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id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E4%B8%AD%E5%9B%BD%E4%B8%BB%E5%8A%9B%E8%B7%AF%E7%BA%BF-toc\" style=\"margin-left:40px\">&#xff08;\u4e00&#xff09;\u4e2d\u56fd\u4e3b\u529b\u8def\u7ebf<\/p>\n<p id=\"1.%20Qwen%EF%BC%9A%E4%BB%8E%E6%A8%A1%E5%9E%8B%E5%AE%B6%E6%97%8F%E5%8D%87%E7%BA%A7%E4%B8%BA%E5%BC%80%E6%94%BE%E6%99%BA%E8%83%BD%E4%BD%93%E5%B9%B3%E5%8F%B0-toc\" style=\"margin-left:80px\">1. Qwen&#xff1a;\u4ece\u6a21\u578b\u5bb6\u65cf\u5347\u7ea7\u4e3a\u5f00\u653e\u667a\u80fd\u4f53\u5e73\u53f0<\/p>\n<p id=\"2.%20DeepSeek%EF%BC%9A%E4%BB%A5%E8%AE%AD%E7%BB%83%E6%95%88%E7%8E%87%E5%92%8C%E5%8F%AF%E9%AA%8C%E8%AF%81%E6%8E%A8%E7%90%86%E6%94%B9%E5%8F%98%E8%A1%8C%E4%B8%9A%E7%A0%94%E7%A9%B6%E8%AE%AE%E7%A8%8B-toc\" style=\"margin-left:80px\">2. DeepSeek&#xff1a;\u4ee5\u8bad\u7ec3\u6548\u7387\u548c\u53ef\u9a8c\u8bc1\u63a8\u7406\u6539\u53d8\u884c\u4e1a\u7814\u7a76\u8bae\u7a0b<\/p>\n<p id=\"3.%20Kimi%EF%BC%9A%E6%8A%8A%E8%B6%85%E5%A4%A7%20MoE%20%E4%B8%8E%E5%B9%B6%E8%A1%8C%E4%BB%A3%E7%90%86%E7%BB%93%E5%90%88-toc\" style=\"margin-left:80px\">3. Kimi&#xff1a;\u628a\u8d85\u5927 MoE \u4e0e\u5e76\u884c\u4ee3\u7406\u7ed3\u5408<\/p>\n<p id=\"4.%20GLM%EF%BC%9A%E6%8A%8A%E2%80%9C%E9%95%BF%E6%97%B6%E9%97%B4%E4%BB%8D%E8%83%BD%E8%BF%9B%E6%AD%A5%E2%80%9D%E5%AE%9A%E4%B9%89%E4%B8%BA%E6%99%BA%E8%83%BD%E4%BD%93%E8%83%BD%E5%8A%9B-toc\" style=\"margin-left:80px\">4. 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Llama 4&#xff1a;\u751f\u6001\u89c4\u6a21\u4ecd\u5f3a&#xff0c;\u4f46\u5f00\u653e\u5b9a\u4e49\u4e89\u8bae\u6301\u7eed<\/p>\n<p id=\"3.%20Gemma%204%EF%BC%9A%E7%AB%AF%E4%BE%A7%E5%8E%9F%E7%94%9F%E5%A4%9A%E6%A8%A1%E6%80%81-toc\" style=\"margin-left:80px\">3. Gemma 4&#xff1a;\u7aef\u4fa7\u539f\u751f\u591a\u6a21\u6001<\/p>\n<p id=\"4.%20Phi-4%EF%BC%9A%E4%B8%93%E7%94%A8%E5%B0%8F%E6%A8%A1%E5%9E%8B%E7%9A%84%E9%AB%98%E4%BB%B7%E5%80%BC%E8%B7%AF%E7%BA%BF-toc\" style=\"margin-left:80px\">4. Phi-4&#xff1a;\u4e13\u7528\u5c0f\u6a21\u578b\u7684\u9ad8\u4ef7\u503c\u8def\u7ebf<\/p>\n<p id=\"5.%20OLMo%EF%BC%9A%E7%9C%9F%E6%AD%A3%E5%BC%80%E6%94%BE%E7%A7%91%E5%AD%A6%E7%9A%84%E5%9F%BA%E5%87%86-toc\" style=\"margin-left:80px\">5. OLMo&#xff1a;\u771f\u6b63\u5f00\u653e\u79d1\u5b66\u7684\u57fa\u51c6<\/p>\n<p id=\"6.%20Granite%20%E4%B8%8E%20Nemotron%EF%BC%9A%E4%BC%81%E4%B8%9A%E6%B2%BB%E7%90%86%E5%92%8C%E7%A1%AC%E4%BB%B6%E4%BC%98%E5%8C%96%E4%B8%A4%E6%9E%81-toc\" style=\"margin-left:80px\">6. Granite \u4e0e Nemotron&#xff1a;\u4f01\u4e1a\u6cbb\u7406\u548c\u786c\u4ef6\u4f18\u5316\u4e24\u6781<\/p>\n<p id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E6%AC%A7%E6%B4%B2%E3%80%81%E4%B8%AD%E4%B8%9C%E4%B8%8E%E5%85%A8%E7%90%83%E5%8D%8F%E4%BD%9C%E8%B7%AF%E7%BA%BF-toc\" style=\"margin-left:40px\">&#xff08;\u4e09&#xff09;\u6b27\u6d32\u3001\u4e2d\u4e1c\u4e0e\u5168\u7403\u534f\u4f5c\u8def\u7ebf<\/p>\n<p id=\"1.%20Mistral%EF%BC%9A%E4%BB%A5%20Apache%202.0%20%E6%9E%84%E5%BB%BA%E5%85%A8%E5%B0%BA%E5%AF%B8%E4%B8%BB%E6%9D%83%E6%A8%A1%E5%9E%8B%E7%BB%84%E5%90%88-toc\" style=\"margin-left:80px\">1. Mistral&#xff1a;\u4ee5 Apache 2.0 \u6784\u5efa\u5168\u5c3a\u5bf8\u4e3b\u6743\u6a21\u578b\u7ec4\u5408<\/p>\n<p id=\"2.%20Falcon%EF%BC%9A%E8%AF%AD%E8%A8%80%E4%B8%BB%E6%9D%83%E4%B8%8E%E6%B7%B7%E5%90%88%E6%9E%B6%E6%9E%84-toc\" style=\"margin-left:80px\">2. Falcon&#xff1a;\u8bed\u8a00\u4e3b\u6743\u4e0e\u6df7\u5408\u67b6\u6784<\/p>\n<p id=\"3.%20Aya%EF%BC%9A%E6%8A%8A%E5%A4%9A%E8%AF%AD%E8%A8%80%E5%85%AC%E5%B9%B3%E4%BD%9C%E4%B8%BA%E5%BC%80%E6%94%BE%E7%A7%91%E5%AD%A6%E7%9B%AE%E6%A0%87-toc\" style=\"margin-left:80px\">3. Aya&#xff1a;\u628a\u591a\u8bed\u8a00\u516c\u5e73\u4f5c\u4e3a\u5f00\u653e\u79d1\u5b66\u76ee\u6807<\/p>\n<p id=\"4.%20Liquid%20AI%EF%BC%9A%E7%AB%AF%E4%BE%A7%E6%9E%B6%E6%9E%84%E6%90%9C%E7%B4%A2%E7%9A%84%E4%BB%A3%E8%A1%A8-toc\" style=\"margin-left:80px\">4. Liquid AI&#xff1a;\u7aef\u4fa7\u67b6\u6784\u641c\u7d22\u7684\u4ee3\u8868<\/p>\n<p id=\"%E5%85%AD%E3%80%81%E8%AE%B8%E5%8F%AF%E3%80%81%E6%B2%BB%E7%90%86%E4%B8%8E%E2%80%9C%E5%BC%80%E6%94%BE%E6%9D%83%E9%87%8D%E4%B8%8D%E7%AD%89%E4%BA%8E%E5%8F%AF%E5%95%86%E7%94%A8%E2%80%9D-toc\" style=\"margin-left:0px\">\u516d\u3001\u8bb8\u53ef\u3001\u6cbb\u7406\u4e0e\u201c\u5f00\u653e\u6743\u91cd\u4e0d\u7b49\u4e8e\u53ef\u5546\u7528\u201d<\/p>\n<p id=\"%E4%B8%83%E3%80%81%E5%85%A8%E7%90%83%E5%8C%BA%E5%9F%9F%E6%A0%BC%E5%B1%80%EF%BC%9A%E5%BC%80%E6%94%BE%E5%B7%B2%E6%88%90%E4%B8%BA%E4%BA%A7%E4%B8%9A%E6%94%BF%E7%AD%96%E4%B8%8E%E4%B8%BB%E6%9D%83%E8%83%BD%E5%8A%9B-toc\" style=\"margin-left:0px\">\u4e03\u3001\u5168\u7403\u533a\u57df\u683c\u5c40&#xff1a;\u5f00\u653e\u5df2\u6210\u4e3a\u4ea7\u4e1a\u653f\u7b56\u4e0e\u4e3b\u6743\u80fd\u529b<\/p>\n<p id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E4%B8%AD%E5%9B%BD%EF%BC%9A%E7%94%A8%E9%AB%98%E9%A2%91%E5%BC%80%E6%94%BE%E7%BC%A9%E7%9F%AD%E7%94%9F%E6%80%81%E5%8F%8D%E9%A6%88%E5%91%A8%E6%9C%9F-toc\" style=\"margin-left:40px\">&#xff08;\u4e00&#xff09;\u4e2d\u56fd&#xff1a;\u7528\u9ad8\u9891\u5f00\u653e\u7f29\u77ed\u751f\u6001\u53cd\u9988\u5468\u671f<\/p>\n<p id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E7%BE%8E%E5%9B%BD%EF%BC%9A%E4%BB%8E%E5%8D%95%E4%B8%80%E5%BC%80%E6%94%BE%E6%88%98%E7%95%A5%E8%BD%AC%E5%90%91%E5%88%86%E5%B1%82%E7%BB%84%E5%90%88-toc\" style=\"margin-left:40px\">&#xff08;\u4e8c&#xff09;\u7f8e\u56fd&#xff1a;\u4ece\u5355\u4e00\u5f00\u653e\u6218\u7565\u8f6c\u5411\u5206\u5c42\u7ec4\u5408<\/p>\n<p id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E6%AC%A7%E6%B4%B2%EF%BC%9A%E5%BC%80%E6%94%BE%E8%AE%B8%E5%8F%AF%E4%B8%8E%E4%B8%BB%E6%9D%83%E9%83%A8%E7%BD%B2%E5%BD%A2%E6%88%90%E6%88%98%E7%95%A5%E4%B8%80%E8%87%B4%E6%80%A7-toc\" style=\"margin-left:40px\">&#xff08;\u4e09&#xff09;\u6b27\u6d32&#xff1a;\u5f00\u653e\u8bb8\u53ef\u4e0e\u4e3b\u6743\u90e8\u7f72\u5f62\u6210\u6218\u7565\u4e00\u81f4\u6027<\/p>\n<p id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E4%B8%AD%E4%B8%9C%E4%B8%8E%E5%85%A8%E7%90%83%E5%BC%80%E6%94%BE%E7%A7%91%E5%AD%A6%EF%BC%9A%E8%AF%AD%E8%A8%80%E4%B8%BB%E6%9D%83%E5%92%8C%E5%85%AC%E5%85%B1%E5%93%81-toc\" style=\"margin-left:40px\">&#xff08;\u56db&#xff09;\u4e2d\u4e1c\u4e0e\u5168\u7403\u5f00\u653e\u79d1\u5b66&#xff1a;\u8bed\u8a00\u4e3b\u6743\u548c\u516c\u5171\u54c1<\/p>\n<p id=\"%E5%85%AB%E3%80%81%E5%B7%A5%E5%85%B7%E9%93%BE%E8%BF%9B%E5%B1%95%EF%BC%9A%E6%A8%A1%E5%9E%8B%E6%A0%BC%E5%BC%8F%E6%AD%A3%E5%9C%A8%E6%88%90%E4%B8%BA%E5%BC%80%E6%94%BE%E7%94%9F%E6%80%81%E7%9A%84%E2%80%9CABI%E2%80%9D-toc\" style=\"margin-left:0px\">\u516b\u3001\u5de5\u5177\u94fe\u8fdb\u5c55&#xff1a;\u6a21\u578b\u683c\u5f0f\u6b63\u5728\u6210\u4e3a\u5f00\u653e\u751f\u6001\u7684\u201cABI\u201d<\/p>\n<p id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E6%A8%A1%E5%9E%8B%E5%AE%9A%E4%B9%89%E5%B1%82%EF%BC%9ATransformers%20%E4%BB%8D%E6%98%AF%E4%BA%8B%E5%AE%9E%E6%9E%A2%E7%BA%BD-toc\" style=\"margin-left:40px\">&#xff08;\u4e00&#xff09;\u6a21\u578b\u5b9a\u4e49\u5c42&#xff1a;Transformers \u4ecd\u662f\u4e8b\u5b9e\u67a2\u7ebd<\/p>\n<p id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E6%95%B0%E6%8D%AE%E4%B8%AD%E5%BF%83%E6%8E%A8%E7%90%86%EF%BC%9AvLLM%20%E4%B8%8E%20SGLang%20%E5%8F%8C%E5%BC%BA-toc\" style=\"margin-left:40px\">&#xff08;\u4e8c&#xff09;\u6570\u636e\u4e2d\u5fc3\u63a8\u7406&#xff1a;vLLM \u4e0e SGLang \u53cc\u5f3a<\/p>\n<p id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E6%9C%AC%E5%9C%B0%E4%B8%8E%E8%BE%B9%E7%BC%98%EF%BC%9Allama.cpp%E3%80%81GGUF%E3%80%81MLX%20%E5%92%8C%E7%AB%AF%E4%BE%A7%E8%BF%90%E8%A1%8C%E6%97%B6-toc\" style=\"margin-left:40px\">&#xff08;\u4e09&#xff09;\u672c\u5730\u4e0e\u8fb9\u7f18&#xff1a;llama.cpp\u3001GGUF\u3001MLX \u548c\u7aef\u4fa7\u8fd0\u884c\u65f6<\/p>\n<p id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E5%BE%AE%E8%B0%83%E4%B8%8E%E5%90%8E%E8%AE%AD%E7%BB%83%EF%BC%9A%E4%BB%8E%20LoRA%20%E5%B7%A5%E5%8E%82%E8%B5%B0%E5%90%91%E4%BB%A3%E7%90%86%20RL%20%E5%B9%B3%E5%8F%B0-toc\" style=\"margin-left:40px\">&#xff08;\u56db&#xff09;\u5fae\u8c03\u4e0e\u540e\u8bad\u7ec3&#xff1a;\u4ece LoRA \u5de5\u5382\u8d70\u5411\u4ee3\u7406 RL \u5e73\u53f0<\/p>\n<p id=\"%EF%BC%88%E4%BA%94%EF%BC%89%E8%AF%84%E6%B5%8B%EF%BC%9A%E5%8F%AF%E9%87%8D%E5%A4%8D%E6%80%A7%E6%AF%94%E6%A6%9C%E5%8D%95%E5%90%8D%E6%AC%A1%E6%9B%B4%E7%A8%80%E7%BC%BA-toc\" style=\"margin-left:40px\">&#xff08;\u4e94&#xff09;\u8bc4\u6d4b&#xff1a;\u53ef\u91cd\u590d\u6027\u6bd4\u699c\u5355\u540d\u6b21\u66f4\u7a00\u7f3a<\/p>\n<p id=\"%E4%B9%9D%E3%80%81%E6%95%B0%E6%8D%AE%E8%BF%9B%E5%B1%95%EF%BC%9A%E5%85%AC%E5%BC%80%E8%AF%AD%E6%96%99%E3%80%81%E5%90%88%E6%88%90%E6%95%B0%E6%8D%AE%E4%B8%8E%E5%8F%AF%E9%AA%8C%E8%AF%81%E7%8E%AF%E5%A2%83-toc\" 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AgentWorld\u3001\u4ee3\u7801\u6c99\u76d2\u3001\u6d4f\u89c8\u5668\u3001\u673a\u5668\u4eba\u4eff\u771f\u548c\u81ea\u6211\u6539\u8fdb\u56de\u8def&#xff0c;\u5c06\u51b3\u5b9a\u5f00\u653e\u6a21\u578b\u80fd\u5426\u6301\u7eed\u8ffd\u8fd1\u95ed\u6e90\u524d\u6cbf\u3002<\/p>\n<\/li>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E5%85%A8%E7%90%83%E5%BC%80%E6%BA%90%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%94%9F%E6%80%81%EF%BC%9A%E4%B8%83%E5%B1%82%E5%8D%8F%E5%90%8C%E6%A0%88\">&#xff08;\u4e8c&#xff09;\u5168\u7403\u5f00\u6e90\u5927\u6a21\u578b\u751f\u6001&#xff1a;\u4e03\u5c42\u534f\u540c\u6808<\/h3>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"535\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730004048-6a6a9d90c948d.png\" width=\"800\" \/><\/p>\n<p>\u5f00\u653e\u751f\u6001\u53ef\u4ee5\u62c6\u6210\u4e03\u5c42&#xff1a;\u5e94\u7528\u4e0e\u667a\u80fd\u4f53\u3001\u7f16\u6392\u4e0e\u8bb0\u5fc6\u3001\u6a21\u578b\u4e0e\u540e\u8bad\u7ec3\u3001\u6570\u636e\u4e0e\u73af\u5883\u3001\u8bad\u7ec3\u7cfb\u7edf\u3001\u63a8\u7406\u4e0e\u786c\u4ef6\u3001\u8bc4\u6d4b\u8bb8\u53ef\u6cbb\u7406\u3002\u4efb\u4f55\u4e00\u5c42\u7f3a\u4f4d&#xff0c;\u90fd\u53ef\u80fd\u8ba9\u4e00\u4e2a\u6a21\u578b\u4ece\u201c\u699c\u5355\u5f88\u5f3a\u201d\u53d8\u6210\u201c\u751f\u4ea7\u4e0d\u53ef\u7528\u201d\u3002<\/p>\n<h2 id=\"%E4%BA%8C%E3%80%81%E5%8F%91%E5%B1%95%E8%84%89%E7%BB%9C%EF%BC%9A%E5%BC%80%E6%94%BE%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%BB%8F%E5%8E%86%E4%BA%86%E4%B8%89%E6%AC%A1%E8%B7%83%E8%BF%81\">\u4e8c\u3001\u53d1\u5c55\u8109\u7edc&#xff1a;\u5f00\u653e\u5927\u6a21\u578b\u7ecf\u5386\u4e86\u4e09\u6b21\u8dc3\u8fc1<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"474\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730004049-6a6a9d913e68a.png\" width=\"800\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E7%AC%AC%E4%B8%80%E9%98%B6%E6%AE%B5%EF%BC%9A%E5%BC%80%E6%94%BE%E6%9D%83%E9%87%8D%E5%B8%A6%E6%9D%A5%E6%9C%AC%E5%9C%B0%E9%83%A8%E7%BD%B2%E4%B8%8E%E5%BE%AE%E8%B0%83%E8%87%AA%E7%94%B1\">&#xff08;\u4e00&#xff09;\u7b2c\u4e00\u9636\u6bb5&#xff1a;\u5f00\u653e\u6743\u91cd\u5e26\u6765\u672c\u5730\u90e8\u7f72\u4e0e\u5fae\u8c03\u81ea\u7531<\/h3>\n<p>2023\u20142024 \u5e74\u5f00\u653e\u751f\u6001\u7684\u4e3b\u547d\u9898\u662f\u201c\u80fd\u5426\u62ff\u5230\u6743\u91cd\u201d\u3002Llama\u3001Mistral\u3001Qwen\u3001Falcon\u3001Gemma\u3001Phi\u3001OLMo \u7b49\u9879\u76ee\u628a\u63a8\u7406\u3001\u91cf\u5316\u3001LoRA \u5fae\u8c03\u548c\u79c1\u6709\u90e8\u7f72\u4ece\u5c11\u6570\u4e91\u5382\u5546\u6269\u5c55\u5230\u7814\u7a76\u673a\u6784\u4e0e\u4f01\u4e1a\u673a\u623f\u3002\u8fd9\u4e2a\u9636\u6bb5\u7684\u4e3b\u8981\u521b\u65b0\u53d1\u751f\u5728\u6a21\u578b\u538b\u7f29\u3001\u4f4e\u6bd4\u7279\u91cf\u5316\u3001\u6d88\u8d39\u7ea7\u786c\u4ef6\u63a8\u7406\u548c\u793e\u533a\u5fae\u8c03\u3002<\/p>\n<p>\u4f46\u6743\u91cd\u5f00\u653e\u4e0d\u7b49\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u5f00\u653e\u3002\u591a\u6570\u6a21\u578b\u5e76\u672a\u5b8c\u6574\u62ab\u9732\u8bad\u7ec3\u6570\u636e\u3001\u6570\u636e\u6e05\u6d17\u89c4\u5219\u3001\u5168\u90e8\u4e2d\u95f4\u68c0\u67e5\u70b9\u548c\u540e\u8bad\u7ec3\u914d\u65b9\u3002\u56e0\u6b64&#xff0c;2024 \u5e74\u540e\u201copen source\u201d\u4e0e\u201copen weights\u201d\u7684\u6982\u5ff5\u51b2\u7a81\u9010\u6e10\u663e\u6027\u5316&#xff0c;OSI \u4e0e Linux Foundation \u7684\u5f00\u653e\u5b9a\u4e49\u5de5\u4f5c\u5f00\u59cb\u6210\u4e3a\u4ea7\u4e1a\u57fa\u7840\u8bbe\u65bd&#xff0c;\u800c\u4e0d\u662f\u8bed\u4e49\u4e89\u8bba\u3002[R01][R02]<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E7%AC%AC%E4%BA%8C%E9%98%B6%E6%AE%B5%EF%BC%9ADeepSeek-R1%20%E6%8A%8A%E5%BC%80%E6%94%BE%E7%AB%9E%E4%BA%89%E6%8E%A8%E8%BF%9B%E5%88%B0%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0%E6%8E%A8%E7%90%86\">&#xff08;\u4e8c&#xff09;\u7b2c\u4e8c\u9636\u6bb5&#xff1a;DeepSeek-R1 \u628a\u5f00\u653e\u7ade\u4e89\u63a8\u8fdb\u5230\u5f3a\u5316\u5b66\u4e60\u63a8\u7406<\/h3>\n<p>2025 \u5e74\u521d&#xff0c;DeepSeek-R1 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\u628a\u6570\u767e\u8f6e\u4f18\u5316\u3001\u6570\u5343\u6b21\u5de5\u5177\u8c03\u7528\u548c\u8d85\u957f\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u4f5c\u4e3a\u6838\u5fc3\u5c55\u793a&#xff1b;Qwen3.5\/3.6 \u628a\u539f\u751f\u591a\u6a21\u6001\u3001\u767e\u4e07\u7ea7\u73af\u5883 RL \u4e0e\u7f16\u7801\u4ee3\u7406\u6574\u5408&#xff1b;Kimi K2.5 \u5f15\u5165 Agent Swarm&#xff1b;MiniMax M2.7 \u5f3a\u8c03\u6a21\u578b\u53c2\u4e0e\u81ea\u8eab\u811a\u624b\u67b6\u4f18\u5316&#xff1b;Nemotron 3 \u5219\u628a\u957f\u65f6\u4ee3\u7406\u62c6\u6210\u65d7\u8230\u7f16\u6392\u6a21\u578b\u548c\u9ad8\u541e\u5410\u6267\u884c\u6a21\u578b\u3002[R06][R07][R12][R14][R15][R16][R28][R29]<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u5f00\u653e\u751f\u6001\u7684\u6700\u5c0f\u4ea4\u4ed8\u7269\u6b63\u5728\u6539\u53d8&#xff1a;<\/p>\n<p>\u8fc7\u53bb&#xff1a;checkpoint &#043; tokenizer &#043; inference.py \u73b0\u5728&#xff1a;checkpoint &#043; \u63a8\u7406\u5f15\u64ce\u9002\u914d &#043; \u5de5\u5177\u534f\u8bae &#043; \u4ee3\u7406\u6846\u67b6 &#043; 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\u7cfb\u5217\u3001Kimi K2.5\u3001GLM-5 \u7cfb\u5217\u3001Hy3\u3001Mistral Large 3\u3001Nemotron 3 \u7b49\u90fd\u91c7\u7528\u7a00\u758f\u4e13\u5bb6\u67b6\u6784\u3002\u5b83\u4eec\u7528\u66f4\u5927\u7684\u603b\u53c2\u6570\u50a8\u5b58\u77e5\u8bc6\u548c\u6280\u80fd&#xff0c;\u4f46\u6bcf\u4e2a token \u53ea\u6fc0\u6d3b\u5c11\u91cf\u4e13\u5bb6&#xff0c;\u964d\u4f4e\u5355\u6b65\u8ba1\u7b97\u91cf\u3002<\/p>\n<p>\u9700\u8981\u6f84\u6e05\u4e00\u4e2a\u5e38\u89c1\u8bef\u533a&#xff1a;\u6fc0\u6d3b\u53c2\u6570\u5c0f&#xff0c;\u4e0d\u7b49\u4e8e\u6a21\u578b\u5360\u7528\u663e\u5b58\u5c0f\u3002 \u63a8\u7406\u4ecd\u9700\u5bb9\u7eb3\u5168\u90e8\u6216\u5927\u90e8\u5206\u6743\u91cd&#xff1b;\u957f\u4e0a\u4e0b\u6587\u8fd8\u4f1a\u663e\u8457\u589e\u52a0 KV cache\u3002\u6fc0\u6d3b\u53c2\u6570\u4e3b\u8981\u5f71\u54cd FLOPs\u3001\u541e\u5410\u548c\u6bcf token \u8ba1\u7b97\u8def\u5f84&#xff0c;\u800c\u6743\u91cd\u89c4\u6a21\u3001\u91cf\u5316\u683c\u5f0f\u3001\u5e76\u884c\u7b56\u7565\u548c\u7f13\u5b58\u5171\u540c\u51b3\u5b9a\u90e8\u7f72\u6210\u672c\u3002<\/p>\n<p>2026 \u5e74\u503c\u5f97\u5173\u6ce8\u7684\u4e0d\u662f\u201c\u8c01\u7684\u603b\u53c2\u6570\u6700\u5927\u201d&#xff0c;\u800c\u662f\u4e09\u79cd\u6548\u7387&#xff1a;<\/p>\n<li>\n<p>\u667a\u80fd\u5bc6\u5ea6&#xff1a;\u6bcf\u4e2a\u6fc0\u6d3b\u53c2\u6570\u80fd\u4ea7\u751f\u591a\u5c11\u6709\u6548\u80fd\u529b&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7cfb\u7edf\u5bc6\u5ea6&#xff1a;\u5728\u56fa\u5b9a GPU\u3001\u529f\u8017\u548c\u5e76\u53d1\u4e0b\u80fd\u5b8c\u6210\u591a\u5c11\u7aef\u5230\u7aef\u4efb\u52a1&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5b66\u4e60\u5bc6\u5ea6&#xff1a;\u6bcf\u5355\u4f4d\u73af\u5883\u4ea4\u4e92\u6216\u53ef\u9a8c\u8bc1\u53cd\u9988\u80fd\u5e26\u6765\u591a\u5c11\u80fd\u529b\u589e\u76ca\u3002<\/p>\n<\/li>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E6%B7%B7%E5%90%88%E6%B3%A8%E6%84%8F%E5%8A%9B%E4%B8%8E%E7%8A%B6%E6%80%81%E7%A9%BA%E9%97%B4%E6%A8%A1%E5%9E%8B%E6%AD%A3%E5%9C%A8%E5%9B%9E%E5%BD%92\">&#xff08;\u4e8c&#xff09;\u6df7\u5408\u6ce8\u610f\u529b\u4e0e\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u6b63\u5728\u56de\u5f52<\/h3>\n<p>\u7eaf\u5168\u6ce8\u610f\u529b\u5728\u767e\u4e07\u7ea7\u4e0a\u4e0b\u6587\u4e0b\u6210\u672c\u9ad8\u6602\u3002DeepSeek-V3.2-Exp \u7684 DSA\u3001GLM-5.2 \u7684\u7d22\u5f15\u5171\u4eab\u3001Qwen3.5 \u7684 Gated Delta Networks\u3001Nemotron 3 \u7684 Mamba-Transformer\u3001Falcon H1 \u7684 Transformer-Mamba\u3001Liquid LFM2.5 \u7684\u77ed\u5377\u79ef &#043; GQA&#xff0c;\u90fd\u5728\u63a2\u7d22\u201c\u4fdd\u7559\u5168\u5c40\u63a8\u7406\u80fd\u529b&#xff0c;\u540c\u65f6\u964d\u4f4e\u957f\u5e8f\u5217\u6210\u672c\u201d\u7684\u6df7\u5408\u7ed3\u6784\u3002[R10][R14][R07][R28][R31][R32]<\/p>\n<p>\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u201cTransformer \u88ab\u66ff\u4ee3\u201d&#xff0c;\u800c\u662f\u67b6\u6784\u8fdb\u5165\u5f02\u6784\u5316&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5c11\u6570\u5168\u6ce8\u610f\u529b\u5c42\u8d1f\u8d23\u5168\u5c40\u8def\u7531\u4e0e\u7cbe\u786e\u5173\u8054&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7ebf\u6027\u6ce8\u610f\u529b\u3001\u72b6\u6001\u7a7a\u95f4\u6216\u5377\u79ef\u5c42\u627f\u62c5\u9ad8\u541e\u5410\u5e8f\u5217\u5efa\u6a21&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7a00\u758f\u7d22\u5f15\u9009\u62e9\u6700\u76f8\u5173 token&#xff1b;<\/p>\n<\/li>\n<li>\n<p>MoE \u9009\u62e9\u6700\u76f8\u5173\u4e13\u5bb6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u591aToken\u9884\u6d4b\u548c\u63a8\u6d4b\u89e3\u7801\u964d\u4f4e\u751f\u6210\u5ef6\u8fdf\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E4%B8%8A%E4%B8%8B%E6%96%87%E7%AA%97%E5%8F%A3%E4%BB%8E%E6%95%B0%E5%AD%97%E7%AB%9E%E8%B5%9B%E8%BF%9B%E5%85%A5%E5%8F%AF%E9%9D%A0%E6%80%A7%E5%B7%A5%E7%A8%8B\">&#xff08;\u4e09&#xff09;\u4e0a\u4e0b\u6587\u7a97\u53e3\u4ece\u6570\u5b57\u7ade\u8d5b\u8fdb\u5165\u53ef\u9760\u6027\u5de5\u7a0b<\/h3>\n<p>Llama 4 Scout \u5ba3\u79f0 10M \u4e0a\u4e0b\u6587\u5b9e\u9a8c\u80fd\u529b&#xff0c;GLM-5.2\u3001Nemotron 3 \u7b49\u8fdb\u5165 1M&#xff0c;Seed-OSS \u8fbe 512K&#xff0c;Qwen3.5\/3.6\u3001Kimi K2.5\u3001Hy3 \u7b49\u4f4d\u4e8e 256K \u5de6\u53f3\u3002[R05][R14][R20][R06][R12][R18][R28]<\/p>\n<p>\u4f46\u4f01\u4e1a\u771f\u6b63\u9700\u8981\u6d4b\u8bd5\u7684\u662f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u957f\u6587\u6863\u4e2d\u90e8\u4fe1\u606f\u662f\u5426\u88ab\u7a33\u5b9a\u53ec\u56de&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u591a\u8f6e\u5de5\u5177\u8c03\u7528\u540e\u7ea6\u675f\u662f\u5426\u4ecd\u4fdd\u6301&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5931\u8d25\u6b65\u9aa4\u662f\u5426\u80fd\u5b9a\u4f4d\u5e76\u91cd\u8bd5&#xff0c;\u800c\u4e0d\u662f\u6c61\u67d3\u540e\u7eed\u72b6\u6001&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e0a\u4e0b\u6587\u538b\u7f29\u662f\u5426\u4fdd\u7559\u5173\u952e\u8bc1\u636e\u4e0e\u6743\u9650\u8fb9\u754c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5e76\u53d1\u4e0b KV cache\u3001\u9996 token \u5ef6\u8fdf\u548c\u541e\u5410\u662f\u5426\u53ef\u63a5\u53d7\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;1M \u4e0a\u4e0b\u6587\u901a\u5e38\u4e0d\u662f\u201c\u628a\u6240\u6709\u8d44\u6599\u4e00\u6b21\u6027\u585e\u8fdb\u53bb\u201d&#xff0c;\u800c\u662f\u4e3a\u8bb0\u5fc6\u7ba1\u7406\u3001\u68c0\u7d22\u3001\u5206\u6bb5\u6267\u884c\u548c\u8f68\u8ff9\u538b\u7f29\u63d0\u4f9b\u66f4\u5927\u7684\u7cfb\u7edf\u4f59\u91cf\u3002<\/p>\n<h2 id=\"%E5%9B%9B%E3%80%81%E8%83%BD%E5%8A%9B%E8%BF%9B%E5%B1%95%EF%BC%9A%E4%BB%8E%E6%8E%A8%E7%90%86%E3%80%81%E4%BB%A3%E7%A0%81%E5%88%B0%E5%8E%9F%E7%94%9F%E5%A4%9A%E6%A8%A1%E6%80%81%E4%BB%A3%E7%90%86\">\u56db\u3001\u80fd\u529b\u8fdb\u5c55&#xff1a;\u4ece\u63a8\u7406\u3001\u4ee3\u7801\u5230\u539f\u751f\u591a\u6a21\u6001\u4ee3\u7406<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"593\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730004050-6a6a9d9226b66.png\" width=\"800\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E6%8E%A8%E7%90%86%EF%BC%9A%E4%BB%8E%E5%9B%BA%E5%AE%9A%E9%95%BF%E6%80%9D%E7%BB%B4%E9%93%BE%E5%88%B0%E5%8A%A8%E6%80%81%E8%AE%A1%E7%AE%97%E9%A2%84%E7%AE%97\">&#xff08;\u4e00&#xff09;\u63a8\u7406&#xff1a;\u4ece\u56fa\u5b9a\u957f\u601d\u7ef4\u94fe\u5230\u52a8\u6001\u8ba1\u7b97\u9884\u7b97<\/h3>\n<p>Qwen\u3001GLM\u3001Hy3\u3001Seed-OSS\u3001gpt-oss\u3001Nemotron \u7b49\u6a21\u578b\u90fd\u63d0\u4f9b\u4e0d\u540c\u5f62\u5f0f\u7684 thinking\/non-thinking \u6216 effort \u63a7\u5236\u3002\u8fd9\u4e00\u8d8b\u52bf\u7684\u4ef7\u503c\u4e0d\u662f\u201c\u8ba9\u6a21\u578b\u6c38\u8fdc\u60f3\u66f4\u4e45\u201d&#xff0c;\u800c\u662f\u6309\u4efb\u52a1\u96be\u5ea6\u5206\u914d\u63a8\u7406\u9884\u7b97&#xff1a;\u7b80\u5355\u95ee\u7b54\u76f4\u63a5\u54cd\u5e94&#xff0c;\u590d\u6742\u6570\u5b66\u3001\u4ee3\u7801\u548c\u89c4\u5212\u624d\u5c55\u5f00\u6df1\u5ea6\u63a8\u7406\u3002[R03][R06][R14][R18][R20][R28]<\/p>\n<p>\u4e0b\u4e00\u6b65\u74f6\u9888\u4e0d\u662f\u601d\u7ef4\u94fe\u957f\u5ea6&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u80fd\u5426\u5728\u5fc5\u8981\u65f6\u8c03\u7528\u5de5\u5177\u800c\u4e0d\u662f\u7ee7\u7eed\u7a7a\u60f3&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u8bc6\u522b\u81ea\u5df1\u8fdb\u5165\u5c40\u90e8\u6700\u4f18\u6216\u91cd\u590d\u5faa\u73af&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u628a\u63a8\u7406\u8fc7\u7a0b\u538b\u7f29\u6210\u53ef\u590d\u7528\u72b6\u6001&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u7528\u5916\u90e8\u9a8c\u8bc1\u5668\u7ea0\u9519&#xff0c;\u800c\u4e0d\u4f9d\u8d56\u81ea\u6211\u786e\u4fe1\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E4%BB%A3%E7%A0%81%EF%BC%9A%E4%BB%8E%E8%A1%A5%E5%85%A8%E5%99%A8%E5%8F%98%E6%88%90%E5%8F%AF%E6%89%A7%E8%A1%8C%E7%9A%84%E8%BD%AF%E4%BB%B6%E5%B7%A5%E7%A8%8B%E4%BB%A3%E7%90%86\">&#xff08;\u4e8c&#xff09;\u4ee3\u7801&#xff1a;\u4ece\u8865\u5168\u5668\u53d8\u6210\u53ef\u6267\u884c\u7684\u8f6f\u4ef6\u5de5\u7a0b\u4ee3\u7406<\/h3>\n<p>Qwen3.6\u3001GLM-5.2\u3001Kimi K2.5\u3001MiniMax M2.7\u3001Hy3\u3001Nemotron 3\u3001Mistral Devstral\/Leanstral \u7b49\u9879\u76ee&#xff0c;\u90fd\u628a\u4ee3\u7801\u80fd\u529b\u5b9a\u4e49\u4e3a\u201c\u8bfb\u4ed3\u5e93\u2014\u5236\u5b9a\u8ba1\u5212\u2014\u4fee\u6539\u591a\u6587\u4ef6\u2014\u8fd0\u884c\u547d\u4ee4\u2014\u8bfb\u53d6\u9519\u8bef\u2014\u518d\u6b21\u4fee\u6539\u2014\u63d0\u4ea4\u7ed3\u679c\u201d\u7684\u95ed\u73af&#xff0c;\u800c\u4e0d\u518d\u53ea\u662f HumanEval \u5f0f\u51fd\u6570\u751f\u6210\u3002[R06][R08][R12][R14][R16][R18][R28]<\/p>\n<p>\u66f4\u503c\u5f97\u91cd\u89c6\u7684\u662f\u8bc4\u6d4b\u5355\u4f4d\u53d8\u5316&#xff1a;Terminal-Bench\u3001SWE-bench\u3001NL2Repo\u3001KernelBench\u3001\u957f\u65f6\u7f16\u8bd1\u5668\u6216\u6570\u636e\u5e93\u4f18\u5316\u4efb\u52a1&#xff0c;\u66f4\u63a5\u8fd1\u771f\u5b9e\u5de5\u7a0b\u3002GLM-5.1 \u7684\u5b98\u65b9\u6848\u4f8b\u751a\u81f3\u8ffd\u8e2a 600 \u591a\u8f6e\u8fed\u4ee3&#xff0c;\u8ba8\u8bba\u6a21\u578b\u662f\u5426\u4f1a\u5728\u957f\u65f6\u95f4\u540e\u505c\u6ede\u3002[R15]<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E5%A4%9A%E6%A8%A1%E6%80%81%EF%BC%9A%E4%BB%8E%E2%80%9C%E5%8A%A0%E4%B8%80%E4%B8%AA%E8%A7%86%E8%A7%89%E7%BC%96%E7%A0%81%E5%99%A8%E2%80%9D%E8%B5%B0%E5%90%91%E7%BB%9F%E4%B8%80%E6%84%9F%E7%9F%A5%E4%B8%8E%E8%A1%8C%E5%8A%A8\">&#xff08;\u4e09&#xff09;\u591a\u6a21\u6001&#xff1a;\u4ece\u201c\u52a0\u4e00\u4e2a\u89c6\u89c9\u7f16\u7801\u5668\u201d\u8d70\u5411\u7edf\u4e00\u611f\u77e5\u4e0e\u884c\u52a8<\/h3>\n<p>Qwen3.5\u3001Kimi K2.5\u3001Gemma 4\u3001Llama 4\u3001ERNIE 4.5\u3001Intern-S1\u3001Phi-4 Reasoning Vision \u4ee3\u8868\u4e0d\u540c\u8def\u7ebf&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7edf\u4e00\u65e9\u671f\u878d\u5408&#xff1a;\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5171\u540c\u8fdb\u5165\u6a21\u578b&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7aef\u4fa7\u591a\u6a21\u6001&#xff1a;Gemma 4 12B \u5728 16GB \u7ea7\u8bbe\u5907\u4e0a\u8fd0\u884c\u97f3\u89c6\u9891\u4e0e\u56fe\u50cf\u7406\u89e3&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u79d1\u5b66\u591a\u6a21\u6001&#xff1a;Intern-S1 \u628a\u79d1\u5b66\u56fe\u50cf\u3001\u516c\u5f0f\u3001\u65f6\u95f4\u5e8f\u5217\u548c\u7269\u7406\u4fe1\u53f7\u4f5c\u4e3a\u91cd\u70b9&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u89c6\u89c9\u63a8\u7406\u4e13\u7528\u5c0f\u6a21\u578b&#xff1a;Phi-4 15B \u96c6\u4e2d\u89e3\u51b3\u56fe\u8868\u3001OCR\u3001GUI\u3001\u6570\u5b66\u89c6\u89c9&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5f02\u6784\u4e13\u5bb6&#xff1a;ERNIE 4.5 \u540c\u65f6\u4fdd\u7559\u8de8\u6a21\u6001\u5171\u4eab\u4e0e\u6a21\u6001\u4e13\u5c5e\u4e13\u5bb6\u3002[R07][R12][R24][R05][R19][R22][R25]<\/p>\n<\/li>\n<\/ul>\n<p>\u591a\u6a21\u6001\u7684\u5173\u952e\u8861\u91cf\u6807\u51c6\u4e5f\u5728\u53d8\u5316&#xff1a;\u4e0d\u53ea\u662f\u201c\u770b\u61c2\u56fe\u7247\u201d&#xff0c;\u800c\u662f\u80fd\u5426\u5b9a\u4f4d\u5c4f\u5e55\u5143\u7d20\u3001\u64cd\u4f5c GUI\u3001\u8bfb\u53d6\u957f\u89c6\u9891\u3001\u628a\u89c6\u89c9\u8bc1\u636e\u8f6c\u6210\u5de5\u5177\u52a8\u4f5c&#xff0c;\u5e76\u5728\u52a8\u4f5c\u540e\u91cd\u65b0\u89c2\u5bdf\u73af\u5883\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E7%AB%AF%E4%BE%A7%EF%BC%9A%E5%B0%8F%E6%A8%A1%E5%9E%8B%E9%87%8D%E6%96%B0%E6%88%90%E4%B8%BA%E6%88%98%E7%95%A5%E4%B8%BB%E7%BA%BF\">&#xff08;\u56db&#xff09;\u7aef\u4fa7&#xff1a;\u5c0f\u6a21\u578b\u91cd\u65b0\u6210\u4e3a\u6218\u7565\u4e3b\u7ebf<\/h3>\n<p>Gemma 4\u3001Phi-4\u3001LFM2.5\u3001Falcon H1\u3001Granite Nano\u3001Qwen \u5c0f\u5c3a\u5bf8\u548c Mistral \u5c0f\u6a21\u578b\u8868\u660e&#xff0c;\u7aef\u4fa7\u5f00\u653e\u6a21\u578b\u4e0d\u662f\u524d\u6cbf\u6a21\u578b\u7684\u7b80\u5316\u7248&#xff0c;\u800c\u662f\u72ec\u7acb\u8d5b\u9053\u3002\u5b83\u4eec\u5f3a\u8c03&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6570\u636e\u4e0d\u79bb\u5f00\u8bbe\u5907&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u65ad\u7f51\u53ef\u7528\u548c\u4f4e\u5ef6\u8fdf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>CPU\u3001NPU\u3001\u79fb\u52a8 GPU \u4e0e Apple Silicon \u652f\u6301&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91cf\u5316\u540e\u7684\u5de5\u5177\u8c03\u7528\u3001RAG \u548c\u7ed3\u6784\u5316\u8f93\u51fa&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e0e\u4e91\u7aef\u65d7\u8230\u6a21\u578b\u5f62\u6210\u5206\u5c42\u8def\u7531\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u672a\u6765\u5e38\u89c1\u67b6\u6784\u53ef\u80fd\u662f\u201c\u7aef\u4fa7 1B\u201315B \u6a21\u578b\u5904\u7406\u611f\u77e5\u3001\u9690\u79c1\u4e0e\u9ad8\u9891\u64cd\u4f5c&#xff1b;\u4e91\u7aef\u5927 MoE \u8d1f\u8d23\u590d\u6742\u89c4\u5212\u548c\u5c11\u6570\u9ad8\u96be\u4efb\u52a1\u201d\u3002<\/p>\n<h2 id=\"%E4%BA%94%E3%80%81%E4%B8%BB%E5%8A%9B%E6%A8%A1%E5%9E%8B%E5%85%A8%E6%99%AF%E8%A1%A8\">\u4e94\u3001\u4e3b\u529b\u6a21\u578b\u5168\u666f\u8868<\/h2>\n<p>\u4e0b\u8868\u8bb0\u5f55\u7684\u662f \u5b98\u65b9\u516c\u5f00\u89c4\u683c\u4e0e\u660e\u786e\u8def\u7ebf&#xff0c;\u4e0d\u662f\u80fd\u529b\u6392\u540d\u3002\u53c2\u6570\u4e2d\u7684\u201cA\u201d\u8868\u793a\u6bcf token \u6fc0\u6d3b\u53c2\u6570\u3002<\/p>\n<table style=\"width:969px\">\n<tbody>\n<tr>\u673a\u6784\u4e3b\u529b\u5f00\u653e\u6a21\u578b\u603b\u53c2\u6570\/\u6fc0\u6d3b\u4e0a\u4e0b\u6587\u6a21\u6001\u8bb8\u53ef\u5f00\u653e\u7ea7\u91cd\u70b9\u65b9\u5411<\/tr>\n<tr>\n<td>\u963f\u91cc\u5df4\u5df4 Qwen<\/td>\n<td style=\"width:98px\">Qwen3.6-35B-A3B<\/td>\n<td style=\"width:75px\">35B \/ A3B<\/td>\n<td style=\"width:56px\">262K<\/td>\n<td style=\"width:90px\">\u539f\u751f\u591a\u6a21\u6001<\/td>\n<td style=\"width:85px\">Apache-2.0<\/td>\n<td style=\"width:48.3594px\">B<\/td>\n<td style=\"width:309px\">\u667a\u80fd\u4f53\u7f16\u7801\u3001\u4ed3\u5e93\u7ea7\u63a8\u7406\u3001201\u79cd\u8bed\u8a00\/\u65b9\u8a00&#xff08;3.5&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek<\/td>\n<td style=\"width:98px\">DeepSeek-V3.2-Exp<\/td>\n<td style=\"width:75px\">671B \/ A37B<\/td>\n<td style=\"width:56px\">128K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">MIT<\/td>\n<td style=\"width:48.3594px\">B<\/td>\n<td style=\"width:309px\">\u5f3a\u5316\u5b66\u4e60\u63a8\u7406\u3001\u7a00\u758f\u6ce8\u610f\u529b\u3001\u4f4e\u6210\u672c\u8bad\u7ec3<\/td>\n<\/tr>\n<tr>\n<td>\u6708\u4e4b\u6697\u9762 Moonshot<\/td>\n<td style=\"width:98px\">Kimi K2.5<\/td>\n<td style=\"width:75px\">1000B \/ A32B<\/td>\n<td style=\"width:56px\">256K<\/td>\n<td style=\"width:90px\">\u539f\u751f\u591a\u6a21\u6001<\/td>\n<td style=\"width:85px\">\u81ea\u5b9a\u4e49MIT\u53d8\u4f53<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">\u591a\u6a21\u6001\u667a\u80fd\u4f53\u3001\u5e76\u884c\u4ee3\u7406\u3001MuonClip<\/td>\n<\/tr>\n<tr>\n<td>\u667a\u8c31 Z.ai<\/td>\n<td style=\"width:98px\">GLM-5.2<\/td>\n<td style=\"width:75px\">744B \/ A40B<\/td>\n<td style=\"width:56px\">1000K<\/td>\n<td style=\"width:90px\">\u6587\u672c\/\u7cfb\u5217\u591a\u6a21\u6001<\/td>\n<td style=\"width:85px\">MIT&#xff08;5.1\u660e\u786e&#xff09;<\/td>\n<td style=\"width:48.3594px\">B<\/td>\n<td style=\"width:309px\">\u957f\u65f6\u8f6f\u4ef6\u5de5\u7a0b\u30011M\u4e0a\u4e0b\u6587\u3001DSA<\/td>\n<\/tr>\n<tr>\n<td>MiniMax<\/td>\n<td style=\"width:98px\">MiniMax-M2.7<\/td>\n<td style=\"width:75px\">230B \/ A10B<\/td>\n<td style=\"width:56px\">196K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">\u975e\u5546\u4e1a\u8bb8\u53ef<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">\u4f4e\u6fc0\u6d3bMoE\u3001Agent Teams\u3001\u6280\u80fd\u4e0e\u52a8\u6001\u5de5\u5177\u641c\u7d22<\/td>\n<\/tr>\n<tr>\n<td>\u817e\u8baf\u6df7\u5143<\/td>\n<td style=\"width:98px\">Hy3<\/td>\n<td style=\"width:75px\">295B \/ A21B<\/td>\n<td style=\"width:56px\">256K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">\u81ea\u5b9a\u4e49\u6a21\u578b\u8bb8\u53ef<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">\u63a8\u7406\u3001\u4e0a\u4e0b\u6587\u5b66\u4e60\u3001\u4ee3\u7801\u4e0e\u667a\u80fd\u4f53<\/td>\n<\/tr>\n<tr>\n<td>\u767e\u5ea6<\/td>\n<td style=\"width:98px\">ERNIE-4.5-VL-424B-A47B<\/td>\n<td style=\"width:75px\">424B \/ A47B<\/td>\n<td style=\"width:56px\">128K<\/td>\n<td style=\"width:90px\">\u591a\u6a21\u6001<\/td>\n<td style=\"width:85px\">Apache-2.0&#xff08;\u4ee3\u7801&#xff1b;\u6a21\u578b\u9700\u6838\u9a8c&#xff09;<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">\u5f02\u6784\u6a21\u6001MoE\u3001Paddle\/ERNIEKit<\/td>\n<\/tr>\n<tr>\n<td>\u5b57\u8282\u8df3\u52a8 Seed<\/td>\n<td style=\"width:98px\">Seed-OSS-36B<\/td>\n<td style=\"width:75px\">36B<\/td>\n<td style=\"width:56px\">512K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">Apache-2.0<\/td>\n<td style=\"width:48.3594px\">B<\/td>\n<td style=\"width:309px\">\u957f\u4e0a\u4e0b\u6587\u3001\u56fd\u9645\u5316\u3001\u7814\u7a76\u53ef\u5ba1\u8ba1\u6027<\/td>\n<\/tr>\n<tr>\n<td>\u9636\u8dc3\u661f\u8fb0<\/td>\n<td style=\"width:98px\">Step-3.5-Flash<\/td>\n<td style=\"width:75px\">196B \/ A11B<\/td>\n<td style=\"width:56px\">256K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">\u81ea\u5b9a\u4e49\u6a21\u578b\u8bb8\u53ef<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">\u9ad8\u541e\u5410\u63a8\u7406\u4e0e\u667a\u80fd\u4f53<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u6d77AI\u5b9e\u9a8c\u5ba4<\/td>\n<td style=\"width:98px\">Intern-S1<\/td>\n<td style=\"width:75px\">241B \/ A22B<\/td>\n<td style=\"width:56px\">128K<\/td>\n<td style=\"width:90px\">\u79d1\u5b66\u591a\u6a21\u6001<\/td>\n<td style=\"width:85px\">Apache-2.0\/\u6a21\u578b\u8bb8\u53ef<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">\u79d1\u5b66\u56fe\u50cf\u3001\u516c\u5f0f\u3001\u65f6\u5e8f\u4e0e\u7269\u7406\u4fe1\u53f7<\/td>\n<\/tr>\n<tr>\n<td>OpenAI<\/td>\n<td style=\"width:98px\">gpt-oss-120b<\/td>\n<td style=\"width:75px\">117B \/ A5.1B<\/td>\n<td style=\"width:56px\">128K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">Apache-2.0<\/td>\n<td style=\"width:48.3594px\">B<\/td>\n<td style=\"width:309px\">\u535580GB GPU\u90e8\u7f72\u3001\u5de5\u5177\u8c03\u7528\u3001\u5b89\u5168\u8bc4\u4f30<\/td>\n<\/tr>\n<tr>\n<td>Meta<\/td>\n<td style=\"width:98px\">Llama 4 Maverick<\/td>\n<td style=\"width:75px\">400B \/ A17B<\/td>\n<td style=\"width:56px\">1000K<\/td>\n<td style=\"width:90px\">\u539f\u751f\u591a\u6a21\u6001<\/td>\n<td style=\"width:85px\">Llama Community License<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">\u539f\u751f\u591a\u6a21\u6001MoE\u3001\u8d85\u957f\u4e0a\u4e0b\u6587\u3001\u751f\u6001\u89c4\u6a21<\/td>\n<\/tr>\n<tr>\n<td>Google<\/td>\n<td style=\"width:98px\">Gemma 4 12B<\/td>\n<td style=\"width:75px\">12B<\/td>\n<td style=\"width:56px\">128K<\/td>\n<td style=\"width:90px\">\u97f3\u9891\/\u89c6\u9891\/\u56fe\u50cf\/\u6587\u672c<\/td>\n<td style=\"width:85px\">Gemma License<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">16GB\u672c\u5730\u90e8\u7f72\u3001\u7aef\u4fa7\u591a\u6a21\u6001\u3001140&#043;\u8bed\u8a00<\/td>\n<\/tr>\n<tr>\n<td>Microsoft<\/td>\n<td style=\"width:98px\">Phi-4-Reasoning-Vision-15B<\/td>\n<td style=\"width:75px\">15B<\/td>\n<td style=\"width:56px\">16K<\/td>\n<td style=\"width:90px\">\u56fe\u50cf&#043;\u6587\u672c<\/td>\n<td style=\"width:85px\">MIT<\/td>\n<td style=\"width:48.3594px\">B<\/td>\n<td style=\"width:309px\">\u5c0f\u6a21\u578b\u63a8\u7406\u3001OCR\u3001GUI\u4e0e\u6570\u5b66\u89c6\u89c9<\/td>\n<\/tr>\n<tr>\n<td>Ai2<\/td>\n<td style=\"width:98px\">OLMo 3 32B<\/td>\n<td style=\"width:75px\">32B<\/td>\n<td style=\"width:56px\">65K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">Apache-2.0<\/td>\n<td style=\"width:48.3594px\">A<\/td>\n<td style=\"width:309px\">\u6570\u636e\u3001\u4ee3\u7801\u3001\u68c0\u67e5\u70b9\u4e0e\u6a21\u578b\u6d41\u5168\u8ffd\u6eaf<\/td>\n<\/tr>\n<tr>\n<td>IBM<\/td>\n<td style=\"width:98px\">Granite 4.1 30B<\/td>\n<td style=\"width:75px\">30B<\/td>\n<td style=\"width:56px\">512K<\/td>\n<td style=\"width:90px\">\u6587\u672c\/\u4e13\u9879\u6a21\u578b<\/td>\n<td style=\"width:85px\">Apache-2.0<\/td>\n<td style=\"width:48.3594px\">B<\/td>\n<td style=\"width:309px\">\u4f01\u4e1a\u6cbb\u7406\u3001\u957f\u4e0a\u4e0b\u6587\u3001\u7b7e\u540d\u4e0e\u98ce\u9669\u8bc4\u4f30<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA<\/td>\n<td style=\"width:98px\">Nemotron 3 Ultra<\/td>\n<td style=\"width:75px\">550B \/ A55B<\/td>\n<td style=\"width:56px\">1000K<\/td>\n<td style=\"width:90px\">\u6587\u672c\/\u7cfb\u5217\u591a\u6a21\u6001<\/td>\n<td style=\"width:85px\">NVIDIA Open Model \/ OpenMDW<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">Mamba-Transformer