{"id":9742,"date":"2026-06-28T22:15:35","date_gmt":"2026-06-28T14:15:35","guid":{"rendered":"https:\/\/infernews.com\/blog\/llm\/"},"modified":"2026-06-28T22:15:35","modified_gmt":"2026-06-28T14:15:35","slug":"llm","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/llm\/","title":{"rendered":"LLM \u7d44\u5408\u5514\u4e00\u5b9a\u52dd\u904e\u6700\u4f73\u55ae\u6a21"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/orchestration-is-allocation.jpg\" alt=\"Og image\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u4e00\u500b Hugging Face Space\uff0c\u7528\u4f86\u5c55\u793a\u591a\u500b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7d44\u5408\u7b56\u7565\u7684\u5206\u6790\u7d50\u679c\uff0c\u800c\u4e0d\u662f\u53ef\u4e0b\u8f09\u5fae\u8abf\u6a21\u578b\uff1b\u9801\u9762\u4ea6\u7121\u63d0\u4f9b base model\uff0c\u56e0\u70ba\u5b83\u672c\u8eab\u4e26\u975e\u57fa\u65bc\u67d0\u500b\u57fa\u790e\u6a21\u578b\u5fae\u8abf\u800c\u6210\u3002\u5b83\u4e3b\u8981\u56de\u7b54\u4e00\u500b\u5f88\u5be6\u969b\u7684\u554f\u984c\uff1a\u628a\u591a\u500b LLM \u653e\u5165 routing\u3001voting\u3001cascade \u6216 mixture-of-agents\uff08MoA\uff09\u4e4b\u5f8c\uff0c\u662f\u5426\u771f\u80fd\u7a69\u5b9a\u8d85\u8d8a\u55ae\u4e00\u6700\u4f73\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u7d50\u8ad6\u570d\u7e5e <strong>\u03b2 = P(all wrong)<\/strong>\uff0c\u5373\u6240\u6709\u6a21\u578b\u5728\u540c\u4e00\u984c\u4e00\u8d77\u7b54\u932f\u7684\u6a5f\u7387\u3002\u6587\u4e2d\u6307\u51fa\uff0c\u51e1\u662f\u8f38\u51fa\u4ecd\u7136\u53ea\u80fd\u9078\u81ea\u6210\u54e1\u6a21\u578b\u7b54\u6848\u7684\u7b56\u7565\uff0c\u7406\u8ad6\u4e0a\u6e96\u78ba\u7387\u4e0a\u9650\u5c31\u662f <strong>1 \u2212 \u03b2<\/strong>\uff1b\u5e38\u898b\u7684 pairwise error correlation <strong>\u03c1<\/strong> \u5373\u4f7f\u76f8\u540c\uff0c\u4ea6\u672a\u5fc5\u80fd\u53cd\u6620 \u03b2\uff0c\u6240\u4ee5\u53ea\u770b\u6a21\u578b\u4e4b\u9593\u300c\u932f\u5f97\u662f\u5426\u76f8\u4f3c\u300d\u4e26\u4e0d\u8db3\u4ee5\u4f30\u7b97\u53ef\u63d0\u5347\u7a7a\u9593\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u7684\u50f9\u503c\uff0c\u5728\u65bc\u5b83\u628a\u6a21\u578b\u7de8\u6392\u554f\u984c\u7531\u300c\u591a\u52a0\u5e7e\u500b\u6a21\u578b\u6703\u5426\u66f4\u6e96\u300d\u8f49\u6210\u300c\u9019\u4e9b\u6a21\u578b\u662f\u5426\u5728\u4e0d\u540c\u984c\u76ee\u4e0a\u51fa\u932f\u300d\u3002\u4f5c\u8005\u7528 67 \u500b frontier models\u300121 \u500b\u4f9b\u61c9\u5546\u8cc7\u6599\u8aaa\u660e\uff1a\u5c31\u7b97\u662f\u591a\u6a23\u5316\u6a21\u578b\u6c60\uff0call-wrong tail \u4ecd\u6bd4\u55ae\u9760\u76f8\u95dc\u6027\u6a21\u578b\u4f30\u7b97\u66f4\u9ad8\uff1b\u5728 open-ended mathematics\u3001execution-graded code \u9019\u985e\u53ef\u6aa2\u67e5\u4efb\u52d9\uff0c\u591a\u6a21\u578b\u901a\u5e38\u96e3\u4ee5\u5927\u5e45\u52dd\u904e\u6700\u5f37\u55ae\u6a21\uff0c\u9664\u975e\u6709\u5f88\u5f37\u7684 query-level routing signal\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9019\u4e0d\u662f\u751f\u6210\u6a21\u578b\u6b0a\u91cd\u9801\uff0c\u6c92\u6709\u53c3\u6578\u898f\u6a21\u3001context length\u3001GGUF\u3001mmproj \u6216\u91cf\u5316\u6a94\u6848\u6e05\u55ae<\/li>\n<li>\u4e0d\u6d89\u53ca llama.cpp\u3001Ollama\u3001LM Studio \u90e8\u7f72\uff0c\u4ea6\u7121 Q4_K_M \u4e00\u985e\u91cf\u5316\u5efa\u8b70<\/li>\n<li>\u65b9\u6cd5\u91cd\u9ede\u662f\u7528 Clopper\u2013Pearson bound \u5148\u4f30\u8a08 \u03b2 \u4e0a\u9650\uff0c\u518d\u5224\u65b7\u662f\u5426\u503c\u5f97\u8a13\u7df4 router<\/li>\n<li>\u8207 Self-MoA \u985e\u505a\u6cd5\u76f8\u6bd4\uff0c\u4f4e \u03c1 \u4e14\u771f\u6b63\u300c\u932f\u984c\u4e92\u88dc\u300d\u7684\u6a21\u578b\u7d44\u5408\u66f4\u6709\u6a5f\u6703\u5e36\u4f86\u6536\u76ca<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u6280\u8853\u6c7a\u7b56\u8005\u800c\u8a00\uff0c\u9019\u500b Space \u66f4\u50cf\u4e00\u500b\u6a21\u578b\u7de8\u6392\u53ef\u884c\u6027\u6aa2\u67e5\u5de5\u5177\u3002\u5b83\u63d0\u9192\u4eba\u4e0d\u8981\u628a orchestration \u7576\u6210\u514d\u8cbb\u6027\u80fd\u52a0\u6210\uff1a\u7576\u5171\u540c\u5931\u6557\u7387\u9ad8\uff0c\u591a\u6a21\u578b\u7cfb\u7d71\u589e\u52a0\u7684\u53ef\u80fd\u53ea\u662f\u6210\u672c\u3001\u5ef6\u9072\u8207\u7cfb\u7d71\u8907\u96dc\u5ea6\uff0c\u800c\u975e\u53ef\u89c0\u6e96\u78ba\u7387\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/spaces\/josefchen\/orchestration-is-allocation\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2606.27288\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5462\u500b Hugging Face Space\u91cd\u9ede\u5514\u4fc2\u65b0\u6a21\u578b\uff0c\u800c\u4fc2\u7528\u7d71\u8a08\u4e0a\u9650\u5206\u6790\u591a\u6a21\u578b\u7de8\u6392\u4f55\u6642\u7121\u660e\u986f\u6536\u76ca\u3002<\/p>\n","protected":false},"author":8,"featured_media":9741,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[185,140,147,153,116,38,40,122,191],"tags":[],"class_list":["post-9742","post","type-post","status-publish","format-standard","hentry","category-qwen","category-gemini","category-deepseek","category-openai","category-agentic","category-38","category-llama","category-ollama","category-anthropic"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9742","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=9742"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9742\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9741"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9742"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9742"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9742"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}