Initial commit: Add DeepYoke organization README

README.md

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+# DeepYoke AI Lab
+
+<div align="center">
+
+**Bridging Modalities with Algorithms, Connecting Humanity with Science through Intelligence, Linking Knowledge with Practice via Language**
+
+*"In the confluence of algorithms and atoms, intelligence and intuition, we forge the future of scientific discovery."*
+
+</div>
+
+## 🚀 Our Vision
+
+DeepYoke is dedicated to building bridges between intelligence and science, transforming complex scientific challenges into understandable and actionable intelligent solutions through cutting-edge multimodal AI technologies. We believe that true scientific breakthroughs emerge from deep interdisciplinary fusion and innovation.
+
+Our mission is to democratize scientific discovery by making advanced AI tools accessible to researchers worldwide, accelerating the pace of innovation across multiple scientific domains.
+
+## 🌟 Research Focus
+
+### 🧬 AI for Science
+- **Molecular Modeling & Drug Design** - Accelerating pharmaceutical research through intelligent molecular design
+- **Structural Biology** - Understanding protein structures and functions with AI
+- **Cheminformatics** - Bridging chemistry and computational intelligence  
+- **Scientific Computing Acceleration** - Optimizing computational workflows for scientific discovery
+
+### 🤖 Multimodal Intelligence
+- **Multimodal Large Language Models** - Integrating vision, language, and scientific reasoning
+- **Vision-Language Understanding** - Enabling AI to comprehend scientific diagrams and literature
+- **Intelligent Scientific Literature Analysis** - Extracting insights from vast research repositories
+- **Cross-modal Knowledge Fusion** - Synthesizing information across different data modalities
+
+### 📊 Benchmark & Evaluation
+- **Scientific AI Benchmarking** - Establishing rigorous evaluation standards for scientific AI
+- **Dataset Construction & Standardization** - Creating high-quality, standardized scientific datasets
+- **Evaluation Framework Development** - Building comprehensive assessment tools
+- **Open Science Ecosystem** - Fostering collaborative research environments
+
+## 💡 Core Principles
+
+### 🔗 Connection
+We are committed to connecting knowledge across disciplines, modalities, and levels, building a unified intelligent scientific ecosystem that transcends traditional boundaries.
+
+### 🌐 Openness  
+Adhering to open science principles, we promote knowledge sharing and collaborative innovation, making AI technology benefit the global research community.
+
+### 🎯 Precision
+We pursue high-precision, high-reliability AI solutions, ensuring the rigor and accuracy that scientific research demands.
+
+### 🌱 Innovation
+Fostering breakthrough thinking and novel approaches that push the boundaries of what's possible in AI-assisted scientific discovery.
+
+## 🏆 Featured Projects
+
+### 🧪 ToxiMol
+A comprehensive benchmark for molecular toxicity repair, evaluating the capabilities of Multimodal Large Language Models in structure-level molecular detoxification. This pioneering work addresses one of the most critical challenges in drug discovery.
+
+**[📊 Dataset](https://huggingface.co/datasets/DeepYoke/ToxiMol-benchmark)** | **[📄 Paper](https://arxiv.org)** | **[🔬 Code](https://github.com)**
+
+*Breaking Bad Molecules: Are MLLMs Ready for Structure-Level Molecular Detoxification?*
+
+### 🔬 Upcoming Projects
+- **MolecularGPT** - Next-generation molecular design language models
+- **SciBench** - Comprehensive scientific reasoning benchmarks
+- **ProteinLLM** - Protein structure and function prediction models
+
+## 🤝 Collaboration & Partnership
+
+We welcome partnerships with leading research institutions, universities, and enterprises worldwide to jointly advance the application and development of AI in scientific research. Together, we can accelerate the pace of discovery and tackle humanity's most pressing challenges.
+
+### 🏛️ Affiliated Institutions
+- **MUST** | Macau University of Science and Technology
+- **SJTU** | Shanghai Jiao Tong University  
+- **CASIA** | Chinese Academy of Sciences Institute of Automation
+- **UCAS** | University of Chinese Academy of Sciences
+- **Shanghai AI Lab** | Shanghai Artificial Intelligence Laboratory
+
+### 🤝 Research Areas
+- Drug Discovery & Development
+- Materials Science & Engineering
+- Climate Change & Environmental Science
+- Precision Medicine & Healthcare
+- Energy & Sustainability
+
+## 🌟 Why DeepYoke?
+
+The name "DeepYoke" symbolizes our commitment to deeply connecting disparate elements - linking algorithms with scientific intuition, bridging artificial intelligence with human creativity, and yoking cutting-edge technology to real-world scientific challenges.
+
+## 📬 Contact & Community
+
+**Join our mission to revolutionize science with AI!**
+
+- 🌐 **Website**: [Coming Soon]
+- 📧 **Email**: [Contact Info]
+- 💬 **Community**: [Discord/Slack Link]
+- 📱 **Social**: [Twitter/LinkedIn]
+- 📝 **Publications**: [Google Scholar]
+
+---
+
+<div align="center">
+
+*"Where algorithms meet atoms, where intelligence illuminates discovery, where language bridges knowledge and practice - this is DeepYoke."*
+
+**Coding the Future of Science, Illuminating Tomorrow with Wisdom**
+
+</div>