MoE\u3001\u591a\u4ee3\u7406\u4e0eBlackwell\u4f18\u5316<\/td>\n<\/tr>\n<tr>\n<td>Mistral AI<\/td>\n<td style=\"width:98px\">Mistral Large 3<\/td>\n<td style=\"width:75px\">675B \/ A41B<\/td>\n<td style=\"width:56px\">256K<\/td>\n<td style=\"width:90px\">\u591a\u6a21\u6001\u5bb6\u65cf<\/td>\n<td style=\"width:85px\">Apache-2.0<\/td>\n<td style=\"width:48.3594px\">B<\/td>\n<td style=\"width:309px\">\u5927MoE&#043;3\/8\/14B\u5c0f\u6a21\u578b\u7ec4\u5408<\/td>\n<\/tr>\n<tr>\n<td>Cohere For AI<\/td>\n<td style=\"width:98px\">Tiny Aya \/ Aya Expanse<\/td>\n<td style=\"width:75px\">8B<\/td>\n<td style=\"width:56px\">32K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">CC-BY-NC \/ \u7814\u7a76\u8bb8\u53ef<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">\u4f4e\u8d44\u6e90\u8bed\u8a00\u3001\u5168\u7403\u7814\u7a76\u534f\u4f5c<\/td>\n<\/tr>\n<tr>\n<td>TII<\/td>\n<td style=\"width:98px\">Falcon H1R 7B<\/td>\n<td style=\"width:75px\">7B<\/td>\n<td style=\"width:56px\">262K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">TII Falcon License<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">Transformer-Mamba\u6df7\u5408\u3001\u963f\u62c9\u4f2f\u8bed\u4e3b\u6743AI<\/td>\n<\/tr>\n<tr>\n<td>Liquid AI<\/td>\n<td style=\"width:98px\">LFM2.5-8B-A1B<\/td>\n<td style=\"width:75px\">8.3B \/ A1.5B<\/td>\n<td style=\"width:56px\">128K<\/td>\n<td style=\"width:90px\">\u6587\u672c\/\u7aef\u4fa7<\/td>\n<td style=\"width:85px\">LFM Open License<\/td>\n<td style=\"width:48.3594px\">C<\/td>\n<td style=\"width:309px\">\u5377\u79ef&#043;\u6ce8\u610f\u529b\u6df7\u5408\u3001\u6d88\u8d39\u7ea7\u786c\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>xAI<\/td>\n<td style=\"width:98px\">Grok-1&#xff08;\u5386\u53f2&#xff09;<\/td>\n<td style=\"width:75px\">314B \/ A86B<\/td>\n<td style=\"width:56px\">8K<\/td>\n<td style=\"width:90px\">\u6587\u672c<\/td>\n<td style=\"width:85px\">Apache-2.0<\/td>\n<td style=\"width:48.3594px\">D<\/td>\n<td style=\"width:309px\">\u5386\u53f2\u6743\u91cd\u4e0e\u5f53\u524d\u5f00\u6e90\u4ee3\u7406\u5de5\u5177\u5206\u79bb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E4%B8%AD%E5%9B%BD%E4%B8%BB%E5%8A%9B%E8%B7%AF%E7%BA%BF\">&#xff08;\u4e00&#xff09;\u4e2d\u56fd\u4e3b\u529b\u8def\u7ebf<\/h3>\n<h4 id=\"1.%20Qwen%EF%BC%9A%E4%BB%8E%E6%A8%A1%E5%9E%8B%E5%AE%B6%E6%97%8F%E5%8D%87%E7%BA%A7%E4%B8%BA%E5%BC%80%E6%94%BE%E6%99%BA%E8%83%BD%E4%BD%93%E5%B9%B3%E5%8F%B0\">1. Qwen&#xff1a;\u4ece\u6a21\u578b\u5bb6\u65cf\u5347\u7ea7\u4e3a\u5f00\u653e\u667a\u80fd\u4f53\u5e73\u53f0<\/h4>\n<p>Qwen \u7684\u4f18\u52bf\u4e0d\u53ea\u5728\u6a21\u578b\u6570\u91cf&#xff0c;\u800c\u5728\u7eb5\u5411\u5b8c\u6574\u5ea6\u3002Qwen3.5 \u628a\u539f\u751f\u89c6\u89c9\u8bed\u8a00\u57fa\u7840\u3001\u6df7\u5408\u6ce8\u610f\u529b MoE\u3001\u8d85\u5927\u89c4\u6a21\u4ee3\u7406\u73af\u5883 RL \u548c 201 \u79cd\u8bed\u8a00\/\u65b9\u8a00\u653e\u8fdb\u540c\u4e00\u4ee3\u6a21\u578b&#xff1b;Qwen3.6 \u8fdb\u4e00\u6b65\u5f3a\u5316\u4ed3\u5e93\u7ea7\u7f16\u7801\u4e0e\u201c\u601d\u8003\u4fdd\u7559\u201d\u3002\u6240\u6709\u516c\u5f00\u6743\u91cd\u91c7\u7528 Apache-2.0\u3002[R06][R07]<\/p>\n<p>\u5176\u751f\u6001\u540c\u65f6\u5305\u542b Qwen Code\u3001Qwen-Agent\u3001Qwen3-Coder\u3001\u89c6\u89c9\u3001\u97f3\u9891\u3001\u56fe\u50cf\u751f\u6210\u3001Embedding\u3001AgentWorld \u548c\u673a\u5668\u4eba\u5957\u4ef6\u3002Qwen \u56e0\u800c\u4ee3\u8868\u4e00\u79cd\u201c\u5f00\u653e\u5e73\u53f0\u578b\u201d\u8def\u7ebf&#xff1a;\u57fa\u7840\u6a21\u578b\u8d1f\u8d23\u80fd\u529b\u4e0a\u9650&#xff0c;\u4ee3\u7406\u6846\u67b6\u548c\u73af\u5883\u8d1f\u8d23\u53ef\u6267\u884c\u6027&#xff0c;\u6a21\u578b\u5bb6\u65cf\u8986\u76d6\u4e0d\u540c\u7b97\u529b\u4e0e\u6a21\u6001\u3002<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;<\/p>\n<ul>\n<li>\n<p>35B \u603b\u53c2\u6570\u30013B \u6fc0\u6d3b\u7684 Qwen3.6-A3B \u5c55\u73b0\u6781\u9ad8\u667a\u80fd\u5bc6\u5ea6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>Qwen3.5 \u7528\u7edf\u4e00\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u66ff\u4ee3\u201c\u6587\u672c\u6a21\u578b\u5916\u63a5\u89c6\u89c9\u5854\u201d\u7684\u4f20\u7edf\u62fc\u88c5&#xff1b;<\/p>\n<\/li>\n<li>\n<p>Qwen3-Coder \u5c06\u5927\u89c4\u6a21\u53ef\u6267\u884c\u4efb\u52a1\u5408\u6210\u3001\u73af\u5883\u4ea4\u4e92\u548c RL \u7528\u4e8e\u7f16\u7801\u4ee3\u7406&#xff1b;<\/p>\n<\/li>\n<li>\n<p>Apache-2.0 \u964d\u4f4e\u4f01\u4e1a\u4e8c\u6b21\u5f00\u53d1\u548c\u518d\u5206\u53d1\u963b\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u4e3b\u529b\u6a21\u578b\u5bb6\u65cf\u66f4\u65b0\u901f\u5ea6\u5feb&#xff0c;\u63a8\u7406\u6846\u67b6\u5e38\u9700\u4e3b\u5206\u652f\u6216\u6700\u65b0\u7248\u672c&#xff1b;\u81ea\u62a5\u57fa\u51c6\u548c\u5b9e\u9645\u751f\u4ea7\u811a\u624b\u67b6\u5dee\u5f02\u9700\u8981\u4f01\u4e1a\u81ea\u884c\u590d\u6d4b\u3002<\/p>\n<h4 id=\"2.%20DeepSeek%EF%BC%9A%E4%BB%A5%E8%AE%AD%E7%BB%83%E6%95%88%E7%8E%87%E5%92%8C%E5%8F%AF%E9%AA%8C%E8%AF%81%E6%8E%A8%E7%90%86%E6%94%B9%E5%8F%98%E8%A1%8C%E4%B8%9A%E7%A0%94%E7%A9%B6%E8%AE%AE%E7%A8%8B\">2. DeepSeek&#xff1a;\u4ee5\u8bad\u7ec3\u6548\u7387\u548c\u53ef\u9a8c\u8bc1\u63a8\u7406\u6539\u53d8\u884c\u4e1a\u7814\u7a76\u8bae\u7a0b<\/h4>\n<p>DeepSeek-V3 \u7528 671B \u603b\u53c2\u6570\u300137B \u6fc0\u6d3b\u3001MLA\u3001DeepSeekMoE\u3001\u65e0\u8f85\u52a9\u635f\u5931\u8d1f\u8f7d\u5747\u8861\u548c\u591aToken\u9884\u6d4b\u5efa\u7acb\u9ad8\u6548\u5927 MoE&#xff1b;R1 \u8fdb\u4e00\u6b65\u7528\u5927\u89c4\u6a21 RL \u63a8\u52a8\u63a8\u7406\u80fd\u529b&#xff0c;\u5e76\u5f00\u653e\u84b8\u998f\u6a21\u578b\u3002[R09][R11]<\/p>\n<p>V3.2-Exp \u5f15\u5165 DeepSeek Sparse Attention&#xff0c;\u76ee\u6807\u662f\u5728\u957f\u4e0a\u4e0b\u6587\u4e2d\u964d\u4f4e\u6ce8\u610f\u529b\u6210\u672c&#xff1b;\u5176 MIT \u8bb8\u53ef\u548c\u5f00\u653e\u63a8\u7406\u4ee3\u7801\u7ef4\u6301\u4e86\u8f83\u5f3a\u53ef\u90e8\u7f72\u6027\u3002[R10]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u628a\u201cRL \u80fd\u5426\u76f4\u63a5\u4ea7\u751f\u63a8\u7406\u884c\u4e3a\u201d\u4ece\u5b66\u672f\u95ee\u9898\u53d8\u6210\u4ea7\u4e1a\u53ef\u590d\u5236\u8def\u7ebf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u84b8\u998f\u4f7f\u63a8\u7406\u80fd\u529b\u8fdb\u5165\u66f4\u5c0f\u6a21\u578b&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4ee5\u67b6\u6784\u548c\u8bad\u7ec3\u534f\u540c\u4f18\u5316\u8bc1\u660e\u5f00\u653e\u6a21\u578b\u53ef\u4ee5\u7528\u66f4\u4f4e\u8bad\u7ec3\u6210\u672c\u8fbe\u5230\u9ad8\u7ade\u4e89\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u622a\u81f3\u672c\u6587\u65f6\u70b9&#xff0c;\u6700\u65b0 DeepSeek V4 Preview \u4e3b\u8981\u662f API \u9884\u89c8&#xff0c;\u4e0d\u80fd\u628a API \u65b0\u7248\u672c\u4e0e\u5df2\u5f00\u653e\u7684 V3.2-Exp \u6743\u91cd\u6df7\u4e3a\u4e00\u8c08&#xff1b;\u5f00\u653e\u6743\u91cd\u4e0d\u7b49\u4e8e\u5b8c\u6574\u5f00\u653e\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<h4 id=\"3.%20Kimi%EF%BC%9A%E6%8A%8A%E8%B6%85%E5%A4%A7%20MoE%20%E4%B8%8E%E5%B9%B6%E8%A1%8C%E4%BB%A3%E7%90%86%E7%BB%93%E5%90%88\">3. Kimi&#xff1a;\u628a\u8d85\u5927 MoE \u4e0e\u5e76\u884c\u4ee3\u7406\u7ed3\u5408<\/h4>\n<p>Kimi K2.5 \u662f 1T \u603b\u53c2\u6570\u300132B \u6fc0\u6d3b\u3001256K \u4e0a\u4e0b\u6587\u7684\u539f\u751f\u591a\u6a21\u6001\u4ee3\u7406\u6a21\u578b&#xff0c;\u5e76\u628a Agent Swarm \u4f5c\u4e3a\u6838\u5fc3\u7279\u5f81\u3002\u5176\u8bad\u7ec3\u5ef6\u7eed MuonClip \u548c\u5927\u89c4\u6a21\u6df7\u5408\u89c6\u89c9\/\u6587\u672c\u6570\u636e\u8def\u7ebf\u3002[R12][R13]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u4ee5\u8f83\u4f4e\u6fc0\u6d3b\u91cf\u627f\u8f7d\u8d85\u5927\u603b\u5bb9\u91cf&#xff1b;\u5c06\u5355\u4ee3\u7406\u4e32\u884c\u6267\u884c\u6269\u5c55\u5230\u5e76\u884c\u4ee3\u7406\u5206\u5de5&#xff1b;\u957f\u7a0b\u7f16\u7801\u548c\u89c6\u89c9\u4ee3\u7406\u5f62\u6210\u7edf\u4e00\u6a21\u578b\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u6a21\u578b\u8bb8\u53ef\u5305\u542b\u5927\u578b\u5546\u4e1a\u4ea7\u54c1\u7684\u5c55\u793a\u4e49\u52a1\u7b49\u81ea\u5b9a\u4e49\u6761\u6b3e&#xff0c;\u9700\u8981\u5355\u72ec\u5ba1\u9605&#xff1b;1T \u6743\u91cd\u610f\u5473\u7740\u5373\u4f7f\u6fc0\u6d3b\u91cf\u4f4e&#xff0c;\u79c1\u6709\u90e8\u7f72\u4ecd\u9700\u8981\u9ad8\u6602\u663e\u5b58\u548c\u5206\u5e03\u5f0f\u5de5\u7a0b\u3002<\/p>\n<h4 id=\"4.%20GLM%EF%BC%9A%E6%8A%8A%E2%80%9C%E9%95%BF%E6%97%B6%E9%97%B4%E4%BB%8D%E8%83%BD%E8%BF%9B%E6%AD%A5%E2%80%9D%E5%AE%9A%E4%B9%89%E4%B8%BA%E6%99%BA%E8%83%BD%E4%BD%93%E8%83%BD%E5%8A%9B\">4. GLM&#xff1a;\u628a\u201c\u957f\u65f6\u95f4\u4ecd\u80fd\u8fdb\u6b65\u201d\u5b9a\u4e49\u4e3a\u667a\u80fd\u4f53\u80fd\u529b<\/h4>\n<p>GLM-5 \u7cfb\u5217\u9762\u5411\u590d\u6742\u7cfb\u7edf\u5de5\u7a0b\u3002GLM-5.1 \u5c55\u793a\u6570\u767e\u8f6e\u6570\u636e\u5e93\u4f18\u5316\u548c\u6570\u5343\u6b21\u5de5\u5177\u8c03\u7528&#xff0c;GLM-5.2 \u6269\u5c55\u5230 1M \u4e0a\u4e0b\u6587\u5e76\u5f15\u5165 DSA IndexShare&#xff0c;\u4ee5\u51cf\u5c11\u8d85\u957f\u4e0a\u4e0b\u6587\u7d22\u5f15\u6210\u672c\u3002[R14][R15]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u628a\u957f\u7a0b\u4efb\u52a1\u7684 productive horizon\u2014\u2014\u989d\u5916\u8fd0\u884c\u65f6\u95f4\u662f\u5426\u4ecd\u80fd\u5e26\u6765\u6539\u8fdb\u2014\u2014\u4f5c\u4e3a\u516c\u5f00\u7814\u7a76\u5bf9\u8c61&#xff1b;\u63d0\u4f9b effort level \u63a7\u5236&#xff1b;\u540c\u65f6\u6709 GLM-4.6V \u7b49\u5f00\u653e\u591a\u6a21\u6001\u5de5\u5177\u8c03\u7528\u5206\u652f\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u5382\u5546\u957f\u7a0b\u57fa\u51c6\u9ad8\u5ea6\u4f9d\u8d56\u4ee3\u7406\u811a\u624b\u67b6\u3001\u8fd0\u884c\u9884\u7b97\u548c\u73af\u5883&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u7b49\u540c\u4e8e\u88f8\u6a21\u578b\u80fd\u529b&#xff1b;GLM-5.2 \u7684\u5168\u90e8\u8bb8\u53ef\u4e0e\u6743\u91cd\u7248\u672c\u5e94\u4ee5\u5177\u4f53\u4ed3\u5e93\u4e3a\u51c6\u3002<\/p>\n<h4 id=\"5.%20MiniMax%EF%BC%9A%E4%BD%8E%E6%BF%80%E6%B4%BB%E5%8F%82%E6%95%B0%E4%B8%8E%E6%A8%A1%E5%9E%8B%E8%87%AA%E6%88%91%E6%BC%94%E5%8C%96\">5. MiniMax&#xff1a;\u4f4e\u6fc0\u6d3b\u53c2\u6570\u4e0e\u6a21\u578b\u81ea\u6211\u6f14\u5316<\/h4>\n<p>MiniMax M2 \u7cfb\u5217\u4ee5\u7ea6 230B \u603b\u53c2\u6570\u3001\u7ea6 10B \u6fc0\u6d3b\u9762\u5411\u4ee3\u7801\u4e0e\u4ee3\u7406\u3002M2.7 \u5ba3\u79f0\u6a21\u578b\u53c2\u4e0e\u6784\u5efa\u6280\u80fd\u3001\u4ee3\u7406\u811a\u624b\u67b6\u548c\u8bad\u7ec3\u6539\u8fdb\u5faa\u73af\u3002[R16]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u628a\u201c\u6a21\u578b\u5e2e\u52a9\u8bad\u7ec3\u4e0b\u4e00\u7248\u6a21\u578b\u201d\u4ece\u6982\u5ff5\u6f14\u793a\u63a8\u8fdb\u5230\u5b9e\u9645\u7814\u53d1\u6d41\u7a0b&#xff1b;\u4ee5\u5f88\u4f4e\u6fc0\u6d3b\u91cf\u652f\u6301\u590d\u6742\u5de5\u5177\u8c03\u7528\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;M2.7 \u5f53\u524d\u8bb8\u53ef\u660e\u786e\u9650\u5236\u5546\u4e1a\u4f7f\u7528\u5e76\u8981\u6c42\u4e8b\u5148\u6388\u6743&#xff0c;\u56e0\u6b64\u5b83\u662f\u5178\u578b\u7684\u201c\u6743\u91cd\u53ef\u5f97\u4f46\u4e0d\u9002\u5408\u9ed8\u8ba4\u5546\u7528\u201d\u7684\u6848\u4f8b\u3002[R17]<\/p>\n<h4 id=\"6.