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seawolf2357

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updated a model 4 days ago

seawolf2357/Darwin-gpt-ernie-20b

published a model 4 days ago

seawolf2357/Darwin-gpt-ernie-20b

reacted to openfree's post with 🔥 4 days ago

🌱 Darwin-Qwen3-4B Released! We are excited to introduce the first achievement of the Darwin Project. We have evolved an embryonic model that simultaneously inherits the strengths of both non-reasoning models and reasoning models based on Qwen3-4B, creating a new offspring model. https://huggingface.co/openfree/Darwin-Qwen3-4B ✅ Benchmarking results confirm that the traits and advantages of both parent models are fully reflected. ✅ We are releasing Darwin-Qwen3-4B on Hugging Face. 🔬 Technical Specifications Model Configuration -Base Architecture: Qwen3-4B -Parent Model 1: Qwen/Qwen3-4B-Instruct-2507 -Parent Model 2: Qwen/Qwen3-4B-Thinking-2507 -Merge Algorithm: Darwin A2AP Enhanced v3.2 -Optimization Method: Evolutionary Algorithm with Adaptive Fitness Evolution Process -Population Size: 20 individuals -Evolution Cycles: 5,000+ generations -Fitness Objectives: Multi-objective optimization (accuracy, robustness, generalization) -Validation Metric: 88.56% on proxy task (digit classification) 📊 Technical Innovations 1. Automated Model Merging Automatic exploration of optimal merge ratios without manual hyperparameter tuning Architecture-aware parameter alignment Late-stage performance optimization 2. Cost Efficiency Creation of new models at 1/10,000 the cost of foundation model training Repeatable experimental process 🔮 Significance and Outlook Darwin-Qwen3-4B demonstrates a new model creation paradigm: "Foundation A + Foundation B = Foundation A×B+C". This represents: -Instant Domain Fusion: Immediate integration of models with different characteristics -Sustainable AI Development: Reduced environmental burden through existing model recycling -Democratized AI Research: Small research teams can create new models 📚 Additional Resources GitHub Repository: [Coming Soon] Technical Paper: [In Preparation]

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seawolf2357/autotrain-annyeong

Updated Oct 2, 2024 • 10