paddleocr_vl_demo.png")
 for res in output:
     res.print()
     res.save_to_json(save_path="output")
@@ -117,23 +119,22 @@ for res in output:
         --gpus all \
         --network host \
         ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddlex-genai-vllm-server
-    # You can also use ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddlex-genai-vllm-server for the SGLang server
     ```
 
 2. Call the PaddleOCR CLI or Python API:
 
     ```bash
     paddleocr doc_parser \
-        -i https://paddle-model-ecology.bj.bcebos.com/paddlex/imgs/demo_image/pp_ocr_vl_demo.png \
+        -i https://paddle-model-ecology.bj.bcebos.com/paddlex/imgs/demo_image/paddleocr_vl_demo.png \
         --vl_rec_backend vllm-server \
-        --vl_rec_server_url http://127.0.0.1:8080
+        --vl_rec_server_url http://127.0.0.1:8080/v1
     ```
 
     ```python
     from paddleocr import PaddleOCRVL
 
-    pipeline = PaddleOCRVL(vl_rec_backend="vllm-server", vl_rec_server_url="http://127.0.0.1:8080")
-    output = pipeline.predict("https://paddle-model-ecology.bj.bcebos.com/paddlex/imgs/demo_image/pp_ocr_vl_demo.png")
+    pipeline = PaddleOCRVL(vl_rec_backend="vllm-server", vl_rec_server_url="http://127.0.0.1:8080/v1")
+    output = pipeline.predict("https://paddle-model-ecology.bj.bcebos.com/paddlex/imgs/demo_image/paddleocr_vl_demo.png")
     for res in output:
         res.print()
         res.save_to_json(save_path="output")
@@ -246,31 +247,32 @@ The evaluation set is broadly categorized into 11 chart categories, including ba
 ### Text
 
 <div align="center">
-<img src="./imgs/text_english_arabic.jpg" width="300"/>
-<img src="./imgs/text_handwriting_02.jpg" width="300"/>
+<img src="./imgs/text_english_arabic.jpg" width="300" style="display: inline-block;"/>
+<img src="./imgs/text_handwriting_02.jpg" width="300" style="display: inline-block;"/>
 </div>
 
 
 ### Table
 
 <div align="center">
-<img src="./imgs/table_01.jpg" width="300"/>
-<img src="./imgs/table_02.jpg" width="300"/>
+<img src="./imgs/table_01.jpg" width="300" style="display: inline-block;"/>
+<img src="./imgs/table_02.jpg" width="300" style="display: inline-block;"/>
 </div>
 
 
 ### Formula
 
 <div align="center">
-<img src="./imgs/formula_EN.jpg" width="300"/>
-<img src="./imgs/formula_EN.jpg" width="300"/>
+<img src="./imgs/formula_EN.jpg" width="300" style="display: inline-block;"/>
+<img src="./imgs/formula_ZH.jpg" width="300" style="display: inline-block;"/>
 </div>
 
+
 ### Chart
 
 <div align="center">
-<img src="./imgs/chart_01.jpg" width="300"/>
-<img src="./imgs/chart_02.jpg" width="300"/>
+  <img src="./imgs/chart_01.jpg" width="300" style="display: inline-block;"/>
+  <img src="./imgs/chart_02.jpg" width="300" style="display: inline-block;"/>
 </div>
 
 
@@ -290,5 +292,4 @@ If you find PaddleOCR-VL helpful, feel free to give us a star and citation.
       primaryClass={cs.CL},
       howpublished={\url{https://ernie.baidu.com/blog/publication/PaddleOCR-VL_Technical_Report.pdf}}
 }
-```
-
+```
\ No newline at end of file