%20Hy3%EF%BC%9A%E4%BB%A5%2021B%20%E6%BF%80%E6%B4%BB%E5%8F%82%E6%95%B0%E8%BF%BD%E6%B1%82%E6%97%97%E8%88%B0%E4%BB%A3%E7%90%86%E8%83%BD%E5%8A%9B\">6. Hy3&#xff1a;\u4ee5 21B \u6fc0\u6d3b\u53c2\u6570\u8ffd\u6c42\u65d7\u8230\u4ee3\u7406\u80fd\u529b<\/h4>\n<p>\u817e\u8baf Hy3 \u662f 295B \u603b\u53c2\u6570\u300121B \u6fc0\u6d3b\u3001256K \u4e0a\u4e0b\u6587\u7684 MoE&#xff0c;\u5e76\u63d0\u4f9b\u5feb\u6162\u601d\u8003\u3001\u5fae\u8c03\u548c RL \u540e\u8bad\u7ec3\u6750\u6599\u3002[R18]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u5728\u76f8\u5bf9\u53ef\u63a7\u7684\u6fc0\u6d3b\u91cf\u4e0b\u5f3a\u5316\u4ee3\u7801\u3001\u641c\u7d22\u3001\u4e0a\u4e0b\u6587\u5b66\u4e60\u548c\u4ee3\u7406\u4efb\u52a1&#xff1b;\u4ece Preview \u5230\u6b63\u5f0f\u7248\u5438\u6536 50 \u591a\u4e2a\u4ea7\u54c1\u53cd\u9988&#xff0c;\u4f53\u73b0\u4ece\u6a21\u578b\u8bc4\u6d4b\u8d70\u5411\u4ea7\u54c1\u95ed\u73af\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u9700\u8981\u6838\u9a8c\u5177\u4f53\u6a21\u578b\u8bb8\u53ef\u548c\u53ef\u5546\u7528\u8fb9\u754c&#xff1b;\u5b98\u65b9\u6bd4\u8f83\u4ecd\u4ee5\u81ea\u62a5\u8bc4\u6d4b\u4e3a\u4e3b\u3002<\/p>\n<h4 id=\"7.%20ERNIE%E3%80%81Seed%E3%80%81Step%E3%80%81Intern-S1%EF%BC%9A%E5%9B%9B%E6%9D%A1%E5%B7%AE%E5%BC%82%E5%8C%96%E6%94%AF%E7%BA%BF\">7. ERNIE\u3001Seed\u3001Step\u3001Intern-S1&#xff1a;\u56db\u6761\u5dee\u5f02\u5316\u652f\u7ebf<\/h4>\n<ul>\n<li>\n<p>ERNIE 4.5&#xff1a;\u4e00\u6b21\u5f00\u653e 10 \u4e2a\u6a21\u578b\u53d8\u4f53&#xff0c;\u6700\u5927 424B\/A47B&#xff0c;\u5e76\u7528\u5f02\u6784\u6a21\u6001\u4e13\u5bb6\u540c\u65f6\u5b9e\u73b0\u53c2\u6570\u5171\u4eab\u4e0e\u6a21\u6001\u4e13\u5c5e\u80fd\u529b&#xff1b;ERNIEKit \u63d0\u4f9b\u8bad\u7ec3\u548c\u538b\u7f29\u5de5\u5177\u3002[R19]<\/p>\n<\/li>\n<li>\n<p>Seed-OSS&#xff1a;36B \u5bc6\u96c6\u6a21\u578b\u3001512K \u4e0a\u4e0b\u6587\u3001\u53ef\u8c03\u601d\u8003\u9884\u7b97&#xff0c;Apache-2.0&#xff1b;\u540c\u65f6\u5f00\u653e\u542b\/\u4e0d\u542b\u5408\u6210\u6570\u636e\u7248\u672c&#xff0c;\u4fbf\u4e8e\u7814\u7a76\u5408\u6210\u6570\u636e\u5f71\u54cd\u3002[R20]<\/p>\n<\/li>\n<li>\n<p>Step-3.5-Flash&#xff1a;196B\/A11B\u3001MTP-3&#xff0c;\u5f3a\u8c03\u9ad8\u541e\u5410\u63a8\u7406\u548c\u667a\u80fd\u4f53\u201c\u667a\u80fd\u5bc6\u5ea6\u201d\u3002[R21]<\/p>\n<\/li>\n<li>\n<p>Intern-S1&#xff1a;235B MoE\u8bed\u8a00\u9aa8\u5e72 &#043; 6B\u89c6\u89c9\u7f16\u7801\u5668&#xff0c;\u5728 5T \u591a\u6a21\u6001 token \u4e2d\u6295\u5165\u5927\u91cf\u79d1\u5b66\u57df\u6570\u636e&#xff0c;\u5f3a\u5316\u516c\u5f0f\u3001\u56fe\u50cf\u548c\u65f6\u95f4\u5e8f\u5217\u79d1\u5b66\u63a8\u7406\u3002[R22]<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E7%BE%8E%E5%9B%BD%E4%B8%8E%E5%BC%80%E6%94%BE%E7%A7%91%E5%AD%A6%E4%B8%BB%E5%8A%9B%E8%B7%AF%E7%BA%BF\">&#xff08;\u4e8c&#xff09;\u7f8e\u56fd\u4e0e\u5f00\u653e\u79d1\u5b66\u4e3b\u529b\u8def\u7ebf<\/h3>\n<h4 id=\"1.%20gpt-oss%EF%BC%9AOpenAI%20%E7%9A%84%E5%BC%80%E6%94%BE%E6%9D%83%E9%87%8D%E5%9B%9E%E5%BD%92\">1. gpt-oss&#xff1a;OpenAI \u7684\u5f00\u653e\u6743\u91cd\u56de\u5f52<\/h4>\n<p>OpenAI \u5728 2025 \u5e74\u53d1\u5e03 gpt-oss-120b \u4e0e 20b&#xff0c;\u5747\u4e3a Apache-2.0\u3002120b \u7ea6 117B \u603b\u53c2\u6570\u30015.1B \u6fc0\u6d3b&#xff0c;\u53ef\u5728\u5355\u5f20 80GB GPU \u4e0a\u8fd0\u884c&#xff1b;20b \u9762\u5411\u7ea6 16GB \u5185\u5b58\u8bbe\u5907\u3002\u4e24\u8005\u652f\u6301\u53ef\u8c03\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u548c\u53ef\u89c1\u601d\u7ef4\u94fe\u3002[R03][R04]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u8bc1\u660e\u524d\u6cbf\u5546\u4e1a\u5b9e\u9a8c\u5ba4\u53ef\u4ee5\u628a\u5b89\u5168\u8bc4\u6d4b\u3001\u5de5\u5177\u4f7f\u7528\u548c\u63a8\u7406\u80fd\u529b\u6253\u5305\u4e3a\u53ef\u672c\u5730\u8fd0\u884c\u7684\u5f00\u653e\u6743\u91cd\u6a21\u578b&#xff1b;\u6781\u4f4e\u6fc0\u6d3b\u6bd4\u63d0\u5347\u90e8\u7f72\u6548\u7387\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u6a21\u578b\u4ee5\u82f1\u6587\u6587\u672c\u4e3a\u4e3b&#xff0c;\u4e0d\u662f\u539f\u751f\u591a\u6a21\u6001&#xff1b;\u5f00\u653e\u6743\u91cd\u5e76\u672a\u516c\u5f00\u5b8c\u6574\u8bad\u7ec3\u6570\u636e\u548c\u8bad\u7ec3\u6d41\u6c34\u7ebf&#xff0c;\u56e0\u6b64\u5c5e\u4e8e B \u7ea7\u800c\u4e0d\u662f\u5b8c\u6574\u5f00\u653e\u79d1\u5b66\u3002<\/p>\n<h4 id=\"2.%20Llama%204%EF%BC%9A%E7%94%9F%E6%80%81%E8%A7%84%E6%A8%A1%E4%BB%8D%E5%BC%BA%EF%BC%8C%E4%BD%86%E5%BC%80%E6%94%BE%E5%AE%9A%E4%B9%89%E4%BA%89%E8%AE%AE%E6%8C%81%E7%BB%AD\">2. Llama 4&#xff1a;\u751f\u6001\u89c4\u6a21\u4ecd\u5f3a&#xff0c;\u4f46\u5f00\u653e\u5b9a\u4e49\u4e89\u8bae\u6301\u7eed<\/h4>\n<p>Llama 4 Scout \u548c Maverick \u90fd\u91c7\u7528\u539f\u751f\u591a\u6a21\u6001 MoE\u3002Scout \u4e3a 109B \u603b\u53c2\u6570\u300117B \u6fc0\u6d3b\u5e76\u5f3a\u8c03 10M \u4e0a\u4e0b\u6587\u5b9e\u9a8c\u80fd\u529b&#xff1b;Maverick \u4e3a 400B \u603b\u53c2\u6570\u300117B \u6fc0\u6d3b\u30011M \u4e0a\u4e0b\u6587\u3002[R05]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u5728\u5de8\u5927\u5f00\u53d1\u8005\u4e0e\u4e91\u5e73\u53f0\u751f\u6001\u4e0a\u63a8\u8fdb\u539f\u751f\u591a\u6a21\u6001\u548c\u8d85\u957f\u4e0a\u4e0b\u6587&#xff1b;\u4f17\u591a\u63a8\u7406\u3001\u91cf\u5316\u548c\u5fae\u8c03\u5de5\u5177\u4f18\u5148\u9002\u914d Llama \u683c\u5f0f\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;Llama Community License \u5305\u542b\u4f7f\u7528\u6761\u4ef6&#xff0c;\u4e0d\u662f OSI \u6279\u51c6\u7684\u5f00\u6e90\u8bb8\u53ef&#xff1b;2026 \u5e74 Meta \u7684\u524d\u6cbf Muse \u7cfb\u5217\u5e76\u672a\u540c\u6b65\u5f00\u653e\u6743\u91cd&#xff0c;\u8bf4\u660e Meta \u4e5f\u5728\u91c7\u7528\u201c\u5f00\u653e\u751f\u6001 &#043; \u95ed\u6e90\u524d\u6cbf\u4ea7\u54c1\u201d\u7684\u53cc\u8f68\u7b56\u7565\u3002<\/p>\n<h4 id=\"3.%20Gemma%204%EF%BC%9A%E7%AB%AF%E4%BE%A7%E5%8E%9F%E7%94%9F%E5%A4%9A%E6%A8%A1%E6%80%81\">3. Gemma 4&#xff1a;\u7aef\u4fa7\u539f\u751f\u591a\u6a21\u6001<\/h4>\n<p>Gemma 4 12B \u9762\u5411 16GB \u7ea7\u672c\u5730\u8bbe\u5907&#xff0c;\u662f\u65e0\u72ec\u7acb\u7f16\u7801\u5668\u3001\u53ef\u539f\u751f\u63a5\u6536\u97f3\u9891\u548c\u89c6\u9891\u7684\u4e2d\u578b\u591a\u6a21\u6001\u6a21\u578b&#xff0c;\u5e76\u652f\u6301 140 \u591a\u79cd\u8bed\u8a00\u548c\u7aef\u4fa7\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u3002[R24][R48]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u628a\u591a\u6a21\u6001\u3001\u4ee3\u7801\u6267\u884c\u4e0e\u4ee3\u7406\u80fd\u529b\u5e26\u5230\u7b14\u8bb0\u672c\u548c\u79fb\u52a8\u751f\u6001&#xff1b;\u4e0e LiteRT-LM \u7b49\u7aef\u4fa7\u63a8\u7406\u6808\u7ed3\u5408\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;Gemma \u4f7f\u7528\u81ea\u5b9a\u4e49\u8bb8\u53ef&#xff1b;\u7aef\u4fa7\u5185\u5b58\u53ef\u8fd0\u884c\u4e0d\u7b49\u4e8e\u5728\u6240\u6709\u8bbe\u5907\u4e0a\u90fd\u80fd\u8fbe\u5230\u4ea4\u4e92\u5f0f\u901f\u5ea6&#xff0c;\u91cf\u5316\u3001NPU\u7b97\u5b50\u548c\u529f\u8017\u4ecd\u662f\u5173\u952e\u3002<\/p>\n<h4 id=\"4.%20Phi-4%EF%BC%9A%E4%B8%93%E7%94%A8%E5%B0%8F%E6%A8%A1%E5%9E%8B%E7%9A%84%E9%AB%98%E4%BB%B7%E5%80%BC%E8%B7%AF%E7%BA%BF\">4. Phi-4&#xff1a;\u4e13\u7528\u5c0f\u6a21\u578b\u7684\u9ad8\u4ef7\u503c\u8def\u7ebf<\/h4>\n<p>Phi-4-Reasoning-Vision-15B \u91c7\u7528 MIT \u8bb8\u53ef&#xff0c;15B \u53c2\u6570\u300116K \u4e0a\u4e0b\u6587&#xff0c;\u91cd\u70b9\u8986\u76d6\u89c6\u89c9\u6570\u5b66\u3001\u56fe\u8868\u3001OCR\u3001GUI \u5b9a\u4f4d\u548c\u8ba1\u7b97\u673a\u4f7f\u7528\u3002[R25]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u7528\u76f8\u5bf9\u7d27\u51d1\u5c3a\u5bf8\u805a\u7126\u9ad8\u4ef7\u503c\u89c6\u89c9\u63a8\u7406\u4efb\u52a1&#xff0c;\u4f53\u73b0\u201c\u4e13\u7528\u80fd\u529b\u5bc6\u5ea6\u201d\u9ad8\u4e8e\u65e0\u5dee\u522b\u6269\u53c2\u7684\u8def\u7ebf\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u4e0a\u4e0b\u6587\u8f83\u77ed&#xff0c;\u8bed\u8a00\u548c\u6a21\u6001\u8986\u76d6\u4e0d\u5982\u5927\u4e00\u7edf\u591a\u6a21\u6001\u6a21\u578b&#xff1b;\u9002\u5408\u4f5c\u4e3a\u5206\u5c42\u7cfb\u7edf\u4e2d\u7684\u4e13\u7528\u6267\u884c\u5668\u3002<\/p>\n<h4 id=\"5.%20OLMo%EF%BC%9A%E7%9C%9F%E6%AD%A3%E5%BC%80%E6%94%BE%E7%A7%91%E5%AD%A6%E7%9A%84%E5%9F%BA%E5%87%86\">5. OLMo&#xff1a;\u771f\u6b63\u5f00\u653e\u79d1\u5b66\u7684\u57fa\u51c6<\/h4>\n<p>OLMo 3 \u7684\u6838\u5fc3\u6210\u5c31\u4e0d\u662f\u5355\u9879\u699c\u5355\u7b2c\u4e00&#xff0c;\u800c\u662f\u516c\u5f00\u5b8c\u6574\u6a21\u578b\u6d41\u548c\u8bad\u7ec3\u6570\u636e\u8ffd\u6eaf\u3002\u7814\u7a76\u8005\u53ef\u4ee5\u8bbf\u95ee\u6570\u636e\u3001\u8bad\u7ec3\u4ee3\u7801\u3001\u4e2d\u95f4\u68c0\u67e5\u70b9\u548c\u8bc4\u6d4b\u6d41\u7a0b&#xff0c;\u7814\u7a76\u6a21\u578b\u5982\u4f55\u5b66\u4e60\u3001\u9057\u5fd8\u3001\u5f62\u6210\u77e5\u8bc6\u548c\u4ea7\u751f\u504f\u5dee\u3002[R26][R49]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u4f7f\u9884\u8bad\u7ec3\u52a8\u529b\u5b66\u3001\u77e5\u8bc6\u6765\u6e90\u3001\u77e5\u8bc6\u622a\u6b62\u65f6\u95f4\u548c\u53ef\u91cd\u590d\u8bc4\u6d4b\u6210\u4e3a\u53ef\u5ba1\u8ba1\u79d1\u5b66&#xff1b;\u8fd9\u662f\u591a\u6570\u5f00\u653e\u6743\u91cd\u6a21\u578b\u65e0\u6cd5\u63d0\u4f9b\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u5b8c\u6574\u5f00\u653e\u7684\u6210\u672c\u9ad8&#xff0c;\u80fd\u529b\u8fed\u4ee3\u901f\u5ea6\u53ef\u80fd\u4e0d\u5982\u5546\u4e1a\u5927\u6a21\u578b&#xff1b;\u4f46\u5176\u793e\u4f1a\u548c\u79d1\u5b66\u4ef7\u503c\u4e0d\u80fd\u7528\u5355\u4e00\u699c\u5355\u8861\u91cf\u3002<\/p>\n<h4 id=\"6.%20Granite%20%E4%B8%8E%20Nemotron%EF%BC%9A%E4%BC%81%E4%B8%9A%E6%B2%BB%E7%90%86%E5%92%8C%E7%A1%AC%E4%BB%B6%E4%BC%98%E5%8C%96%E4%B8%A4%E6%9E%81\">6. Granite \u4e0e Nemotron&#xff1a;\u4f01\u4e1a\u6cbb\u7406\u548c\u786c\u4ef6\u4f18\u5316\u4e24\u6781<\/h4>\n<p>IBM Granite 4.1 \u91c7\u7528 Apache-2.0&#xff0c;\u63d0\u4f9b 3B\u30018B\u300130B \u5bc6\u96c6\u6a21\u578b&#xff0c;\u5f3a\u8c03\u4f01\u4e1a\u6570\u636e\u6cbb\u7406\u3001GRC \u8bc4\u6d4b\u3001\u957f\u4e0a\u4e0b\u6587\u548c\u6a21\u578b\u7b7e\u540d\u3002[R27]<\/p>\n<p>NVIDIA Nemotron 3 \u5219\u4ee5\u6df7\u5408 Mamba-Transformer MoE\u30011M \u4e0a\u4e0b\u6587\u3001\u591a\u73af\u5883 RL \u548c Blackwell \u4f18\u5316\u4e3a\u6838\u5fc3\u3002Ultra \u4e3a 550B\/A55B&#xff0c;\u9762\u5411\u590d\u6742\u7f16\u6392&#xff1b;Super \u4e3a 120B\/A12B&#xff0c;\u9762\u5411\u9ad8\u9891\u4ee3\u7406\u6267\u884c\u3002[R28][R29]<\/p>\n<p>\u4e8c\u8005\u5171\u540c\u8868\u660e&#xff1a;\u5f00\u653e\u6a21\u578b\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u57fa\u7840\u8bbe\u65bd\u4ea7\u54c1&#xff0c;\u800c\u4e0d\u53ea\u662f\u7814\u7a76\u53d1\u5e03\u3002\u4e00\u4e2a\u4fa7\u91cd\u6cbb\u7406\u548c\u53ef\u63a7&#xff0c;\u4e00\u4e2a\u4fa7\u91cd\u541e\u5410\u548c\u786c\u4ef6\u534f\u540c\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E6%AC%A7%E6%B4%B2%E3%80%81%E4%B8%AD%E4%B8%9C%E4%B8%8E%E5%85%A8%E7%90%83%E5%8D%8F%E4%BD%9C%E8%B7%AF%E7%BA%BF\">&#xff08;\u4e09&#xff09;\u6b27\u6d32\u3001\u4e2d\u4e1c\u4e0e\u5168\u7403\u534f\u4f5c\u8def\u7ebf<\/h3>\n<h4 id=\"1.%20Mistral%EF%BC%9A%E4%BB%A5%20Apache%202.0%20%E6%9E%84%E5%BB%BA%E5%85%A8%E5%B0%BA%E5%AF%B8%E4%B8%BB%E6%9D%83%E6%A8%A1%E5%9E%8B%E7%BB%84%E5%90%88\">1. Mistral&#xff1a;\u4ee5 Apache 2.0 \u6784\u5efa\u5168\u5c3a\u5bf8\u4e3b\u6743\u6a21\u578b\u7ec4\u5408<\/h4>\n<p>Mistral 3 \u540c\u65f6\u53d1\u5e03 3B\u30018B\u300114B \u5bc6\u96c6\u6a21\u578b\u548c 675B\/A41B \u7684 Mistral Large 3&#xff0c;\u5168\u90e8 Apache-2.0\u3002[R23]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u8986\u76d6\u7aef\u4fa7\u3001\u4f01\u4e1a\u79c1\u6709\u5316\u548c\u65d7\u8230\u96c6\u7fa4&#xff1b;\u8bb8\u53ef\u6e05\u6670&#xff0c;\u9002\u5408\u6b27\u6d32\u4e3b\u6743 AI\u3001\u672c\u5730\u5316\u548c\u884c\u4e1a\u5b9a\u5236\u3002Leanstral\u3001Devstral \u7b49\u4e13\u9879\u6a21\u578b\u628a\u5f00\u653e\u5ef6\u4f38\u5230\u5f62\u5f0f\u5316\u8bc1\u660e\u548c\u4ee3\u7801\u4ee3\u7406\u3002<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u90e8\u5206\u6700\u65b0\u5546\u4e1a\u6a21\u578b\u91c7\u7528\u4e0d\u540c\u8bb8\u53ef\u6216\u4ec5\u670d\u52a1\u5316&#xff0c;\u5fc5\u987b\u6309\u5177\u4f53\u7248\u672c\u5224\u65ad&#xff0c;\u4e0d\u80fd\u628a\u6574\u4e2a Mistral \u4ea7\u54c1\u7ebf\u89c6\u4e3a\u540c\u4e00\u5f00\u653e\u7b49\u7ea7\u3002<\/p>\n<h4 id=\"2.