Update README.md

README.md

@@ -16,9 +16,8 @@ language:
 </div>
 
 <p align="center">
-  <a href="https://arxiv.org/pdf/2405.20797"><img src="https://img.shields.io/badge/📖_Technical_Report-Ovis2.5-b31b1b.svg" alt="technical report"></a>
+  <a href="https://github.com/AIDC-AI/Ovis/blob/main/docs/Ovis2_5_Tech_Report.pdf"><img src="https://img.shields.io/badge/📖_Technical_Report-Ovis2.5-b31b1b.svg" alt="technical report"></a>
   <a href="https://github.com/AIDC-AI/Ovis"><img src="https://img.shields.io/badge/GitHub-AIDC--AI/Ovis-blue?style=flat&logo=github" alt="code"></a>
-  <a href="https://huggingface.co/spaces/AIDC-AI/Ovis2.5-2B"><img src="https://img.shields.io/badge/🎨_HF_Spaces-AIDC--AI/Ovis2.5--2B-lightblack" alt="demo"></a>
   <a href="https://huggingface.co/collections/AIDC-AI/ovis25-689ec1474633b2aab8809335"><img src="https://img.shields.io/badge/🤗_Models-AIDC--AI/Ovis2.5-yellow" alt="models"></a>
 </p>
 
@@ -195,7 +194,7 @@ Coordinates are normalized to `[0,1)` with the origin `(0,0)` at the top-left co
 
 * Point: `<point>(x,y)</point>`
 * Bounding box: `<box>(x1,y1),(x2,y2)</box>` where `(x1,y1)` is top-left, `(x2,y2)` is bottom-right.
-* Multiple results can be listed in square brackets: `[<box>(...),<box>(...) ]`
+* Multiple results can be listed in square brackets: `[<box>(...)</box>,<box>(...)</box> ]`
 
 Example:
 
@@ -213,8 +212,8 @@ The image features a serene scene with <ref>three birds</ref>[
 
 | Ovis MLLMs |           ViT           |          LLM          |                      Model Weights                      |                           Demo                           |
 |:-----------|:-----------------------:|:---------------------:|:-------------------------------------------------------:|:--------------------------------------------------------:|
-| Ovis2.5-2B   | siglip2-so400m-patch16-512 | Qwen3-1.7B | [Huggingface](https://huggingface.co/AIDC-AI/Ovis2.5-2B)  | [Space](https://huggingface.co/spaces/AIDC-AI/Ovis2.5-2B) |
-| Ovis2.5-9B   | siglip2-so400m-patch16-512  |  Qwen3-8B  | [Huggingface](https://huggingface.co/AIDC-AI/Ovis2.5-9B)  | [Space](https://huggingface.co/spaces/AIDC-AI/Ovis2.5-9B) |
+| Ovis2.5-2B   | siglip2-so400m-patch16-512 | Qwen3-1.7B | [Huggingface](https://huggingface.co/AIDC-AI/Ovis2.5-2B)  | - |
+| Ovis2.5-9B   | siglip2-so400m-patch16-512  |  Qwen3-8B  | [Huggingface](https://huggingface.co/AIDC-AI/Ovis2.5-9B)  | - |
 
 ## Performance
 We evaluate Ovis2.5 using [VLMEvalKit](https://github.com/open-compass/VLMEvalKit), as employed in the OpenCompass multimodal and reasoning evaluation suite.