Update README.md

README.md

@@ -1,3 +1,91 @@
----
-license: mit
----
+---
+license: cc
+task_categories:
+- question-answering
+language:
+- en
+tags:
+- math
+pretty_name: Can Vision-Language Models Solve Visual Math Equations?
+size_categories:
+- 1K<n<10K
+---
+
+# Visual Equation Solving Benchmark
+
+This repository contains the dataset introduced in the paper:  
+
+**Can Vision-Language Models Solve Visual Math Equations?**  which is currently accepted in EMNLP 2025 (Main)
+
+> Despite strong performance in vision and language understanding, Vision-Language Models (VLMs) struggle on tasks requiring integrated perception and symbolic reasoning. This benchmark evaluates VLMs on **visual equation solving**, where systems of linear equations are represented using **object icons** as variables and **icon repetition** as coefficients.  
+
+---
+
+## 📖 Overview
+
+The **Visual Equation Solving Benchmark** tests whether VLMs can:  
+1. **Recognize variables** represented as object icons.  
+2. **Count coefficients** by inferring from repeated instances of icons.  
+3. **Integrate recognition with symbolic reasoning** to solve equations.  
+
+We provide multiple settings:  
+- **Symbolic equations** (textual form, rendered as images).  
+- **Visual-symbolic equations** (icons for variables, numeric text for coefficients).  
+- **Fully visual equations** (both variables and coefficients represented visually).  
+
+---
+
+Example:  
+```
+
+🍎🍎🍎 + 🍌🍌 = 10
+🍎 + 🍌🍌🍌🍌🍌 = 15
+
+```
+
+---
+
+## 📂 Dataset Structure
+
+```
+
+visual-equation-solving/
+│
+├── train/
+│   ├── images/           # equation images
+│   ├── annotations.json  # ground-truth equations & solutions
+│
+├── test/
+│   ├── images/
+│   ├── annotations.json
+│
+└── metadata.json         # dataset metadata & icon mapping
+
+````
+
+**Annotations** include:
+- `equation`: the equation in symbolic form  
+- `variables`: mapping of icons → variable names  
+- `solution`: ground truth assignments  
+
+---
+
+## 📜 License
+
+This dataset is released under the **CC BY 4.0 License**.
+You are free to share, adapt, and build upon the data with attribution.
+
+---
+
+## 📚 Citation
+
+If you use this dataset, please cite:
+
+```bibtex
+@inproceedings{anonymous2025vlm-math,
+  title     = {Can Vision-Language Models Solve Visual Math Equations?},
+  author    = {Anonymous},
+  booktitle = {ACL (under review)},
+  year      = {2025}
+}
+```