%20Falcon%EF%BC%9A%E8%AF%AD%E8%A8%80%E4%B8%BB%E6%9D%83%E4%B8%8E%E6%B7%B7%E5%90%88%E6%9E%B6%E6%9E%84\">2. Falcon&#xff1a;\u8bed\u8a00\u4e3b\u6743\u4e0e\u6df7\u5408\u67b6\u6784<\/h4>\n<p>TII \u7684 Falcon H1\/H1R \u4f7f\u7528 Transformer-Mamba \u6df7\u5408\u7ed3\u6784&#xff0c;\u7a81\u51fa\u957f\u5e8f\u5217\u6548\u7387\u548c\u4f4e\u5185\u5b58&#xff1b;Falcon H1 Arabic \u5219\u96c6\u4e2d\u5efa\u8bbe\u9ad8\u8d28\u91cf\u963f\u62c9\u4f2f\u8bed\u6a21\u578b\u3002[R31]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u8bc1\u660e\u533a\u57df\u5b9e\u9a8c\u5ba4\u53ef\u4ee5\u7528\u5f00\u653e\u6a21\u578b\u5efa\u7acb\u8bed\u8a00\u4e3b\u6743\u3001\u7814\u7a76\u54c1\u724c\u548c\u672c\u5730\u4ea7\u4e1a\u751f\u6001&#xff0c;\u800c\u4e0d\u5fc5\u590d\u5236\u4e2d\u7f8e\u7684\u8d85\u5927\u53c2\u6570\u7ade\u8d5b\u3002<\/p>\n<h4 id=\"3.%20Aya%EF%BC%9A%E6%8A%8A%E5%A4%9A%E8%AF%AD%E8%A8%80%E5%85%AC%E5%B9%B3%E4%BD%9C%E4%B8%BA%E5%BC%80%E6%94%BE%E7%A7%91%E5%AD%A6%E7%9B%AE%E6%A0%87\">3. Aya&#xff1a;\u628a\u591a\u8bed\u8a00\u516c\u5e73\u4f5c\u4e3a\u5f00\u653e\u79d1\u5b66\u76ee\u6807<\/h4>\n<p>Cohere For AI \u7684 Aya \u901a\u8fc7\u5168\u7403\u7814\u7a76\u534f\u4f5c\u3001\u4f4e\u8d44\u6e90\u8bed\u8a00\u6570\u636e\u548c\u591a\u8bed\u6307\u4ee4\u6a21\u578b&#xff0c;\u63a8\u52a8\u5f00\u653e\u6a21\u578b\u670d\u52a1\u66f4\u5e7f\u6cdb\u8bed\u8a00\u793e\u533a\u3002[R30]<\/p>\n<p>\u5ba2\u89c2\u9650\u5236&#xff1a;\u90e8\u5206 Aya \u6a21\u578b\u4f7f\u7528\u975e\u5546\u4e1a\u7814\u7a76\u8bb8\u53ef&#xff0c;\u66f4\u9002\u5408\u79d1\u7814\u3001\u6559\u80b2\u548c\u516c\u76ca\u573a\u666f&#xff1b;\u4f01\u4e1a\u5546\u7528\u9700\u8981\u6838\u9a8c\u7248\u672c\u3002<\/p>\n<h4 id=\"4.%20Liquid%20AI%EF%BC%9A%E7%AB%AF%E4%BE%A7%E6%9E%B6%E6%9E%84%E6%90%9C%E7%B4%A2%E7%9A%84%E4%BB%A3%E8%A1%A8\">4. Liquid AI&#xff1a;\u7aef\u4fa7\u67b6\u6784\u641c\u7d22\u7684\u4ee3\u8868<\/h4>\n<p>LFM2.5-8B-A1B \u4ee5 8.3B \u603b\u53c2\u6570\u30011.5B \u6fc0\u6d3b\u3001128K \u4e0a\u4e0b\u6587\u9762\u5411\u6d88\u8d39\u7ea7\u786c\u4ef6\u5de5\u5177\u8c03\u7528\u3002\u5176\u6df7\u5408\u77ed\u5377\u79ef &#043; \u5c11\u91cf GQA \u67b6\u6784\u901a\u8fc7\u786c\u4ef6\u5728\u73af\u641c\u7d22\u8bbe\u8ba1\u3002[R32]<\/p>\n<p>\u91cd\u70b9\u6210\u5c31&#xff1a;\u4e0d\u662f\u7b80\u5355\u7f29\u5c0f Transformer&#xff0c;\u800c\u662f\u4ece\u786c\u4ef6\u7ea6\u675f\u53cd\u5411\u8bbe\u8ba1\u6a21\u578b&#xff1b;\u5f3a\u5316 CPU\u3001NPU \u548c\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684\u672c\u5730 AI\u3002<\/p>\n<h2 id=\"%E5%85%AD%E3%80%81%E8%AE%B8%E5%8F%AF%E3%80%81%E6%B2%BB%E7%90%86%E4%B8%8E%E2%80%9C%E5%BC%80%E6%94%BE%E6%9D%83%E9%87%8D%E4%B8%8D%E7%AD%89%E4%BA%8E%E5%8F%AF%E5%95%86%E7%94%A8%E2%80%9D\">\u516d\u3001\u8bb8\u53ef\u3001\u6cbb\u7406\u4e0e\u201c\u5f00\u653e\u6743\u91cd\u4e0d\u7b49\u4e8e\u53ef\u5546\u7528\u201d<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"447\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730004050-6a6a9d929e46c.png\" width=\"800\" \/><\/p>\n<p>\u8bb8\u53ef\u662f\u6a21\u578b\u9009\u578b\u4e2d\u7684\u786c\u7ea6\u675f\u3002Apache-2.0 \u548c MIT \u901a\u5e38\u5141\u8bb8\u5546\u4e1a\u4f7f\u7528\u3001\u4fee\u6539\u548c\u518d\u5206\u53d1&#xff0c;\u4f46\u4ecd\u9700\u4fdd\u7559\u7248\u6743\u4e0e\u8bb8\u53ef\u6587\u672c&#xff1b;Llama\u3001Gemma\u3001Kimi\u3001NVIDIA\u3001Falcon \u7b49\u81ea\u5b9a\u4e49\u8bb8\u53ef\u53ef\u80fd\u52a0\u5165\u89c4\u6a21\u9608\u503c\u3001\u7528\u9014\u9650\u5236\u3001\u54c1\u724c\u5c55\u793a\u6216\u518d\u5206\u53d1\u8981\u6c42&#xff1b;\u975e\u5546\u4e1a\u8bb8\u53ef\u5219\u4e0d\u80fd\u9ed8\u8ba4\u7528\u4e8e\u6536\u5165\u76f8\u5173\u4ea7\u54c1\u3002<\/p>\n<p>\u4f01\u4e1a\u5e94\u5efa\u7acb Model BOM&#xff08;\u6a21\u578b\u7269\u6599\u6e05\u5355&#xff09;&#xff0c;\u81f3\u5c11\u8bb0\u5f55&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u6743\u91cd\u4e0e\u7248\u672c\u54c8\u5e0c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u8bb8\u53ef\u3001\u4ee3\u7801\u8bb8\u53ef\u3001\u6570\u636e\u8bb8\u53ef&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u662f\u5426\u5305\u542b\u8fdc\u7a0b\u81ea\u5b9a\u4e49\u4ee3\u7801&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91cf\u5316\u3001\u84b8\u998f\u548c\u5fae\u8c03\u884d\u751f\u7248\u672c\u7684\u6765\u6e90&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u63a8\u7406\u5f15\u64ce\u3001\u7b97\u5b50\u3001\u5bb9\u5668\u4e0e\u9a71\u52a8\u7248\u672c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5b89\u5168\u8bc4\u6d4b\u3001\u7ea2\u961f\u7ed3\u679c\u548c\u5df2\u77e5\u9650\u5236&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8f93\u51fa\u5f52\u5c5e\u3001\u9690\u79c1\u3001\u5730\u57df\u548c\u4e0b\u6e38\u518d\u5206\u53d1\u6761\u6b3e\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6b27\u76df AI Act \u5df2\u5bf9\u901a\u7528 AI \u6a21\u578b\u63d0\u51fa\u6280\u672f\u6587\u6863\u3001\u4e0b\u6e38\u4fe1\u606f\u548c\u8bad\u7ec3\u5185\u5bb9\u900f\u660e\u5ea6\u7b49\u4e49\u52a1&#xff0c;\u5f00\u653e\u53d1\u5e03\u5e76\u4e0d\u81ea\u52a8\u514d\u9664\u6240\u6709\u8d23\u4efb\u3002[R46] Linux Foundation \u7684 OpenMDW \u7b49\u65b0\u578b\u6a21\u578b\u8bb8\u53ef\u6846\u67b6\u4e5f\u5728\u5c1d\u8bd5\u628a\u6743\u91cd\u3001\u67b6\u6784\u3001\u4ee3\u7801\u3001\u6570\u636e\u548c\u6587\u6863\u7eb3\u5165\u66f4\u5b8c\u6574\u7684\u8bb8\u53ef\u5bf9\u8c61\u3002[R47]<\/p>\n<h2 id=\"%E4%B8%83%E3%80%81%E5%85%A8%E7%90%83%E5%8C%BA%E5%9F%9F%E6%A0%BC%E5%B1%80%EF%BC%9A%E5%BC%80%E6%94%BE%E5%B7%B2%E6%88%90%E4%B8%BA%E4%BA%A7%E4%B8%9A%E6%94%BF%E7%AD%96%E4%B8%8E%E4%B8%BB%E6%9D%83%E8%83%BD%E5%8A%9B\">\u4e03\u3001\u5168\u7403\u533a\u57df\u683c\u5c40&#xff1a;\u5f00\u653e\u5df2\u6210\u4e3a\u4ea7\u4e1a\u653f\u7b56\u4e0e\u4e3b\u6743\u80fd\u529b<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"397\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730004051-6a6a9d9307a4f.png\" width=\"800\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E4%B8%AD%E5%9B%BD%EF%BC%9A%E7%94%A8%E9%AB%98%E9%A2%91%E5%BC%80%E6%94%BE%E7%BC%A9%E7%9F%AD%E7%94%9F%E6%80%81%E5%8F%8D%E9%A6%88%E5%91%A8%E6%9C%9F\">&#xff08;\u4e00&#xff09;\u4e2d\u56fd&#xff1a;\u7528\u9ad8\u9891\u5f00\u653e\u7f29\u77ed\u751f\u6001\u53cd\u9988\u5468\u671f<\/h3>\n<p>\u4e2d\u56fd\u6a21\u578b\u5382\u5546\u5728 2025\u20142026 \u5e74\u5f62\u6210\u4e86\u6700\u5bc6\u96c6\u7684\u9ad8\u53c2\u6570\u5f00\u653e\u6743\u91cd\u53d1\u5e03\u7fa4&#xff1a;Qwen\u3001DeepSeek\u3001Kimi\u3001GLM\u3001MiniMax\u3001Hy3\u3001ERNIE\u3001Seed\u3001Step\u3001InternLM \u7b49\u8986\u76d6\u901a\u7528\u3001\u63a8\u7406\u3001\u4ee3\u7801\u3001\u89c6\u89c9\u3001\u8bed\u97f3\u3001\u79d1\u5b66\u548c\u7aef\u4fa7\u3002\u5176\u5171\u540c\u7279\u5f81\u662f&#xff1a;MoE\u3001\u9ad8\u6fc0\u6d3b\u6548\u7387\u3001\u5de5\u5177\u8c03\u7528\u3001\u4e2d\u6587\u4e0e\u591a\u8bed\u8a00\u3001\u56fd\u4ea7\u786c\u4ef6\u9002\u914d\u3001\u5feb\u901f\u4ea7\u54c1\u53cd\u9988\u3002<\/p>\n<p>\u8fd9\u79cd\u7b56\u7565\u7684\u4ef7\u503c\u5728\u4e8e\u628a\u6a21\u578b\u80fd\u529b\u5feb\u901f\u6269\u6563\u7ed9\u4e91\u5382\u5546\u3001\u82af\u7247\u5382\u5546\u3001\u5e94\u7528\u56e2\u961f\u548c\u9ad8\u6821&#xff1b;\u4ee3\u4ef7\u662f\u4e0d\u540c\u9879\u76ee\u7684\u8bb8\u53ef\u3001\u6570\u636e\u900f\u660e\u5ea6\u548c\u957f\u671f\u7ef4\u62a4\u8d28\u91cf\u5dee\u5f02\u8f83\u5927\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E7%BE%8E%E5%9B%BD%EF%BC%9A%E4%BB%8E%E5%8D%95%E4%B8%80%E5%BC%80%E6%94%BE%E6%88%98%E7%95%A5%E8%BD%AC%E5%90%91%E5%88%86%E5%B1%82%E7%BB%84%E5%90%88\">&#xff08;\u4e8c&#xff09;\u7f8e\u56fd&#xff1a;\u4ece\u5355\u4e00\u5f00\u653e\u6218\u7565\u8f6c\u5411\u5206\u5c42\u7ec4\u5408<\/h3>\n<p>\u7f8e\u56fd\u751f\u6001\u5448\u73b0\u660e\u663e\u5206\u5c42&#xff1a;OpenAI \u53d1\u5e03 gpt-oss \u4f46\u4fdd\u7559\u6700\u524d\u6cbf\u95ed\u6e90\u670d\u52a1&#xff1b;Meta \u4fdd\u7559 Llama 4 \u5f00\u653e\u751f\u6001&#xff0c;\u540c\u65f6 Muse \u524d\u6cbf\u4ea7\u54c1\u95ed\u6e90&#xff1b;Google \u7528 Gemma \u6df1\u8015\u7aef\u4fa7&#xff1b;Microsoft \u7528 Phi \u505a\u5c0f\u800c\u4e13&#xff1b;Ai2 \u505a\u5b8c\u6574\u5f00\u653e\u79d1\u5b66&#xff1b;IBM \u505a\u4f01\u4e1a\u6cbb\u7406&#xff1b;NVIDIA \u7528 Nemotron \u8054\u52a8\u786c\u4ef6\u548c\u4ee3\u7406\u6808\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u201c\u7f8e\u56fd\u662f\u5426\u5f00\u653e\u201d\u4e0d\u662f\u4e00\u4e2a\u95ee\u9898&#xff0c;\u6b63\u786e\u95ee\u9898\u662f&#xff1a;\u54ea\u4e00\u5c42\u5f00\u653e\u3001\u5f00\u653e\u5230\u4ec0\u4e48\u7a0b\u5ea6\u3001\u5f00\u653e\u670d\u52a1\u4e8e\u54ea\u79cd\u5546\u4e1a\u6a21\u5f0f\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E6%AC%A7%E6%B4%B2%EF%BC%9A%E5%BC%80%E6%94%BE%E8%AE%B8%E5%8F%AF%E4%B8%8E%E4%B8%BB%E6%9D%83%E9%83%A8%E7%BD%B2%E5%BD%A2%E6%88%90%E6%88%98%E7%95%A5%E4%B8%80%E8%87%B4%E6%80%A7\">&#xff08;\u4e09&#xff09;\u6b27\u6d32&#xff1a;\u5f00\u653e\u8bb8\u53ef\u4e0e\u4e3b\u6743\u90e8\u7f72\u5f62\u6210\u6218\u7565\u4e00\u81f4\u6027<\/h3>\n<p>Mistral \u7684 Apache \u7cfb\u5217\u4e0e\u6b27\u6d32\u672c\u5730\u4e91\u3001\u6570\u636e\u4e3b\u6743\u548c\u76d1\u7ba1\u73af\u5883\u9ad8\u5ea6\u5951\u5408\u3002\u6b27\u6d32\u8def\u7ebf\u4e0d\u4e00\u5b9a\u8ffd\u9010\u6700\u5927\u53c2\u6570&#xff0c;\u800c\u662f\u5f3a\u8c03&#xff1a;\u6743\u91cd\u53ef\u63a7\u3001\u90e8\u7f72\u4f4d\u7f6e\u53ef\u63a7\u3001\u8bb8\u53ef\u53ef\u7528\u3001\u8bed\u8a00\u4e0e\u884c\u4e1a\u53ef\u5b9a\u5236\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E4%B8%AD%E4%B8%9C%E4%B8%8E%E5%85%A8%E7%90%83%E5%BC%80%E6%94%BE%E7%A7%91%E5%AD%A6%EF%BC%9A%E8%AF%AD%E8%A8%80%E4%B8%BB%E6%9D%83%E5%92%8C%E5%85%AC%E5%85%B1%E5%93%81\">&#xff08;\u56db&#xff09;\u4e2d\u4e1c\u4e0e\u5168\u7403\u5f00\u653e\u79d1\u5b66&#xff1a;\u8bed\u8a00\u4e3b\u6743\u548c\u516c\u5171\u54c1<\/h3>\n<p>Falcon \u4ee5\u963f\u62c9\u4f2f\u8bed\u548c\u6df7\u5408\u67b6\u6784\u5efa\u7acb\u533a\u57df\u6a21\u578b\u80fd\u529b&#xff1b;Aya\u3001OLMo \u7b49\u9879\u76ee\u5219\u628a\u5f00\u653e\u89c6\u4e3a\u5168\u7403\u8bed\u8a00\u516c\u5e73\u3001\u79d1\u5b66\u590d\u73b0\u548c\u516c\u5171\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u4eec\u63d0\u9192\u5e02\u573a&#xff1a;\u5f00\u653e\u6a21\u578b\u7684\u4ef7\u503c\u4e0d\u53ea\u4f53\u73b0\u5728\u5546\u4e1a\u699c\u5355&#xff0c;\u8fd8\u4f53\u73b0\u5728\u7814\u7a76\u53ef\u9a8c\u8bc1\u6027\u3001\u6587\u5316\u8986\u76d6\u548c\u6559\u80b2\u53ef\u53ca\u6027\u3002<\/p>\n<h2 id=\"%E5%85%AB%E3%80%81%E5%B7%A5%E5%85%B7%E9%93%BE%E8%BF%9B%E5%B1%95%EF%BC%9A%E6%A8%A1%E5%9E%8B%E6%A0%BC%E5%BC%8F%E6%AD%A3%E5%9C%A8%E6%88%90%E4%B8%BA%E5%BC%80%E6%94%BE%E7%94%9F%E6%80%81%E7%9A%84%E2%80%9CABI%E2%80%9D\">\u516b\u3001\u5de5\u5177\u94fe\u8fdb\u5c55&#xff1a;\u6a21\u578b\u683c\u5f0f\u6b63\u5728\u6210\u4e3a\u5f00\u653e\u751f\u6001\u7684\u201cABI\u201d<\/h2>\n<p>2026 \u5e74\u6a21\u578b\u662f\u5426\u6210\u529f&#xff0c;\u5f88\u5927\u7a0b\u5ea6\u53d6\u51b3\u4e8e\u80fd\u5426\u88ab\u4e3b\u6d41\u5de5\u5177\u94fe\u8fc5\u901f\u63a5\u5165\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E6%A8%A1%E5%9E%8B%E5%AE%9A%E4%B9%89%E5%B1%82%EF%BC%9ATransformers%20%E4%BB%8D%E6%98%AF%E4%BA%8B%E5%AE%9E%E6%9E%A2%E7%BA%BD\">&#xff08;\u4e00&#xff09;\u6a21\u578b\u5b9a\u4e49\u5c42&#xff1a;Transformers \u4ecd\u662f\u4e8b\u5b9e\u67a2\u7ebd<\/h3>\n<p>Hugging Face Transformers \u7edf\u4e00\u6a21\u578b\u914d\u7f6e\u3001\u6743\u91cd\u52a0\u8f7d\u3001\u5904\u7406\u5668\u548c\u751f\u6210\u63a5\u53e3&#xff0c;\u5e76\u6210\u4e3a\u8bad\u7ec3\u6846\u67b6\u3001\u63a8\u7406\u5f15\u64ce\u548c\u672c\u5730\u5de5\u5177\u4e4b\u95f4\u7684\u67a2\u7ebd\u3002[R36] \u65b0\u6a21\u578b\u82e5\u9700\u8981\u957f\u671f\u4f9d\u8d56 