{"id":92581,"date":"2026-05-21T14:52:41","date_gmt":"2026-05-21T06:52:41","guid":{"rendered":"https:\/\/lightxtremevpn.com\/blog\/?p=92581"},"modified":"2026-05-21T14:52:43","modified_gmt":"2026-05-21T06:52:43","slug":"best-open-source-llms-cn","status":"publish","type":"post","link":"https:\/\/lightxtremevpn.com\/blog\/cn\/best-open-source-llms-cn\/","title":{"rendered":"2026\u5e748\u6b3e\u6700\u4f73\u5f00\u6e90LLM\u5927\u6a21\u578b\u63a8\u8350"},"content":{"rendered":"\n<p>2026\u5e74\uff0c\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u7684\u683c\u5c40\u53d1\u751f\u4e86\u5feb\u901f\u53d8\u5316\uff0c\u65b0\u7684\u5f00\u6e90AI\u6a21\u578b\u5728\u7f16\u7801\u3001\u63a8\u7406\u3001RAG\u548c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u65b9\u9762\u90fd\u8fbe\u5230\u4e86\u63a5\u8fd1\u524d\u6cbf\u6c34\u5e73\u7684\u6027\u80fd\u3002\u5b83\u4eec\u6b63\u79ef\u6781\u5730\u4e3a\u751f\u4ea7\u7cfb\u7edf\u3001AI\u7f16\u7801\u4ee3\u7406\u3001\u4f01\u4e1a\u641c\u7d22\u548c\u81ea\u4e3b\u81ea\u52a8\u5316\u5de5\u5177\u63d0\u4f9b\u652f\u6301\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u6307\u5357\u4e2d\uff0c\u6211\u4eec\u5c06\u6839\u636e\u5b9e\u9645\u6027\u80fd\uff08\u5305\u62ec\u7f16\u7801\u80fd\u529b\u3001\u957f\u671f\u4e0a\u4e0b\u6587\u7a33\u5b9a\u6027\u3001RAG \u8d28\u91cf\u548c\u4ee3\u7406\u6267\u884c\uff09\u63a8\u83508\u4e2a\u6700\u4f73\u5f00\u6e90 LLM\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5feb\u901f\u5bf9\u6bd4\uff1a\u6700\u4f73\u5f00\u6e90LLM\u6982\u89c8<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6a21\u578b<\/th><th>\u6700\u4f73\u7528\u4f8b<\/th><th>\u4e3b\u8981\u4f18\u52bf<\/th><th>\u5b9e\u9645\u9002\u7528\u6027<\/th><\/tr><\/thead><tbody><tr><td>Moonshot AI Kimi-K2.6<\/td><td>\u7f16\u7801\u4e0e\u4eba\u5de5\u667a\u80fd\u4ee3\u7406<\/td><td>\u7a33\u5b9a\u7684\u957f\u671f\u7f16\u7801\uff0c\u5f3a\u5927\u7684\u4ed3\u5e93\u7ea7\u63a8\u7406<\/td><td>Cursor \/ Cline \/ Aider\uff0c\u5168\u6808\u5f00\u53d1\uff0cUI \u751f\u6210<\/td><\/tr><tr><td>Zhipu AI GLM-5.1<\/td><td>\u4eba\u5de5\u667a\u80fd\u4ee3\u7406<\/td><td>\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u5de5\u5177\u6267\u884c\uff0c\u7a33\u5b9a\u7684\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u7a0b<\/td><td>\u6d4f\u89c8\u5668\u4ee3\u7406\u3001\u81ea\u4e3b\u5de5\u4f5c\u6d41\u3001\u81ea\u52a8\u5316\u7cfb\u7edf<\/td><\/tr><tr><td>Meta Llama 4<\/td><td>\u751f\u6001\u7cfb\u7edf\u4e0e\u751f\u4ea7<\/td><td>\u6700\u4f73\u5de5\u5177\u652f\u6301\u548c\u5fae\u8c03\u751f\u6001\u7cfb\u7edf<\/td><td>vLLM\u3001Ollama\u3001LM Studio\u3001\u4f01\u4e1a\u90e8\u7f72<\/td><\/tr><tr><td>Google Gemma 4 (31B \/ E4B)<\/td><td>\u672c\u5730\u90e8\u7f72<\/td><td>\u5728\u6d88\u8d39\u7ea7GPU\u4e0a\u8fdb\u884c\u9ad8\u6548\u63a8\u7406<\/td><td>\u79bb\u7ebf\u52a9\u624b\u3001\u7b14\u8bb0\u672c\u7535\u8111\/\u8fb9\u7f18\u4eba\u5de5\u667a\u80fd\u3001\u9690\u79c1\u8bbe\u7f6e<\/td><\/tr><tr><td>DeepSeek-V4-Pro<\/td><td>\u957f\u7bc7\u80cc\u666f<\/td><td>\u7528\u4e8e\u7a33\u5b9a\u957f\u6587\u6863\u63a8\u7406\u7684\u6df7\u5408\u6ce8\u610f\u529b\u673a\u5236<\/td><td>\u5927\u578b\u5b58\u50a8\u5e93\u3001PDF\u3001\u7814\u7a76\u3001\u957f\u65f6\u95f4\u5bf9\u8bdd<\/td><\/tr><tr><td>Cohere Command R+<\/td><td>\u4f01\u4e1a