The article introduces OpenMoE, a series of open-sourced MoE-based LLMs, highlighting cost-effectiveness and routing challenges. It discusses training goals, model architecture, routing mechanisms, and advanced training strategies. Results show OpenMoE outperforms baselines on various benchmarks. In-depth analysis reveals context-independent specialization, early routing learning, and drop-towards-the-end issues. Potential solutions are proposed for future MoE LLM development.
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by Fuzhao Xue,Z... lúc arxiv.org 03-28-2024
https://arxiv.org/pdf/2402.01739.pdfYêu cầu sâu hơn