trust_remote_code&#xff0c;\u901a\u5e38\u610f\u5473\u7740\u751f\u6001\u9002\u914d\u5c1a\u672a\u6210\u719f&#xff0c;\u4e5f\u589e\u52a0\u4f9b\u5e94\u94fe\u98ce\u9669\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E6%95%B0%E6%8D%AE%E4%B8%AD%E5%BF%83%E6%8E%A8%E7%90%86%EF%BC%9AvLLM%20%E4%B8%8E%20SGLang%20%E5%8F%8C%E5%BC%BA\">&#xff08;\u4e8c&#xff09;\u6570\u636e\u4e2d\u5fc3\u63a8\u7406&#xff1a;vLLM \u4e0e SGLang \u53cc\u5f3a<\/h3>\n<p>vLLM \u901a\u8fc7 PagedAttention\u3001\u8fde\u7eed\u6279\u5904\u7406\u3001\u524d\u7f00\u7f13\u5b58\u3001\u91cf\u5316\u548c\u591a\u79cd\u5e76\u884c\u65b9\u5f0f\u63d0\u4f9b\u9ad8\u541e\u5410\u670d\u52a1&#xff1b;SGLang \u5f3a\u8c03\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u541e\u5410\u3001Radix \u7f13\u5b58\u3001\u7ed3\u6784\u5316\u751f\u6210\u4ee5\u53ca\u5bf9\u591a\u79cd GPU\u3001CPU\u3001TPU \u548c NPU \u7684\u652f\u6301\u3002[R33][R34]<\/p>\n<p>\u6a21\u578b\u53d1\u5e03\u540e\u80fd\u5426\u5728\u6570\u5929\u5185\u83b7\u5f97 vLLM\/SGLang \u652f\u6301&#xff0c;\u5df2\u7ecf\u6210\u4e3a\u751f\u6001\u6210\u719f\u5ea6\u6307\u6807\u3002Qwen\u3001DeepSeek\u3001Kimi\u3001GLM\u3001MiniMax\u3001Hy3 \u7b49\u5b98\u65b9\u6587\u6863\u901a\u5e38\u76f4\u63a5\u7ed9\u51fa\u8fd9\u4e24\u79cd\u90e8\u7f72\u65b9\u5f0f\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E6%9C%AC%E5%9C%B0%E4%B8%8E%E8%BE%B9%E7%BC%98%EF%BC%9Allama.cpp%E3%80%81GGUF%E3%80%81MLX%20%E5%92%8C%E7%AB%AF%E4%BE%A7%E8%BF%90%E8%A1%8C%E6%97%B6\">&#xff08;\u4e09&#xff09;\u672c\u5730\u4e0e\u8fb9\u7f18&#xff1a;llama.cpp\u3001GGUF\u3001MLX \u548c\u7aef\u4fa7\u8fd0\u884c\u65f6<\/h3>\n<p>llama.cpp \u4ee5\u6700\u5c11\u4f9d\u8d56\u5728\u5e7f\u6cdb\u786c\u4ef6\u4e0a\u8fd0\u884c\u6a21\u578b&#xff0c;\u5e76\u7528 GGUF \u5f62\u6210\u91cf\u5316\u6a21\u578b\u4ea4\u6362\u683c\u5f0f\u3002[R35] Apple Silicon \u4e0a\u7684 MLX\u3001Android\/\u5d4c\u5165\u5f0f\u4e0a\u7684 LiteRT\/ExecuTorch&#xff0c;\u4ee5\u53ca\u5382\u5546 NPU \u8fd0\u884c\u65f6&#xff0c;\u5171\u540c\u63a8\u52a8 1B\u201315B \u6a21\u578b\u8fdb\u5165\u4e2a\u4eba\u8bbe\u5907\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E5%BE%AE%E8%B0%83%E4%B8%8E%E5%90%8E%E8%AE%AD%E7%BB%83%EF%BC%9A%E4%BB%8E%20LoRA%20%E5%B7%A5%E5%8E%82%E8%B5%B0%E5%90%91%E4%BB%A3%E7%90%86%20RL%20%E5%B9%B3%E5%8F%B0\">&#xff08;\u56db&#xff09;\u5fae\u8c03\u4e0e\u540e\u8bad\u7ec3&#xff1a;\u4ece LoRA \u5de5\u5382\u8d70\u5411\u4ee3\u7406 RL \u5e73\u53f0<\/h3>\n<p>LLaMA-Factory \u7b49\u9879\u76ee\u628a SFT\u3001LoRA\u3001DPO\u3001GRPO \u548c\u591a\u6a21\u578b\u9002\u914d\u4ea7\u54c1\u5316&#xff1b;OpenRLHF\u3001verl \u7b49\u5219\u9762\u5411\u5927\u89c4\u6a21 RL\u3001\u5956\u52b1\u6a21\u578b\u3001\u5206\u5e03\u5f0f rollout \u548c\u5f02\u6b65\u8bad\u7ec3\u3002[R37][R38][R39]<\/p>\n<p>\u771f\u6b63\u7684\u5dee\u8ddd\u6b63\u5728\u4ece\u201c\u4f1a\u4e0d\u4f1a\u5fae\u8c03\u201d\u8f6c\u5411&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u80fd\u5426\u6301\u7eed\u751f\u6210\u9ad8\u8d28\u91cf\u53ef\u9a8c\u8bc1\u4efb\u52a1&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u5e76\u884c\u8fd0\u884c\u6570\u5343\u5230\u6570\u4e07\u4e2a\u73af\u5883&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u68c0\u6d4b\u5956\u52b1\u9ed1\u5ba2\u3001\u6a21\u5f0f\u574d\u7f29\u548c\u8bc4\u6d4b\u6cc4\u6f0f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u628a\u5931\u8d25\u8f68\u8ff9\u8f6c\u5316\u4e3a\u4e0b\u4e00\u8f6e\u8bfe\u7a0b\u6570\u636e\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"%EF%BC%88%E4%BA%94%EF%BC%89%E8%AF%84%E6%B5%8B%EF%BC%9A%E5%8F%AF%E9%87%8D%E5%A4%8D%E6%80%A7%E6%AF%94%E6%A6%9C%E5%8D%95%E5%90%8D%E6%AC%A1%E6%9B%B4%E7%A8%80%E7%BC%BA\">&#xff08;\u4e94&#xff09;\u8bc4\u6d4b&#xff1a;\u53ef\u91cd\u590d\u6027\u6bd4\u699c\u5355\u540d\u6b21\u66f4\u7a00\u7f3a<\/h3>\n<p>OpenCompass\u3001lm-evaluation-harness\u3001OLMES \u548c HELM \u7b49\u9879\u76ee\u63d0\u4f9b\u7edf\u4e00\u4efb\u52a1\u3001\u914d\u7f6e\u3001\u62a5\u544a\u548c\u53ef\u91cd\u590d\u8bc4\u6d4b\u57fa\u7840\u3002[R40][R41][R42][R43] \u4f46\u667a\u80fd\u4f53\u8bc4\u6d4b\u4ecd\u7136\u56f0\u96be&#xff0c;\u56e0\u4e3a\u7ed3\u679c\u9ad8\u5ea6\u4f9d\u8d56\u5de5\u5177\u3001\u73af\u5883\u7248\u672c\u3001\u7f51\u7edc\u72b6\u6001\u3001\u9884\u7b97\u548c\u968f\u673a\u6027\u3002<\/p>\n<p>\u5efa\u8bae\u4f01\u4e1a\u91c7\u7528\u56db\u5c42\u8bc4\u6d4b&#xff1a;<\/p>\n<li>\n<p>\u9759\u6001\u80fd\u529b&#xff1a;\u77e5\u8bc6\u3001\u63a8\u7406\u3001\u8bed\u8a00\u3001\u89c6\u89c9\u3001\u4ee3\u7801&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5de5\u5177\u80fd\u529b&#xff1a;\u51fd\u6570\u8c03\u7528\u3001JSON\u3001\u6743\u9650\u548c\u9519\u8bef\u6062\u590d&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7aef\u5230\u7aef\u4efb\u52a1&#xff1a;\u771f\u5b9e\u4ed3\u5e93\u3001\u771f\u5b9e\u6587\u6863\u3001\u771f\u5b9e\u4e1a\u52a1\u6d41\u7a0b&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8fd0\u8425\u6307\u6807&#xff1a;\u6210\u529f\u7387\u3001\u4eba\u5de5\u63a5\u7ba1\u7387\u3001\u65f6\u5ef6\u3001GPU\u5c0f\u65f6\u3001\u4e8b\u6545\u7387\u548c\u56de\u6eda\u7387\u3002<\/p>\n<\/li>\n<h2 id=\"%E4%B9%9D%E3%80%81%E6%95%B0%E6%8D%AE%E8%BF%9B%E5%B1%95%EF%BC%9A%E5%85%AC%E5%BC%80%E8%AF%AD%E6%96%99%E3%80%81%E5%90%88%E6%88%90%E6%95%B0%E6%8D%AE%E4%B8%8E%E5%8F%AF%E9%AA%8C%E8%AF%81%E7%8E%AF%E5%A2%83\">\u4e5d\u3001\u6570\u636e\u8fdb\u5c55&#xff1a;\u516c\u5f00\u8bed\u6599\u3001\u5408\u6210\u6570\u636e\u4e0e\u53ef\u9a8c\u8bc1\u73af\u5883<\/h2>\n<p>\u5f00\u653e\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u6b63\u5728\u5f62\u6210\u4e09\u5c42\u7ed3\u6784&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u901a\u7528\u5f00\u653e\u8bed\u6599&#xff1a;Dolma\u3001FineWeb \u7b49\u63d0\u4f9b\u5927\u89c4\u6a21\u6e05\u6d17\u7f51\u9875\u548c\u6587\u6863&#xff0c;\u6539\u5584\u53ef\u590d\u73b0\u9884\u8bad\u7ec3&#xff1b;[R44][R45]<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u8d28\u91cf\u5408\u6210\u6570\u636e&#xff1a;\u7531\u5f3a\u6a21\u578b\u751f\u6210\u63a8\u7406\u3001\u4ee3\u7801\u3001\u5de5\u5177\u8f68\u8ff9&#xff0c;\u518d\u901a\u8fc7\u89c4\u5219\u3001\u6267\u884c\u5668\u6216\u9a8c\u8bc1\u5668\u7b5b\u9009&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4ea4\u4e92\u73af\u5883\u6570\u636e&#xff1a;\u6a21\u578b\u5728\u4ee3\u7801\u6c99\u76d2\u3001\u6d4f\u89c8\u5668\u3001\u6e38\u620f\u3001\u6570\u636e\u5e93\u3001\u673a\u5668\u4eba\u4eff\u771f\u4e2d\u884c\u52a8&#xff0c;\u83b7\u5f97\u7ed3\u679c\u53cd\u9988\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5408\u6210\u6570\u636e\u89e3\u51b3\u4e86\u7a00\u7f3a\u9ad8\u8d28\u91cf\u76d1\u7763\u95ee\u9898&#xff0c;\u4f46\u4e5f\u5e26\u6765\u6559\u5e08\u504f\u5dee\u590d\u5236\u3001\u98ce\u683c\u540c\u8d28\u5316\u548c\u6a21\u578b\u574d\u7f29\u98ce\u9669\u3002\u672a\u6765\u9ad8\u4ef7\u503c\u6570\u636e\u4e0d\u4e00\u5b9a\u662f\u66f4\u591a\u6587\u672c&#xff0c;\u800c\u662f \u5e26\u72b6\u6001\u3001\u52a8\u4f5c\u3001\u7ed3\u679c\u3001\u5931\u8d25\u539f\u56e0\u548c\u9a8c\u8bc1\u4fe1\u53f7\u7684\u8f68\u8ff9\u3002<\/p>\n<p>Seed-OSS \u540c\u65f6\u53d1\u5e03\u542b\/\u4e0d\u542b\u5408\u6210\u6570\u636e\u7684\u57fa\u7840\u7248\u672c&#xff0c;\u662f\u503c\u5f97\u5173\u6ce8\u7684\u7814\u7a76\u8bbe\u8ba1&#xff1b;OLMo \u7684\u6570\u636e\u8ffd\u6eaf\u5219\u4f7f\u7814\u7a76\u8005\u80fd\u68c0\u9a8c\u77e5\u8bc6\u6765\u6e90&#xff1b;Qwen AgentWorld\u3001GLM \u957f\u7a0b\u4efb\u52a1\u3001MiniMax \u81ea\u6211\u4f18\u5316\u7b49\u9879\u76ee\u8868\u660e&#xff0c;\u73af\u5883\u5c06\u6210\u4e3a\u65b0\u4e00\u4ee3\u201c\u6570\u636e\u96c6\u201d\u3002<\/p>\n<h2 id=\"%E5%8D%81%E3%80%81%E5%BC%80%E6%94%BE%E6%99%BA%E8%83%BD%E4%BD%93%EF%BC%9A%E6%A8%A1%E5%9E%8B%E3%80%81%E7%8E%AF%E5%A2%83%E4%B8%8E%E9%AA%8C%E8%AF%81%E5%99%A8%E7%9A%84%E9%97%AD%E7%8E%AF\">\u5341\u3001\u5f00\u653e\u667a\u80fd\u4f53&#xff1a;\u6a21\u578b\u3001\u73af\u5883\u4e0e\u9a8c\u8bc1\u5668\u7684\u95ed\u73af<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"479\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730004051-6a6a9d935c2f3.png\" width=\"800\" \/><\/p>\n<p>\u4e00\u4e2a\u53ef\u7528\u7684\u667a\u80fd\u4f53\u81f3\u5c11\u9700\u8981\u4e03\u4e2a\u7ec4\u4ef6&#xff1a;\u76ee\u6807\u4e0e\u7ea6\u675f\u3001\u89c4\u5212\u4e0e\u5206\u89e3\u3001\u6a21\u578b\u63a8\u7406\u3001\u5de5\u5177\u4e0e\u73af\u5883\u3001\u9a8c\u8bc1\u53cd\u9988\u3001\u8bb0\u5fc6\u72b6\u6001\u3001\u590d\u76d8\u4e0e\u518d\u89c4\u5212\u3002<\/p>\n<p>2026 \u5e74\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u96c6\u4e2d\u5728&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u957f\u7a0b\u4e00\u81f4\u6027&#xff1a;\u6570\u767e\u8f6e\u540e\u4ecd\u4fdd\u6301\u76ee\u6807\u3001\u7ea6\u675f\u548c\u4ee3\u7801\u72b6\u6001&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5931\u8d25\u6062\u590d&#xff1a;\u8bc6\u522b\u5de5\u5177\u8d85\u65f6\u3001\u6743\u9650\u9519\u8bef\u3001\u6d4b\u8bd5\u5931\u8d25\u5e76\u5c40\u90e8\u56de\u6eda&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u81ea\u6211\u8bc4\u4f30&#xff1a;\u5728\u6ca1\u6709\u660e\u786e\u6570\u503c\u5956\u52b1\u65f6\u5224\u65ad\u8d28\u91cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u591a\u4ee3\u7406\u5e76\u884c&#xff1a;\u628a\u68c0\u7d22\u3001\u7f16\u7801\u3001\u6d4b\u8bd5\u3001\u5ba1\u9605\u5206\u7ed9\u4e0d\u540c\u4ee3\u7406&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5b89\u5168\u6267\u884c&#xff1a;\u6c99\u76d2\u3001\u6700\u5c0f\u6743\u9650\u3001\u7f51\u7edc\u8fb9\u754c\u548c\u4eba\u7c7b\u6279\u51c6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8f68\u8ff9\u538b\u7f29&#xff1a;\u628a\u957f\u5386\u53f2\u8f6c\u4e3a\u7ed3\u6784\u5316\u72b6\u6001&#xff0c;\u800c\u4e0d\u662f\u65e0\u9650\u8ffd\u52a0 token\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u591a\u4ee3\u7406\u5e76\u4e0d\u81ea\u52a8\u63d0\u5347\u6548\u679c\u3002\u5b83\u589e\u52a0\u534f\u8c03\u3001\u91cd\u590d\u52b3\u52a8\u548c\u9519\u8bef\u4f20\u64ad\u3002\u53ea\u6709\u4efb\u52a1\u53ef\u5206\u89e3\u3001\u9a8c\u8bc1\u5668\u53ef\u9760\u3001\u901a\u4fe1\u6210\u672c\u53ef\u63a7\u65f6&#xff0c;Agent Swarm \u624d\u53ef\u80fd\u6bd4\u5355\u4ee3\u7406\u66f4\u4f18\u3002<\/p>\n<h2 id=\"%E5%8D%81%E4%B8%80%E3%80%81%E5%AE%A2%E8%A7%82%E6%AF%94%E8%BE%83%EF%BC%9A%E5%A6%82%E4%BD%95%E7%90%86%E8%A7%A3%E5%90%84%E4%B8%BB%E5%8A%9B%E6%A8%A1%E5%9E%8B%E7%9A%84%E2%80%9C%E9%87%8D%E7%82%B9%E6%88%90%E5%B0%B1%E2%80%9D\">\u5341\u4e00\u3001\u5ba2\u89c2\u6bd4\u8f83&#xff1a;\u5982\u4f55\u7406\u89e3\u5404\u4e3b\u529b\u6a21\u578b\u7684\u201c\u91cd\u70b9\u6210\u5c31\u201d<\/h2>\n<p>\u5f00\u653e\u6a21\u578b\u7684\u6210\u5c31\u53ef\u5206\u4e3a\u4e94\u7c7b&#xff0c;\u4e0d\u80fd\u53ea\u770b\u901a\u7528\u57fa\u51c6&#xff1a;<\/p>\n<li>\n<p>\u80fd\u529b\u524d\u6cbf&#xff1a;DeepSeek-R1 \u7684 RL \u63a8\u7406\u3001GLM\/Kimi\/Qwen \u7684\u957f\u7a0b\u4ee3\u7406\u3001Llama\/Qwen\/Kimi \u7684\u539f\u751f\u591a\u6a21\u6001&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6548\u7387\u524d\u6cbf&#xff1a;Qwen3.6 A3B\u3001gpt-oss A5.1B\u3001Step A11B\u3001LFM A1.5B \u7b49\u667a\u80fd\u5bc6\u5ea6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5f00\u653e\u524d\u6cbf&#xff1a;OLMo \u7684\u5b8c\u6574\u6a21\u578b\u6d41\u3001Mistral\/Qwen\/gpt-oss\/Granite \u7684\u5bbd\u677e\u8bb8\u53ef&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u90e8\u7f72\u524d\u6cbf&#xff1a;Gemma\u3001Phi\u3001LFM\u3001Falcon\u3001Granite Nano \u7684\u7aef\u4fa7\u4e0e\u4e13\u7528\u6a21\u578b&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u751f\u6001\u524d\u6cbf&#xff1a;Qwen\u3001Llama\u3001NVIDIA\u3001Hugging