RAG<\/td><td>\u5bf9\u68c0\u7d22\u6d41\u7a0b\u6709\u575a\u5b9e\u7684\u5b9e\u8bc1\u57fa\u7840<\/td><td>\u4f01\u4e1a\u641c\u7d22\u3001\u77e5\u8bc6\u5e93\u3001\u652f\u6301\u7cfb\u7edf<\/td><\/tr><tr><td>\u963f\u91cc\u4e91Qwen3.5-397B-A17B<\/td><td>RAG \u548c\u591a\u8bed\u8a00<\/td><td>\u5f3a\u5927\u7684\u591a\u8bed\u8a00\u68c0\u7d22\u80fd\u529b + \u957f\u4e0a\u4e0b\u6587\u652f\u6301<\/td><td>\u5168\u7403\u4f01\u4e1a RAG \u548c\u6587\u6863\u667a\u80fd<\/td><\/tr><tr><td>MiniMax-M2.5<\/td><td>\u521b\u4e1a\u516c\u53f8<\/td><td>\u9ad8\u6548\u7684MoE + \u5f3a\u5927\u7684\u7f16\u7801\u6267\u884c\u80fd\u529b<\/td><td>\u521d\u521b\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u3001\u7f16\u7801\u81ea\u52a8\u5316\u3001SaaS \u526f\u9a7e\u9a76<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">8 \u4e2a\u6700\u4f73\u5f00\u6e90\u6cd5\u5b66\u7855\u58eb\u8bfe\u7a0b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.\u00a0<a href=\"https:\/\/www.kimi.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"Moonshot AI Kimi-K2.6\">Moonshot AI Kimi-K2.6<\/a>\uff1a\u6700\u4f73\u5f00\u6e90\u7f16\u7801LLM<\/h3>\n\n\n\n<p>Kimi-K2.6 \u662f\u76ee\u524d\u6700\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u5f00\u6e90 LLM \u4e4b\u4e00\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u957f\u65f6\u95f4\u7f16\u7801\u3001\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u548c\u73b0\u5b9e\u4e16\u754c\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u91c7\u7528 1T \u53c2\u6570\u7684 MoE \u67b6\u6784\uff0c\u6bcf\u4e2a\u8bcd\u5143\u4ec5\u6709 32B \u4e2a\u6d3b\u8dc3\u53c2\u6570\uff0c\u4ece\u800c\u964d\u4f4e\u4e86\u63a8\u7406\u6210\u672c\u3002\u8bb8\u591a\u5f00\u53d1\u8005\u5df2\u5c06\u5176\u7528\u4f5c Claude Opus \u7684\u4f4e\u6210\u672c\u66ff\u4ee3\u65b9\u6848\uff0c\u5e94\u7528\u4e8e Cursor\u3001Cline \u548c Aider \u7b49\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0c\u5b83\u4e0d\u592a\u53ef\u80fd\u4e22\u5931\u4e0a\u4e0b\u6587\u3001\u7834\u574f\u9879\u76ee\u7ed3\u6784\u6216\u5728\u590d\u6742\u7684\u7f16\u7801\u4efb\u52a1\u4e2d\u9677\u5165\u65e0\u4f11\u6b62\u7684\u91cd\u8bd5\u5faa\u73af\u3002<\/p>\n\n\n\n<p><strong>\u4e3a\u4ec0\u4e48Kimi-K2.6\u8131\u9896\u800c\u51fa<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5728\u957f\u65f6\u95f4\u7684\u5f00\u53d1\u4f1a\u8bae\u548c\u590d\u6742\u7684\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/li>\n\n\n\n<li>\u4e0e Cursor\u3001Cline\u3001OpenCode \u548c\u81ea\u4e3b\u7f16\u7801\u5de5\u4f5c\u6d41\u7a0b\u914d\u5408\u4f7f\u7528\u6548\u679c\u5c24\u4f73\u3002<\/li>\n\n\n\n<li>\u80fd\u591f\u5236\u4f5c\u9ad8\u8d28\u91cf\u7684 React\u3001Tailwind\u3001\u4eea\u8868\u76d8\u548c\u52a8\u753b\u4e30\u5bcc\u7684\u754c\u9762\u3002<\/li>\n\n\n\n<li>\u66f4\u9002\u5408\u5927\u578b\u4ee3\u7801\u5e93\u3001\u591a\u6587\u4ef6\u8c03\u8bd5\u548c\u5b58\u50a8\u5e93\u7ea7\u522b\u7684\u63a8\u7406\u3002<\/li>\n\n\n\n<li>\u6bd4\u524d\u6cbf\u7684\u95ed\u6e90\u6a21\u578b\u6210\u672c\u66f4\u4f4e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. <a href=\"https:\/\/docs.bigmodel.cn\/cn\/guide\/models\/text\/glm-5.1\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\u667a\u666eAI GLM-5.1\">\u667a\u666eAI GLM-5.1<\/a>\uff1a\u6700\u9002\u5408AI\u4ee3\u7406<\/h3>\n\n\n\n<p>GLM-5.1 \u662f\u76ee\u524d\u6700\u5f3a\u5927\u7684\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u903b\u8f91\u903b\u8f91\u6a21\u578b\u4e4b\u4e00\u3002\u8be5\u6a21\u578b\u57fa\u4e8e 7440 \u4ebf\u53c2\u6570\u7684 MoE \u67b6\u6784\u6784\u5efa\uff0c\u6bcf\u4e2a token \u5177\u6709 400 \u4ebf\u4e2a\u6709\u6548\u53c2\u6570\uff0c\u5e76\u652f\u6301\u4f7f\u7528 DeepSeek \u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u884c\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0c\u5b83\u6bd4\u540c\u7c7b\u5927\u591a\u6570\u5f00\u6e90\u6a21\u578b\u66f4\u80fd\u7a33\u5b9a\u5730\u5904\u7406\u591a\u6b65\u9aa4\u89c4\u5212\u3001\u6d4f\u89c8\u5668\u5de5\u4f5c\u6d41\u7a0b\u548c\u91cd\u590d\u5de5\u5177\u4f7f\u7528\u3002<\/p>\n\n\n\n<p><strong>GLM-5.1 \u7684\u4f18\u52bf<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4e0e\u8bb8\u591a\u5f00\u6e90LLM\u76f8\u6bd4\uff0c\u5b83\u80fd\u66f4\u53ef\u9760\u5730\u5904\u7406\u6d4f\u89c8\u5668\u5de5\u5177\u3001\u7f16\u7801\u4ee3\u7406\u3001API\u548c\u7ed3\u6784\u5316\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u5728\u957f\u65f6\u95f4\u7684\u4ee3\u7406\u8fd0\u884c\u8fc7\u7a0b\u4e2d\uff0c\u4e0d\u592a\u53ef\u80fd\u4e22\u5931\u76ee\u6807\u3002<\/li>\n\n\n\n<li>\u5728 SWE-Bench \u548c\u5b9e\u9645\u8c03\u8bd5\u4efb\u52a1\u4e2d\u5747\u53d6\u5f97\u4e86\u4f18\u5f02\u6210\u7ee9\u3002<\/li>\n\n\n\n<li>\u9002\u7528\u4e8e\u4eba\u5de5\u667a\u80fd\u5458\u5de5\u3001\u81ea\u4e3b\u52a9\u624b\u548c\u591a\u5de5\u5177\u4ee3\u7406\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.\u00a0<a href=\"https:\/\/www.llama.com\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"Meta Llama 4\">Meta Llama 4<\/a>\uff1a\u6700\u4f73\u5f00\u6e90LLM\u751f\u6001\u7cfb\u7edf<\/h3>\n\n\n\n<p>Llama 4 \u4ecd\u7136\u662f\u6700\u91cd\u8981\u7684\u5f00\u6e90\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e4b\u4e00\uff0c\u8fd9\u4e0d\u4ec5\u662f\u56e0\u4e3a\u5176\u6a21\u578b\u6027\u80fd\u51fa\u8272\uff0c\u66f4\u662f\u56e0\u4e3a\u5176\u5b8c\u5584\u7684\u751f\u6001\u7cfb\u7edf\u3002\u867d\u7136\u4e00\u4e9b\u8f83\u65b0\u7684\u5f00\u6e90 AI \u6a21\u578b\u5728\u67d0\u4e9b\u7279\u5b9a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u66f4\u4f73\uff0c\u4f46 Llama 4 \u4ecd\u7136\u62e5\u6709\u4e1a\u5185\u6700\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301\u3001\u5de5\u5177\u548c\u90e8\u7f72\u751f\u6001\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>Llama 4 \u53ef\u4ee5\u4e0e Ollama\u3001vLLM\u3001LM Studio\u3001TensorRT-LLM \u4ee5\u53ca\u5927\u591a\u6570\u4e3b\u6d41 AI \u4ee3\u7406\u6846\u67b6\u65e0\u7f1d\u534f\u4f5c\u3002\u5bf9\u8bb8\u591a\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u6bd4\u62e5\u6709\u7edd\u5bf9\u6700\u9ad8\u7684\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\u66f4\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cLlama 4 \u901a\u5e38\u662f\u6700\u5bb9\u6613\u8fdb\u884c\u5fae\u8c03\u3001\u91cf\u5316\u548c\u96c6\u6210\u5230\u751f\u4ea7\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u7684\u5927\u578b\u6a21\u578b\u3002\u76ee\u524d\u5df2\u6709\u6570\u5343\u4e2a\u9488\u5bf9\u7f16\u7801\u3001\u89d2\u8272\u626e\u6f14\u3001RAG\u3001\u667a\u80fd\u4f53\u548c\u672c\u5730\u52a9\u624b\u7b49\u573a\u666f\u4f18\u5316\u7684\u793e\u533a\u5fae\u8c03\u7248\u672c\u3002<\/p>\n\n\n\n<p><strong>Meta Llama 4 \u4e3a\u4f55\u8131\u9896\u800c\u51fa<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5e7f\u6cdb\u652f\u6301\u672c\u5730\u63a8\u7406\u5de5\u5177\u3001\u4ee3\u7406\u6846\u67b6\u548c\u90e8\u7f72\u5806\u6808\u3002<\/li>\n\n\n\n<li>\u4e0e\u8bb8\u591a\u65b0\u578b\u524d\u6cbf\u673a\u578b\u76f8\u6bd4\uff0c\u66f4\u5bb9\u6613\u8fdb\u884c\u5b9a\u5236\u548c\u4f18\u5316\u3002<\/li>\n\n\n\n<li>\u5e9e\u5927\u7684\u5f00\u6e90\u793e\u533a\u610f\u5473\u7740\u66f4\u5feb\u7684\u66f4\u65b0\u3001\u4fee\u590d\u548c\u6a21\u578b\u53d8\u4f53\u3002<\/li>\n\n\n\n<li>\u5e38\u7528\u4e8e\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7a0b\u3001\u672c\u5730\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u548c\u81ea\u6258\u7ba1\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n\n\n\n<li>\u53ef\u5728\u4ece\u6d88\u8d39\u7ea7 GPU \u5230\u5927\u578b\u4f01\u4e1a\u96c6\u7fa4\u7684\u5404\u79cd\u5e73\u53f0\u4e0a\u8fd0\u884c\u3002<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-group has-background has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"border-radius:15px;background-color:#ffefc7;padding-top:var(--wp--preset--spacing--10);padding-right:var(--wp--preset--spacing--10);padding-bottom:var(--wp--preset--spacing--10);padding-left:var(--wp--preset--spacing--10)\">\n<p>\u5728\u4f7f\u7528\u6700\u4f73\u5f00\u6e90 LLM \u65f6\uff0c\u8bb8\u591a\u5de5\u4f5c\u6d41\u7a0b\u4f9d\u8d56\u4e8e\u4e91\u7aef\u6e38\u4e50\u573a\u3001API \u548c\u6a21\u578b\u4e2d\u5fc3\uff0c\u800c\u8fd9\u4e9b\u8d44\u6e90\u7684\u8bbf\u95ee\u901f\u5ea6\u6216\u53ef\u7528\u6027\u53ef\u80fd\u4f1a\u56e0\u60a8\u6240\u5728\u7684\u5730\u533a\u800c\u5f02\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528<a href=\"https:\/\/lightxtremevpn.com\/cn\/\" target=\"_blank\" rel=\"noopener\" title=\"\u95ea\u8fdeVPN\">\u95ea\u8fdeVPN<\/a>\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u8bbf\u95ee AI \u7f16\u7801\u5de5\u5177\u3001RAG \u5e73\u53f0\u6216\u5728\u7ebf LLM \u5b9e\u9a8c\u73af\u5883\u65f6\u4fdd\u6301\u8fde\u63a5\u7a33\u5b9a\u3002\u5b83\u8fd8\u6709\u52a9\u4e8e\u5728\u6d4b\u8bd5\u548c\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u5207\u6362\u4e0d\u540c\u6a21\u578b\u670d\u52a1\u65f6\u4fdd\u6301\u66f4\u6d41\u7545\u7684\u8bbf\u95ee\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>\u4e0b\u8f7d\u5373\u53ef\u83b7\u5f97\u514d\u8d39\u8282\u70b9\u548c 30 \u5929\u9000\u6b3e\u4fdd\u8bc1\u3002<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-1 wp-block-buttons-is-layout-flex\" style=\"margin-top:10px;margin-bottom:10px\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 has-custom-font-size is-style-fill\" style=\"font-size:clamp(0.875em, 0.875rem + ((1vw - 0.2em) * 0.292), 1.05em);\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/lightxtremevpn.com\/cn\/download\" style=\"border-radius:100px;background-color:#fbb635;padding-top:10px;padding-right:30px;padding-bottom:10px;padding-left:30px\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u514d\u8d39\u4e0b\u8f7d \u95ea\u8fdeVPN <\/strong><\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">4. Google Gemma 4 (31B \/ E4B)\uff1a\u6700\u9002\u5408\u672c\u5730\u90e8\u7f72<\/h3>\n\n\n\n<p>Gemma 4 \u662f\u672c\u5730\u90e8\u7f72\u7684\u6700\u4f73\u5f00\u6e90 LLM \u4e4b\u4e00\uff0c\u5c24\u5176\u9002\u5408\u90a3\u4e9b\u5e0c\u671b\u5728\u4e0d\u4f9d\u8d56\u5927\u578b