Update README.md

README.md

@@ -4,11 +4,11 @@ license: apache-2.0
 # Valley2.5
 
 <p align="center">
-    <img src="https://raw.githubusercontent.com/bytedance/Valley/refs/heads/main/assets/valley3_logo.png" width="500"/>
+    <img src="https://raw.githubusercontent.com/bytedance/Valley/refs/heads/main/assets/valley2_5_logo.png" width="500"/>
 <p>
 
 <p align="center">
-🎮️ <a href="https://github.com/bytedance/Valley">Github</a>&nbsp&nbsp | &nbsp&nbsp 🤗 <a href="https://huggingface.co/bytedance-research/Valley2.5">Hugging Face</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href="https://www.modelscope.cn/models/Hyggge/Valley3">ModelScope</a> &nbsp&nbsp | &nbsp&nbsp 📑 <a href="https://hyggge.github.io/projects/valley/index.html">Home Page</a> &nbsp&nbsp | &nbsp&nbsp 📙 <a href="https://arxiv.org/abs/2501.05901">Paper</a> 
+🎮️ <a href="https://github.com/bytedance/Valley">Github</a>&nbsp&nbsp | &nbsp&nbsp 🤗 <a href="https://huggingface.co/bytedance-research/Valley2.5">Hugging Face</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href="https://www.modelscope.cn/models/Hyggge/Valley2.5">ModelScope</a> &nbsp&nbsp | &nbsp&nbsp 📑 <a href="https://hyggge.github.io/projects/valley/index.html">Home Page</a> &nbsp&nbsp | &nbsp&nbsp 📙 <a href="https://github.com/bytedance/Valley/blob/main/docs/Valley2_5_Tech_Report.pdf">Paper</a> 
 </p>
 
 ## Introduction
@@ -18,7 +18,8 @@ Valley is a cutting-edge multimodal large model designed to handle a variety of
 - Demonstrated comparatively outstanding performance in the OpenCompass Benchmark.
 
 ## Release
-- [2025/10/26] 🔥🔥🔥 Update [Valley2.5](https://huggingface.co/bytedance-research/Valley2.5), significantly enhance multimodal understanding and reasoning capabilities, achieving 74.4 on OpenCompass Multi-modal Academic Leaderboard!
+- [2025/11/27] 🔥🔥🔥 We have released the technical report of Valley2.5! Check out the full paper here: [Valley2.5 Technical Report](https://raw.githubusercontent.com/bytedance/Valley/refs/heads/main/docs/Valley2_5_Tech_Report.pdf).  
+- [2025/10/26] 🔥🔥🔥 Update [Valley2.5](https://huggingface.co/bytedance-research/Valley2.5), significantly enhance multimodal understanding and reasoning capabilities, achieving 74.3 on OpenCompass Multi-modal Academic Leaderboard!
 - [2025/02/15] 🔥 Update [Valley2-DPO](https://huggingface.co/bytedance-research/Valley2-DPO), achieve 69.6 on OpenCompass Multi-modal Academic Leaderboard and update AutoModel usage for checkpoints.
 - [2025/01/13] 🔥 Release TechReport. [Valley2: Exploring Multimodal Models with Scalable Vision-Language Design](https://arxiv.org/abs/2501.05901)
 - [2024/12/23] 🔥 Announcing [Valley2](https://huggingface.co/bytedance-research/Valley-Eagle-7B) (Valley-Eagle-7B)!
@@ -30,7 +31,7 @@ This architectural design ensures that Valley2.5 achieves a balanced trade-off b
 The overall architecture is shown as follows:
 
 <div style="display: flex;">
-  <img src="valley_structure.png" alt="opencompass" style="width: 100%; height: auto;" />
+  <img src="https://raw.githubusercontent.com/bytedance/Valley/refs/heads/main/assets/valley2_5_structure.png" alt="opencompass" style="width: 100%; height: auto;" />
 </div>