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#mcts

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I really like this idea.

"Originally a faded turquoise, the bus is now vibrant orange with a cream-colored roof, the color scheme used by The Milwaukee Electric Railway & Light Company. Its windows and doors have been repaired, with two awning-style service windows installed to give waitstaff easy access."

urbanmilwaukee.com/2025/06/27/

Urban MilwaukeeTransfer Pizzeria’s New Patio Will Feature Vintage City BusTransit-themed restaurant adds full-sized bus.

Advanced Reasoning Model: #ai #llm Marco-o1 Pushes Boundaries in Problem-Solving 🧠

🔬 Built on #Qwen2, focusing on open-ended reasoning beyond traditional tasks

💡 Key Innovations:
🤔 #ChainOfThought fine-tuning for structured reasoning
🌳 Monte Carlo Tree Search (#MCTS) for solution space exploration
🔄 Novel reflection mechanisms for self-improvement
🎯 Multiple action granularities for complex problem-solving

📊 Performance Highlights:
📈 +6.17% accuracy on MGSM English dataset
📈 +5.60% accuracy on MGSM Chinese dataset
🌐 Excels in translation tasks, especially with colloquial expressions

🛠️ Technical Features:
• Fine-tuned on 60,266 training samples
• Implements step & mini-step MCTS strategies
• Utilizes confidence scoring for path selection
• Incorporates self-reflection mechanisms

⚡️ Project Status: Research work in progress with continuous optimization
github.com/AIDC-AI/Marco-o1

GitHubGitHub - AIDC-AI/Marco-o1: An Open Large Reasoning Model for Real-World SolutionsAn Open Large Reasoning Model for Real-World Solutions - AIDC-AI/Marco-o1

I work from home and I have worked from home since landing my new job 3 months ago. Because of that, I don't commute anymore. Before I left the old job, I had over $100 in my #MCTS account. I need to find an excuse to take the bus somewhere.