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+# SVE-Math-DeepSeek+-7B
+
+🤖 **SVE-Math-DeepSeek+-7B** is a fine-tuned Multi-modal Large Language Model (MLLM) built upon [SVE-Math-DeepSeek-7B](https://github.com/AI4Math-ShanZhang/SVE-Math), further enhanced using GeoPeP, a perception-oriented dataset of 200K high-quality geometry image-text pairs.
+
+This model is released as part of our project:  
+📘 **"Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMs (SVE-Math)"**  
+🔗 [Paper & Code: github.com/AI4Math-ShanZhang/SVE-Math](https://github.com/AI4Math-ShanZhang/SVE-Math)
+
+---
+
+## 🔍 Key Features
+
+- 💡 Designed to improve **visual perception** in mathematical diagrams.
+- 📊 Fine-tuned on high-quality perception-oriented dataset (100K diagram-caption + 100K conversation).
+- 🧠 **GeoPeP** explicitly structs diagrams into shapes, attributes, locations and relationships. 
+- ⚙️ **Systematic investigation** explores how visual perception impacts mathematical reasoning in MLLMs.
+
+---
+
+## 💬 Inference
+
+You can refer to the official inference code and setup from our GitHub repo:  
+👉 [https://github.com/AI4Math-ShanZhang/SVE-Math](https://github.com/AI4Math-ShanZhang/SVE-Math)
+