GPU \u96c6\u7fa4\u7684\u60c5\u51b5\u4e0b\u83b7\u5f97\u5f3a\u5927\u6027\u80fd\u7684\u5f00\u53d1\u8005\u3002\u5b83\u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u5728\u4fdd\u6301\u8f7b\u91cf\u7ea7\u548c\u9ad8\u6548\u6027\u7684\u540c\u65f6\uff0c\u63d0\u4f9b\u53ef\u9760\u7684\u63a8\u7406\u548c\u7f16\u7801\u6027\u80fd\u3002<\/p>\n\n\n\n<p>31B \u7248\u672c\u4f53\u79ef\u867d\u5c0f\uff0c\u4f46\u6027\u80fd\u5374\u51fa\u4e4e\u610f\u6599\u5730\u5f3a\u52b2\uff0c\u5e76\u4e14\u53ef\u4ee5\u5728\u5355\u4e2a\u9ad8\u7aef GPU \u4e0a\u8fd0\u884c\u5e76\u652f\u6301\u91cf\u5316\u3002\u800c\u50cf E4B \u8fd9\u6837\u7684\u66f4\u5c0f\u7248\u672c\u5219\u66f4\u9002\u5408\u7b14\u8bb0\u672c\u7535\u8111\u3001\u8ff7\u4f60\u7535\u8111\u548c\u8fb9\u7f18 AI \u8bbe\u5907\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0cGemma 4 \u7684\u8fd0\u884c\u901f\u5ea6\u660e\u663e\u5feb\u4e8e\u5927\u591a\u6570\u5927\u578b MoE \u6a21\u578b\uff0c\u800c\u4e14\u8fd0\u884c\u8d77\u6765\u4e5f\u66f4\u52a0\u4fbf\u6377\u3002\u542f\u52a8\u65f6\u95f4\u3001\u63a8\u7406\u5ef6\u8fdf\u548c\u663e\u5b58\u9700\u6c42\u90fd\u66f4\u5bb9\u6613\u63a7\u5236\u3002<\/p>\n\n\n\n<p><strong>Gemma 4 \u4e3a\u4f55\u8131\u9896\u800c\u51fa<\/strong><\/p>\n\n\n\n<ul>\n<li>\u65e0\u9700\u4f01\u4e1a\u7ea7\u57fa\u7840\u8bbe\u65bd\u5373\u53ef\u63d0\u4f9b\u5f3a\u5927\u7684\u63a8\u7406\u548c\u7f16\u7801\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u4e0e Ollama\u3001LM Studio \u548c\u8f7b\u91cf\u7ea7\u672c\u5730\u63a8\u7406\u8bbe\u7f6e\u914d\u5408\u4f7f\u7528\u6548\u679c\u5c24\u4f73\u3002<\/li>\n\n\n\n<li>E4B \u578b\u53f7\u9002\u7528\u4e8e\u7b14\u8bb0\u672c\u7535\u8111\u548c\u4f4e\u7aef\u786c\u4ef6\u3002<\/li>\n\n\n\n<li>\u4e0e\u62e5\u6709\u4e07\u4ebf\u4e2a\u53c2\u6570\u7684\u5f00\u6e90LLM\u76f8\u6bd4\uff0c\u8fd0\u884c\u8d77\u6765\u8981\u5bb9\u6613\u5f97\u591a\u3002<\/li>\n\n\n\n<li>\u65e5\u5e38\u4f7f\u7528\u54cd\u5e94\u8fc5\u901f\uff0c\u540c\u65f6\u8fd8\u80fd\u4fdd\u6301\u7f16\u7801\u548c\u751f\u4ea7\u529b\u4efb\u52a1\u6240\u9700\u7684\u53ef\u9760\u8f93\u51fa\u8d28\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. DeepSeek-V4-Pro\uff1a\u6700\u9002\u5408\u957f\u65f6\u95f4\u4e0a\u4e0b\u6587\u641c\u7d22<\/h3>\n\n\n\n<p>DeepSeek-V4-Pro \u662f\u6700\u5148\u8fdb\u7684\u5f00\u6e90 LLM \u4e4b\u4e00\uff0c\u9002\u7528\u4e8e\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u3001\u5927\u578b\u6587\u6863\u5206\u6790\u548c\u5b58\u50a8\u5e93\u89c4\u6a21\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u91c7\u7528\u6df7\u5408\u6ce8\u610f\u529b\u7cfb\u7edf\uff0c\u7ed3\u5408\u4e86\u538b\u7f29\u7a00\u758f\u6ce8\u610f\u529b\uff08CSA\uff09\u548c\u9ad8\u5ea6\u538b\u7f29\u6ce8\u610f\u529b\uff08HCA\uff09\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u6709\u6548\u5730\u5904\u7406\u957f\u8f93\u5165\uff0c\u800c\u4e0d\u4f1a\u4f7f KV \u7f13\u5b58\u5185\u5b58\u8fc7\u8f7d\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0cDeepSeek-V4-Pro \u5728\u5904\u7406\u5927\u578b\u5b58\u50a8\u5e93\u3001\u957f PDF\u3001\u7814\u7a76\u6570\u636e\u96c6\u548c\u6269\u5c55\u5bf9\u8bdd\u65f6\u8868\u73b0\u5f97\u5c24\u4e3a\u51fa\u8272\u3002<\/p>\n\n\n\n<p><strong>DeepSeek-V4-Pro \u7684\u7a81\u51fa\u4e4b\u5904<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5728\u6781\u957f\u65f6\u95f4\u7684\u63a8\u7406\u548c\u7f16\u7801\u8fc7\u7a0b\u4e2d\uff0c\u80fd\u591f\u4fdd\u6301\u66f4\u597d\u7684\u601d\u7ef4\u8fde\u8d2f\u6027\u3002<\/li>\n\n\n\n<li>\u5176\u538b\u7f29\u6ce8\u610f\u529b\u67b6\u6784\u663e\u8457\u964d\u4f4e\u4e86\u5927\u4e0a\u4e0b\u6587\u63a8\u7406\u671f\u95f4\u7684 KV \u7f13\u5b58\u538b\u529b\u3002<\/li>\n\n\n\n<li>\u5728\u5206\u6790\u5927\u578b\u4ee3\u7801\u5e93\u548c\u591a\u6587\u4ef6\u9879\u76ee\u65f6\u8868\u73b0\u826f\u597d\u3002<\/li>\n\n\n\n<li>\u4e0e\u8bb8\u591a\u7ade\u4e89\u7684\u5f00\u6e90\u5927\u578b\u8bed\u8a00\u6a21\u578b\u76f8\u6bd4\uff0c\u5b83\u80fd\u66f4\u53ef\u9760\u5730\u5904\u7406\u957f\u6587\u6863\u3001RAG \u7ba1\u9053\u548c\u591a\u6e90\u5206\u6790\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. Cohere Command R+\uff1a\u4f01\u4e1a\u7ea7 RAG \u7684\u6700\u4f73 LLM<\/h3>\n\n\n\n<p>Command R+ \u662f\u9002\u7528\u4e8e\u4f01\u4e1a RAG\u3001\u6587\u6863\u68c0\u7d22\u548c\u77e5\u8bc6\u5bc6\u96c6\u578b\u5de5\u4f5c\u6d41\u7a0b\u7684\u6700\u4f73\u5f00\u6e90 AI \u6a21\u578b\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>Command R+ \u7684\u6700\u5927\u4f18\u52bf\u4e4b\u4e00\u5728\u4e8e\u5b83\u80fd\u591f\u51fa\u8272\u5730\u5904\u7406\u957f\u7bc7\u4e1a\u52a1\u6587\u6863\u3001\u5185\u90e8\u77e5\u8bc6\u5e93\u548c\u591a\u6587\u6863\u95ee\u7b54\u3002\u5728\u5b9e\u9645\u7684\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0c\u5b83\u4e0d\u6613\u51fa\u73b0\u9519\u8bef\uff0c\u5e76\u4e14\u80fd\u591f\u66f4\u7d27\u5bc6\u5730\u4e0e\u68c0\u7d22\u5230\u7684\u6e90\u6750\u6599\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u5728\u68c0\u7d22\u589e\u5f3a\u578b\u751f\u6210\u6d41\u7a0b\u4e2d\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\uff0c\u56e0\u4e3a\u5728\u8fd9\u4e9b\u6d41\u7a0b\u4e2d\uff0c\u4e8b\u5b9e\u4e00\u81f4\u6027\u6bd4\u521b\u9020\u6027\u63a8\u7406\u66f4\u4e3a\u91cd\u8981\u3002\u8bb8\u591a\u56e2\u961f\u5c06\u5176\u7528\u4e8e\u5185\u90e8\u641c\u7d22\u7cfb\u7edf\u3001\u4f01\u4e1a\u52a9\u624b\u3001\u5ba2\u6237\u652f\u6301\u77e5\u8bc6\u5e93\u4ee5\u53ca\u6587\u6863\u5bc6\u96c6\u578b\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p><strong>Command R+ \u7684\u72ec\u7279\u4e4b\u5904<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5728\u6587\u6863\u68c0\u7d22\u3001\u57fa\u4e8e\u73b0\u5b9e\u7684\u8d28\u91cf\u4fdd\u8bc1\u548c\u77e5\u8bc6\u5e93\u751f\u6210\u65b9\u9762\u8868\u73b0\u826f\u597d\u3002<\/li>\n\n\n\n<li>\u5728\u957f\u65f6\u95f4\u56de\u7b54\u95ee\u9898\u65f6\uff0c\u4e0d\u592a\u53ef\u80fd\u504f\u79bb\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>\u9002\u7528\u4e8e PDF\u3001\u62a5\u544a\u3001\u5408\u540c\u548c\u5185\u90e8\u4e1a\u52a1\u6587\u6863\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u8de8\u591a\u79cd\u8bed\u8a00\u7684\u4f01\u4e1a\u641c\u7d22\u548c\u77e5\u8bc6\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. \u5343\u95ee3.5-397B-A17B\uff1a\u6700\u9002\u5408 RAG<\/h3>\n\n\n\n<p>\u5343\u95ee3.5-397B-A17B \u662f\u529f\u80fd\u6700\u5f3a\u5927\u7684\u5f00\u6e90 LLM \u4e4b\u4e00\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21 RAG \u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u7ed3\u5408\u4e86\u5927\u578b MoE \u67b6\u6784\u548c\u539f\u751f\u591a\u6a21\u6001\u63a8\u7406\uff0c\u5e76\u652f\u6301\u8d85\u8fc7\u4e00\u767e\u4e07\u4e2a\u8bcd\u5143\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u4f7f\u5176\u5728\u4f01\u4e1a\u641c\u7d22\u3001\u957f\u6587\u6863\u8d28\u91cf\u4fdd\u8bc1\u548c\u68c0\u7d22\u6d41\u7a0b\u4e2d\u5c24\u4e3a\u6709\u6548\u3002<\/p>\n\n\n\n<p>Qwen3.5 \u5728\u591a\u8bed\u8a00 RAG \u65b9\u9762\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\u3002\u4e0e\u8bb8\u591a\u540c\u7c7b\u5f00\u6e90\u5927\u578b\u8bed\u8a00\u6a21\u578b\u76f8\u6bd4\uff0c\u5b83\u5728\u8de8\u8bed\u8a00\u68c0\u7d22\u548c\u6587\u6863\u7406\u89e3\u65b9\u9762\u66f4\u52a0\u53ef\u9760\u3002<\/p>\n\n\n\n<p><strong>Qwen3.5-397B-A17B \u7684\u7a81\u51fa\u4e4b\u5904<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5728\u9700\u8981\u4e8b\u5b9e\u4f9d\u636e\u548c\u591a\u6b65\u9aa4\u5206\u6790\u7684 RAG \u5de5\u4f5c\u6d41\u7a0b\u4e2d\u8868\u73b0\u826f\u597d\u3002<\/li>\n\n\n\n<li>\u4e0e\u8bb8\u591a\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u76f8\u6bd4\uff0c\u5b83\u80fd\u66f4\u7a33\u5b9a\u5730\u5904\u7406\u5927\u578b PDF\u3001\u7814\u7a76\u8bba\u6587\u548c\u4f01\u4e1a\u6570\u636e\u96c6\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u5728\u540c\u4e00\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u8fdb\u884c\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u548c\u6587\u6863\u63a8\u7406\u3002<\/li>\n\n\n\n<li>\u9002\u7528\u4e8e\u591a\u8bed\u8a00\u68c0\u7d22\u548c\u56fd\u9645\u77e5\u8bc6\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">8. MiniMax-M2.5\uff1a\u6700\u9002\u5408\u521d\u521b\u516c\u53f8\u7684\u5f00\u6e90\u6a21\u578b<\/h3>\n\n\n\n<p>MiniMax-M2.5 \u662f\u6700\u5b9e\u7528\u7684\u5f00\u6e90 LLM \u4e4b\u4e00\uff0c\u9002\u7528\u4e8e\u5728\u5b9e\u9645\u9884\u7b97\u9650\u5236\u4e0b\u6784\u5efa AI \u4ea7\u54c1\u3001\u7f16\u7801\u4ee3\u7406\u548c\u81ea\u52a8\u5316\u7cfb\u7edf\u7684\u521d\u521b\u516c\u53f8\u3002<\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u91c7\u7528 MoE \u67b6\u6784\uff0c\u6bcf\u4e2a token \u4ec5\u6709 100 \u4ebf\u4e2a\u6d3b\u8dc3\u53c2\u6570\uff0c\u4f7f\u5176\u5728\u5927\u578b\u5f00\u6e90 LLM \u4e2d\u62e5\u6709\u6700\u9ad8\u7684\u6548\u7387\u6bd4\u4e4b\u4e00\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8fd9\u610f\u5473\u7740\u66f4\u4f4e\u7684\u63a8\u7406\u6210\u672c\u548c\u66f4\u597d\u7684\u53ef\u6269\u5c55\u6027\uff0c\u5c24\u5176\u5bf9\u4e8e\u8fd0\u884c\u9ad8\u5bb9\u91cf AI \u5de5\u4f5c\u8d1f\u8f7d\u7684\u56e2\u961f\u800c\u8a00\u3002<\/p>\n\n\n\n<p>\u5b83\u901a\u5e38\u4f1a\u5728\u7f16\u5199\u4ee3\u7801\u4e4b\u524d\u82b1\u8d39\u66f4\u591a\u7cbe\u529b\u6765\u89c4\u5212\u67b6\u6784\u3001\u7ec4\u7ec7\u9879\u76ee\u7ed3\u6784\u4ee5\u53ca\u5206\u89e3\u5b9e\u73b0\u6b65\u9aa4\u3002\u8fd9\u79cd\u505a\u6cd5\u4f7f\u5176\u6bd4\u8bb8\u591a\u4ee5\u57fa\u51c6\u6d4b\u8bd5\u4e3a\u4e2d\u5fc3\u7684\u6a21\u578b\u66f4\u63a5\u8fd1\u771f\u5b9e\u7684\u5de5\u7a0b\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p><strong>MiniMax-M2.5 \u7684\u4eae\u70b9<\/strong><\/p>\n\n\n\n<ul>\n<li>\u964d\u4f4e\u4e3b\u52a8\u53c2\u6570\u4f7f\u7528\u7387\u6709\u52a9\u4e8e\u663e\u8457\u964d\u4f4e\u63a8\u7406\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u66f4\u64c5\u957f\u5728\u7f16\u7801\u4e4b\u524d\u8fdb\u884c\u67b6\u6784\u89c4\u5212\u548c\u590d\u6742\u9879\u76ee\u7684\u7ec4\u7ec7\u3002<\/li>\n\n\n\n<li>\u6bd4\u8bb8\u591a\u8f7b\u91cf\u7ea7\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u66f4\u53ef\u9760\u5730\u5904\u7406\u5197\u957f\u7684\u5b9e\u65bd\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u521d\u521b\u4f01\u4e1a\u800c\u8a00\uff0c\u5b83\u6bd4\u8bb8\u591a\u62e5\u6709\u4e07\u4ebf\u53c2\u6570\u7684\u524d\u6cbf\u6a21\u578b\u66f4\u5b9e\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ec0\u4e48\u662f\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff1f<\/h2>\n\n\n\n<p>\u5f00\u6e90\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM\u00a0)\u662f\u6307\u5176\u6743\u91cd\u3001\u67b6\u6784\u7ec6\u8282\u6216\u8bad\u7ec3\u7ec4\u4ef6\u516c\u5f00\u63d0\u4f9b\u7ed9\u5f00\u53d1\u8005\u4f7f\u7528\u3001\u4fee\u6539\u548c\u90e8\u7f72\u7684\u8bed\u8a00\u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u662f\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u751f\u6001\u7cfb\u7edf\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff0c\u5e76\u4e3a\u5f53\u4eca\u8bb8\u591a\u7528\u4e8e\u7f16\u7801\u3001RAG \u7cfb\u7edf\u548c\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u63d0\u4f9b\u652f\u6301\u3002<\/p>\n\n\n\n<p>\u4e0e\u5c01\u95ed\u7684\u5546\u4e1a\u6a21\u5f0f\u4e0d\u540c\uff0c\u5f00\u6e90 LLM \u8ba9\u5f00\u53d1\u8005\u80fd\u591f\u76f4\u63a5\u8bbf\u95ee\u6a21\u578b\u672c\u8eab\uff0c\u4ece\u800c\u5b8c\u5168\u63a7\u5236\u6a21\u578b\u7684\u90e8\u7f72\u548c\u5b9a\u5236\u65b9\u5f0f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6211\u4eec\u662f\u5982\u4f55\u6d4b\u8bd5\u8fd9\u4e9b\u5f00\u6e90LLM\u7684\uff1f<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30\u6700\u4f73\u5f00\u6e90LLM\u548c\u73b0\u4ee3\u5f00\u6e90AI\u6a21\u578b\uff0c\u6211\u4eec\u91cd\u70b9\u5173\u6ce8\u5b9e\u9645\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u9488\u5bf9\u540c\u4e00\u7ec4\u5b9e\u9645\u573a\u666f\u6d4b\u8bd5\u4e86\u6bcf\u4e2a\u6a21\u578b\uff0c\u4ee5\u53cd\u6620\u5f00\u53d1\u4eba\u5458\u5728\u7f16\u7801\u3001RAG \u548c AI \u4ee3\u7406\u7cfb\u7edf\u4e2d\u5b9e\u9645\u5982\u4f55\u4f7f\u7528\u5b83\u4eec\uff1a<\/p>\n\n\n\n<ul>\n<li>\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\uff1a\u6211\u4eec\u8ba9\u6a21\u578b\u5904\u7406\u6269\u5c55\u5bf9\u8bdd\uff0850K-200K+ \u4e2a\u8bcd\u5143\uff09\uff0c\u4ee5\u8bc4\u4f30\u5b83\u4eec\u662f\u5426\u80fd\u4fdd\u6301\u8fde\u8d2f\u6027\uff0c\u6216\u8005\u9010\u6e10\u4e22\u5931\u65e9\u671f\u6307\u4ee4\u3002<\/li>\n\n\n\n<li>\u7f16\u7801\u548c\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\uff1a\u6211\u4eec\u4f7f\u7528\u591a\u6587\u4ef6\u5b58\u50a8\u5e93\u3001\u8c03\u8bd5\u4efb\u52a1\u548c\u529f\u80fd\u5b9e\u73b0\u8bf7\u6c42\u6765\u6d4b\u8bd5\u771f\u5b9e\u7684\u5de5\u7a0b\u884c\u4e3a\u3002<\/li>\n\n\n\n<li>AI \u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\uff1a\u6211\u4eec\u6a21\u62df\u4e86\u4f7f\u7528\u6d4f\u89c8\u5668\u8c03\u7528\u3001API \u94fe\u548c\u591a\u6b65\u9aa4\u6267\u884c\u5faa\u73af\u7684\u5de5\u5177\u4ee3\u7406\uff0c\u4ee5\u8861\u91cf\u957f\u65f6\u95f4\u4f1a\u8bdd\u7684\u7a33\u5b9a\u6027\u3002<\/li>\n\n\n\n<li>RAG \u548c\u6587\u6863\u5bc6\u96c6\u578b\u67e5\u8be2\uff1a\u6211\u4eec\u6d4b\u8bd5\u4e86\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u5728\u5927\u578b PDF\u3001\u6df7\u5408\u8bed\u8a00\u6587\u6863\u548c\u591a\u6e90 QA 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