feat(readme): update README.md and fix typo (#50)

Author: hellen-wong

README.md

@@ -36,7 +36,7 @@ This repo is the official implementation of the MiroMind Research Agent Project.
 
 - 🤖 **MiroFlow**: an open-source research agent framework that offers reproducible state-of-the-art performance on representative benchmarks (e.g., FutureX, GAIA, HLE, xBench-DeepSearch, and BrowserComp benchmarks), included in this repo. See [[Get Started in Under 5 Minutes]](#-get-started-in-under-5-minutes) for a quick start.
 - 🤔 **MiroThinker**: an open-source agent foundation model that natively supports tool-assisted reasoning. See [MiroThinker](https://github.com/MiroMindAI/mirothinker).
-- 📊 **MiroVerse**: 147k premium open-source training data supporting research agent training. See [MiroThinker](https://huggingface.co/datasets/miromind-ai/MiroVerse-v0.1).
+- 📊 **MiroVerse**: 147k premium open-source training data supporting research agent training. See [MiroVerse](https://huggingface.co/datasets/miromind-ai/MiroVerse-v0.1).
 - 🚧 **MiroTrain / MiroRL**: The training infra that supports stable and efficient training for the research agent models. See [MiroTrain](https://github.com/MiroMindAI/MiroTrain) / [MiroRL](https://github.com/MiroMindAI/MiroRL)
 
 ---
@@ -47,12 +47,12 @@ This repo is the official implementation of the MiroMind Research Agent Project.
 - 🚀 [Get Started in Under 5 Minutes](#-get-started-in-under-5-minutes)
 - 🤖 [What is MiroFlow?](#-what-is-miroflow)
 - 🌟 [Highlights](#-Highlights)
-- ✨ [Performance on Benchmarks](#-performance-on-benchmarks)
+- 📈 [Performance on Benchmarks](#-performance-on-benchmarks)
 - 🔧 [Supported Models & Tools](#-supported-models--tools)
-- 🤝 [Contributing](#-contributing)
 - ❓ [FAQ](#-faq)
-- 📄 [License & Support](#-license--support)
-- 👥 [Acknowledgments](#-acknowledgments-and-contributors)
+- 🤝 [Contributing](#-contributing)
+- 📄 [License](#-license)
+- 🙏 [Acknowledgments](#-acknowledgments-and-contributors)
 
 ---
 
@@ -137,7 +137,7 @@ MiroFlow is a high-performance, modular framework for building intelligent AI ag
 
 ---
 
-## ✨ Performance on Benchmarks
+## 📈 Performance on Benchmarks
 
 We achieved the #1 ranking on the FutureX Benchmark Leaderboard as of September 10, 2025, boosting GPT-5's prediction accuracy for future events by 11%.
 
@@ -163,18 +163,6 @@ Follow our detailed guides to reproduce benchmark results in our [Benchmarks Doc
 
 ---
 
-## 🤝 Contributing
-
-We welcome contributions from the community! Whether you're fixing bugs, adding features, or improving documentation, your help is appreciated.
-
-- 📋 **Issues**: Report bugs or request features via [GitHub Issues](https://github.com/MiroMindAI/MiroFlow/issues)
-
-- 🔀 **Pull Requests**: Submit improvements via pull requests
-
-- 💬 **Discussions**: Join our [Discord community](https://discord.com/invite/GPqEnkzQZd) for questions and discussions
-
----
-
 ## ❓ FAQ
 
 <details>
@@ -203,29 +191,22 @@ For commercial inquiries and enterprise support, please contact us through our <
 
 ---
 
-## 📄 License & Support
+## 🤝 Contributing
 
-This project is licensed under the Apache License 2.0.
+We welcome contributions from the community! Whether you're fixing bugs, adding features, or improving documentation, your help is appreciated.
 
+- 📋 **Issues**: Report bugs or request features via [GitHub Issues](https://github.com/MiroMindAI/MiroFlow/issues)
 
-<div align="center">
-    <img src="https://api.star-history.com/svg?repos=MiroMindAI/MiroFlow&type=Date" alt="Star History Chart" height="300">
-</div>
+- 🔀 **Pull Requests**: Submit improvements via pull requests
 
-## References
+- 💬 **Discussions**: Join our [Discord community](https://discord.com/invite/GPqEnkzQZd) for questions and discussions
 
-The technical report is coming soon!
 
-```
-@misc{2025mirothinker,
-    title={MiroFlow: A High-Performance Open-Source Research Agent Framework},
-    author={MiroMind AI Team},
-    howpublished={\url{https://github.com/MiroMindAI/MiroFlow}},
-    year={2025}
-}
-```
+## 📄 License
+
+This project is licensed under the Apache License 2.0.
 
-## 👥 Acknowledgments and Contributors
+## 🙏 Acknowledgments
 
 **Benchmark Contributors** for the comprehensive evaluation datasets
 
@@ -238,3 +219,18 @@ We thank all contributors who have helped make MiroFlow better:
 </a>
 
 Join our community and help us build the future of AI agents!
+
+## References
+
+The technical report is coming soon!
+
+```
+@misc{2025mirothinker,
+    title={MiroFlow: A High-Performance Open-Source Research Agent Framework},
+    author={MiroMind AI Team},
+    howpublished={\url{https://github.com/MiroMindAI/MiroFlow}},
+    year={2025}
+}
+```
+
+[![Star History Chart](https://api.star-history.com/svg?repos=MiroMindAI/MiroFlow&type=Date)](https://star-history.com/#MiroMindAI/MiroFlow&Date)