{"slug": "which-routing-does-each-moe-model-use-deepseek-qwen-mixtral-llama-4-gpt-oss", "title": "Which Routing Does Each MoE Model Use? DeepSeek, Qwen, Mixtral, Llama 4, gpt-oss Compared", "summary": "MarkTechPost published a config-verified comparison of how 10 open mixture-of-experts models route tokens, covering total and active parameters, expert counts, top-k selection, shared experts, gating functions and load-balancing methods across DeepSeek, Qwen, Mixtral, Llama 4 and gpt-oss. The comparison documents the routing architectures each model family uses, giving builders a reference for how sparse activation is configured across the open MoE landscape.", "body_md": "A config-verified comparison of how 10 open MoE models route tokens: total and active parameters, expert counts, top-k, shared experts, gating functions and load-balancing methods.\n\nThe post [Which Routing Does Each MoE Model Use? DeepSeek, Qwen, Mixtral, Llama 4, gpt-oss Compared](https://www.marktechpost.com/2026/11/08/moe-model-routing-comparison/) appeared first on [MarkTechPost](https://www.marktechpost.com).", "url": "https://wpnews.pro/news/which-routing-does-each-moe-model-use-deepseek-qwen-mixtral-llama-4-gpt-oss", "canonical_source": "https://www.marktechpost.com/2026/11/08/moe-model-routing-comparison/", "published_at": "2026-11-08 10:27:27+00:00", "updated_at": "2026-11-09 01:24:19.516976+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "large-language-models", "ai-research"], "entities": ["MarkTechPost", "DeepSeek", "Qwen", "Mixtral", "Llama 4", "gpt-oss"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/which-routing-does-each-moe-model-use-deepseek-qwen-mixtral-llama-4-gpt-oss", "markdown": "https://wpnews.pro/news/which-routing-does-each-moe-model-use-deepseek-qwen-mixtral-llama-4-gpt-oss.md", "text": "https://wpnews.pro/news/which-routing-does-each-moe-model-use-deepseek-qwen-mixtral-llama-4-gpt-oss.txt", "jsonld": "https://wpnews.pro/news/which-routing-does-each-moe-model-use-deepseek-qwen-mixtral-llama-4-gpt-oss.jsonld"}}