Face \u5de5\u5177\u94fe\u7684\u6a21\u578b\u2014\u6846\u67b6\u2014\u786c\u4ef6\u534f\u540c\u3002<\/p>\n<\/li>\n<p>\u56e0\u6b64&#xff0c;\u4e0d\u5b58\u5728\u8131\u79bb\u7ea6\u675f\u7684\u201c\u6700\u4f73\u5f00\u653e\u6a21\u578b\u201d\u3002\u5bf9\u79d1\u7814\u673a\u6784&#xff0c;OLMo \u7684\u53ef\u8ffd\u6eaf\u6027\u53ef\u80fd\u6bd4\u66f4\u9ad8\u699c\u5355\u5206\u6570\u91cd\u8981&#xff1b;\u5bf9\u91d1\u878d\u4f01\u4e1a&#xff0c;\u8bb8\u53ef\u3001\u6570\u636e\u9a7b\u7559\u548c\u7a33\u5b9a JSON \u53ef\u80fd\u6bd4\u521b\u610f\u5199\u4f5c\u91cd\u8981&#xff1b;\u5bf9\u624b\u673a\u5e94\u7528&#xff0c;12B \u4ee5\u4e0b\u6a21\u578b\u7684\u5ef6\u8fdf\u4e0e\u529f\u8017\u624d\u662f\u6838\u5fc3&#xff1b;\u5bf9\u4ee3\u7801\u4ee3\u7406&#xff0c;\u957f\u65f6\u5de5\u5177\u8c03\u7528\u548c\u6d4b\u8bd5\u901a\u8fc7\u7387\u6bd4 MMLU \u66f4\u91cd\u8981\u3002<\/p>\n<h2 id=\"%E5%8D%81%E4%BA%8C%E3%80%81%E4%BC%81%E4%B8%9A%E9%80%89%E5%9E%8B%E4%B8%8E%E9%83%A8%E7%BD%B2%E5%BB%BA%E8%AE%AE\">\u5341\u4e8c\u3001\u4f01\u4e1a\u9009\u578b\u4e0e\u90e8\u7f72\u5efa\u8bae<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"440\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730004051-6a6a9d93b6772.png\" width=\"800\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E6%8C%89%E5%9C%BA%E6%99%AF%E5%BB%BA%E7%AB%8B%E5%80%99%E9%80%89%E6%B1%A0\">&#xff08;\u4e00&#xff09;\u6309\u573a\u666f\u5efa\u7acb\u5019\u9009\u6c60<\/h3>\n<ul>\n<li>\n<p>\u5b8c\u6574\u5f00\u653e\u7814\u7a76\u4e0e\u53ef\u5ba1\u8ba1\u6027&#xff1a;OLMo 3 \/ OLMo Hybrid\u3001Dolma\u3001OLMES&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5bbd\u677e\u8bb8\u53ef\u4f01\u4e1a\u90e8\u7f72&#xff1a;Qwen\u3001Mistral\u3001gpt-oss\u3001Phi\u3001Granite\u3001Seed-OSS&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u7aef\u4ee3\u7801\u4e0e\u667a\u80fd\u4f53&#xff1a;Qwen3.6\u3001DeepSeek\u3001GLM-5.2\u3001Kimi K2.5\u3001Hy3\u3001Nemotron 3\u3001Mistral Devstral&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e2d\u6587\u4e0e\u672c\u5730\u5316&#xff1a;Qwen\u3001DeepSeek\u3001GLM\u3001Hy3\u3001ERNIE\u3001Seed\u3001Step\u3001InternLM&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7aef\u4fa7\u548c\u9690\u79c1&#xff1a;Gemma 4\u3001Phi-4\u3001LFM2.5\u3001Granite Nano\u3001Falcon H1\u3001Qwen \u5c0f\u5c3a\u5bf8&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u79d1\u5b66\u4e0e\u4e13\u4e1a\u63a8\u7406&#xff1a;Intern-S1\u3001Phi-4 Vision\u3001Leanstral\u3001\u9886\u57df\u5fae\u8c03\u6a21\u578b\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E5%81%9A%E2%80%9C%E6%80%BB%E6%8B%A5%E6%9C%89%E6%88%90%E6%9C%AC%E2%80%9D%E8%80%8C%E4%B8%8D%E6%98%AF%E5%8F%AA%E7%AE%97%20token%20%E5%8D%95%E4%BB%B7\">&#xff08;\u4e8c&#xff09;\u505a\u201c\u603b\u62e5\u6709\u6210\u672c\u201d\u800c\u4e0d\u662f\u53ea\u7b97 token \u5355\u4ef7<\/h3>\n<p>\u79c1\u6709\u90e8\u7f72\u6210\u672c\u5305\u62ec&#xff1a;\u6743\u91cd\u663e\u5b58\u3001KV cache\u3001\u5197\u4f59\u526f\u672c\u3001\u5cf0\u503c\u5e76\u53d1\u3001\u91cf\u5316\u635f\u5931\u3001\u5de5\u7a0b\u4eba\u529b\u3001\u6846\u67b6\u5347\u7ea7\u3001\u5b89\u5168\u8865\u4e01\u3001\u76d1\u63a7\u3001\u8bc4\u6d4b\u3001\u8bb8\u53ef\u5ba1\u9605\u548c\u6a21\u578b\u66f4\u65b0\u3002API \u6210\u672c\u5219\u5305\u62ec token\u3001\u7f13\u5b58\u3001\u5de5\u5177\u8c03\u7528\u3001\u6570\u636e\u8fb9\u754c\u3001\u4f9b\u5e94\u5546\u9501\u5b9a\u548c\u670d\u52a1\u6ce2\u52a8\u3002<\/p>\n<p>\u4e00\u4e2a\u5e38\u89c1\u6700\u4f18\u89e3\u662f 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id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E5%BB%BA%E7%AB%8B%E6%8C%81%E7%BB%AD%E6%A8%A1%E5%9E%8B%E8%AF%84%E5%AE%A1%EF%BC%8C%E8%80%8C%E4%B8%8D%E6%98%AF%E4%B8%80%E6%AC%A1%E6%80%A7%E9%80%89%E5%9E%8B\">&#xff08;\u4e09&#xff09;\u5efa\u7acb\u6301\u7eed\u6a21\u578b\u8bc4\u5ba1&#xff0c;\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u9009\u578b<\/h3>\n<p>\u5f00\u653e\u6a21\u578b\u66f4\u65b0\u5468\u671f\u5df2\u7ecf\u7f29\u77ed\u5230\u6570\u5468\u6216\u6570\u6708\u3002\u4f01\u4e1a\u5e94\u7ef4\u62a4&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7248\u672c\u51bb\u7ed3\u4e0e\u5347\u7ea7\u7a97\u53e3&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u81ea\u6709\u8bc4\u6d4b\u57fa\u7ebf\u548c\u56de\u5f52\u9608\u503c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u4e0e\u63a8\u7406\u6846\u67b6\u517c\u5bb9\u77e9\u9635&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8bb8\u53ef\u548c\u5b89\u5168\u53d8\u66f4\u76d1\u63a7&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u84dd\u7eff\u53d1\u5e03\u3001\u6d41\u91cf\u955c\u50cf\u548c\u4e00\u952e\u56de\u6eda&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u534f\u8bae\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u7248\u672c\u7ba1\u7406\u3002<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"%E5%8D%81%E4%B8%89%E3%80%81%E9%A3%8E%E9%99%A9%E3%80%81%E5%B1%80%E9%99%90%E4%B8%8E%E5%B8%B8%E8%A7%81%E8%AF%AF%E5%88%A4\">\u5341\u4e09\u3001\u98ce\u9669\u3001\u5c40\u9650\u4e0e\u5e38\u89c1\u8bef\u5224<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"378\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730004052-6a6a9d941d6d7.png\" width=\"800\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E8%AF%AF%E5%88%A4%E4%B8%80%EF%BC%9A%E5%BC%80%E6%BA%90%E4%B8%80%E5%AE%9A%E6%9B%B4%E4%BE%BF%E5%AE%9C\">&#xff08;\u4e00&#xff09;\u8bef\u5224\u4e00&#xff1a;\u5f00\u6e90\u4e00\u5b9a\u66f4\u4fbf\u5b9c<\/h3>\n<p>\u5927\u6a21\u578b\u79c1\u6709\u5316\u53ef\u4ee5\u964d\u4f4e\u9ad8\u5e76\u53d1\u8fb9\u9645\u6210\u672c\u548c\u6570\u636e\u5916\u6d41\u98ce\u9669&#xff0c;\u4f46\u8d85\u5927 MoE \u7684\u6743\u91cd\u3001\u5e76\u884c\u3001\u7f13\u5b58\u548c\u8fd0\u7ef4\u53ef\u80fd\u8fdc\u9ad8\u4e8e 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id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E8%AF%AF%E5%88%A4%E4%B8%89%EF%BC%9A%E6%BF%80%E6%B4%BB%E5%8F%82%E6%95%B0%E7%AD%89%E4%BA%8E%E6%98%BE%E5%AD%98%E9%9C%80%E6%B1%82\">&#xff08;\u4e09&#xff09;\u8bef\u5224\u4e09&#xff1a;\u6fc0\u6d3b\u53c2\u6570\u7b49\u4e8e\u663e\u5b58\u9700\u6c42<\/h3>\n<p>\u6fc0\u6d3b\u53c2\u6570\u5f71\u54cd\u6bcf token \u8ba1\u7b97&#xff0c;\u4f46\u6240\u6709\u4e13\u5bb6\u6743\u91cd\u901a\u5e38\u4ecd\u9700\u9a7b\u7559\u6216\u5206\u7247&#xff1b;MoE \u8fd8\u5f15\u5165\u8def\u7531\u3001\u4e13\u5bb6\u5e76\u884c\u548c\u7f51\u7edc\u901a\u4fe1\u6210\u672c\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E8%AF%AF%E5%88%A4%E5%9B%9B%EF%BC%9A%E5%BC%80%E6%94%BE%E6%9D%83%E9%87%8D%E8%87%AA%E5%8A%A8%E5%8F%AF%E5%AE%A1%E8%AE%A1\">&#xff08;\u56db&#xff09;\u8bef\u5224\u56db&#xff1a;\u5f00\u653e\u6743\u91cd\u81ea\u52a8\u53ef\u5ba1\u8ba1<\/h3>\n<p>\u6ca1\u6709\u8bad\u7ec3\u6570\u636e\u3001\u6570\u636e\u6765\u6e90\u3001\u540e\u8bad\u7ec3\u914d\u65b9\u548c\u4e2d\u95f4\u68c0\u67e5\u70b9&#xff0c;\u53ea\u80fd\u5ba1\u8ba1\u6a21\u578b\u8f93\u51fa\u548c\u5c40\u90e8\u884c\u4e3a&#xff0c;\u96be\u4ee5\u8ffd\u6eaf\u77e5\u8bc6\u6765\u6e90\u548c\u7cfb\u7edf\u6027\u504f\u5dee\u3002OLMo \u7b49\u5b8c\u6574\u5f00\u653e\u9879\u76ee\u5728\u8fd9\u65b9\u9762\u4ecd\u662f\u5c11\u6570\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%94%EF%BC%89%E8%AF%AF%E5%88%A4%E4%BA%94%EF%BC%9A%E6%99%BA%E8%83%BD%E4%BD%93%E5%9F%BA%E5%87%86%E5%8F%AF%E4%BB%A5%E7%9B%B4%E6%8E%A5%E6%AF%94%E8%BE%83%E8%A3%B8%E6%A8%A1%E5%9E%8B\">&#xff08;\u4e94&#xff09;\u8bef\u5224\u4e94&#xff1a;\u667a\u80fd\u4f53\u57fa\u51c6\u53ef\u4ee5\u76f4\u63a5\u6bd4\u8f83\u88f8\u6a21\u578b<\/h3>\n<p>\u4ee3\u7406\u811a\u624b\u67b6\u3001\u5de5\u5177\u63cf\u8ff0\u3001\u8fd0\u884c\u65f6\u95f4\u3001\u91cd\u8bd5\u3001\u7f51\u7edc\u3001\u5e76\u884c\u4ee3\u7406\u6570\u548c\u9884\u7b97\u90fd\u4f1a\u6539\u53d8\u7ed3\u679c\u3002\u5fc5\u987b\u533a\u5206 model-only\u3001model &#043; standard harness\u3001best self-reported harness \u4e09\u79cd\u6210\u7ee9\u3002<\/p>\n<h2 id=\"%E5%8D%81%E5%9B%9B%E3%80%812026%E2%80%942028%20%E6%96%B9%E5%90%91%E5%88%86%E6%9E%90\">\u5341\u56db\u30012026\u20142028 \u65b9\u5411\u5206\u6790<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"520\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260730004052-6a6a9d946d002.png\" width=\"800\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E7%A1%AE%E5%AE%9A%E6%80%A7%E6%9C%80%E9%AB%98%EF%BC%9AMoE%20%E4%B8%8E%E6%B7%B7%E5%90%88%E6%B3%A8%E6%84%8F%E5%8A%9B%E7%BB%A7%E7%BB%AD%E6%99%AE%E5%8F%8A\">&#xff08;\u4e00&#xff09;\u786e\u5b9a\u6027\u6700\u9ad8&#xff1a;MoE \u4e0e\u6df7\u5408\u6ce8\u610f\u529b\u7ee7\u7eed\u666e\u53ca<\/h3>\n<p>\u9ad8\u7aef\u5f00\u653e\u6a21\u578b\u5c06\u7ee7\u7eed\u6269\u5927\u603b\u5bb9\u91cf\u4f46\u538b\u4f4e\u6fc0\u6d3b\u91cf&#xff1b;\u957f\u4e0a\u4e0b\u6587\u67b6\u6784\u4f1a\u8fdb\u4e00\u6b65\u6df7\u5408\u5168\u6ce8\u610f\u529b\u3001\u7a00\u758f\u7d22\u5f15\u3001\u7ebf\u6027\u6ce8\u610f\u529b\u3001\u72b6\u6001\u7a7a\u95f4\u548c\u5377\u79ef\u3002\u63a8\u7406\u5f15\u64ce\u5c06\u56f4\u7ed5\u5f02\u6784\u5c42\u3001\u4e13\u5bb6\u5e76\u884c\u548c\u5206\u79bb\u5f0f prefill\/decode \u4f18\u5316\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E9%AB%98%E5%BD%B1%E5%93%8D%EF%BC%9A%E5%BC%80%E6%94%BE%20RL%20%E7%8E%AF%E5%A2%83%E6%88%90%E4%B8%BA%E6%96%B0%E6%8A%A4%E5%9F%8E%E6%B2%B3\">&#xff08;\u4e8c&#xff09;\u9ad8\u5f71\u54cd&#xff1a;\u5f00\u653e RL \u73af\u5883\u6210\u4e3a\u65b0\u62a4\u57ce\u6cb3<\/h3>\n<p>\u672a\u6765\u6a21\u578b\u5dee\u8ddd\u66f4\u591a\u6765\u81ea\u73af\u5883\u800c\u975e\u7eaf\u8bed\u6599\u3002\u8c01\u80fd\u4f4e\u6210\u672c\u751f\u6210\u53ef\u9a8c\u8bc1\u4efb\u52a1\u3001\u5e76\u884c\u8fd0\u884c\u73af\u5883\u3001\u7a33\u5b9a\u8bad\u7ec3\u957f\u7a0b\u7b56\u7565\u5e76\u9632\u6b62\u5956\u52b1\u9ed1\u5ba2&#xff0c;\u8c01\u5c31\u80fd\u6301\u7eed\u63d0\u5347\u4ee3\u7406\u80fd\u529b\u3002\u5f00\u653e\u793e\u533a\u9700\u8981\u50cf\u6570\u636e\u96c6\u4e00\u6837\u5171\u4eab\u73af\u5883\u3001\u9a8c\u8bc1\u5668\u3001\u5931\u8d25\u8f68\u8ff9\u548c\u590d\u73b0\u5b9e\u9a8c\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E9%AB%98%E5%BD%B1%E5%93%8D%E4%BD%86%E6%97%A9%E6%9C%9F%EF%BC%9A%E6%A8%A1%E5%9E%8B%E8%87%AA%E6%88%91%E6%BC%94%E5%8C%96\">&#xff08;\u4e09&#xff09;\u9ad8\u5f71\u54cd\u4f46\u65e9\u671f&#xff1a;\u6a21\u578b\u81ea\u6211\u6f14\u5316<\/h3>\n<p>MiniMax M2.7\u3001GLM \u957f\u7a0b\u4f18\u5316\u3001\u4ee3\u7801\u4ee3\u7406\u81ea\u52a8\u6539\u8fdb\u811a\u624b\u67b6\u90fd\u6307\u5411\u6a21\u578b\u53c2\u4e0e\u7814\u53d1\u81ea\u8eab\u3002\u77ed\u671f\u5185\u5b83\u66f4\u50cf\u201c\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u201d&#xff0c;\u800c\u4e0d\u662f\u5b8c\u5168\u81ea\u4e3b\u81ea\u6211\u5347\u7ea7\u3002\u5173\u952e\u7ea6\u675f\u662f\u8bc4\u6d4b\u662f\u5426\u53ef\u4fe1\u3001\u6539\u52a8\u662f\u5426\u53ef\u56de\u6eda\u3001\u6a21\u578b\u662f\u5426\u4f1a\u8fc7\u62df\u5408\u5185\u90e8\u57fa\u51c6\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E5%A4%9A%E4%BB%A3%E7%90%86%E5%B0%86%E4%BB%8E%E2%80%9C%E8%A7%92%E8%89%B2%E6%89%AE%E6%BC%94%E2%80%9D%E8%BD%AC%E5%90%91%E7%B3%BB%E7%BB%9F%E8%B0%83%E5%BA%A6\">&#xff08;\u56db&#xff09;\u591a\u4ee3\u7406\u5c06\u4ece\u201c\u89d2\u8272\u626e\u6f14\u201d\u8f6c\u5411\u7cfb\u7edf\u8c03\u5ea6<\/h3>\n<p>\u672a\u6765\u591a\u4ee3\u7406\u7cfb\u7edf\u4f1a\u66f4\u50cf\u5206\u5e03\u5f0f\u8ba1\u7b97&#xff1a;\u6709\u4efb\u52a1\u961f\u5217\u3001\u6743\u9650\u3001\u72b6\u6001\u3001\u6210\u672c\u9884\u7b97\u3001\u8d85\u65f6\u3001\u5ba1\u9605\u548c\u4e00\u81f4\u6027\u534f\u8bae\u3002\u4ee3\u7406\u6570\u91cf\u4e0d\u662f\u80fd\u529b\u6307\u6807&#xff1b;\u6709\u6548\u5e76\u884c\u5ea6\u548c\u53ef\u9a8c\u8bc1\u4ea7\u51fa\u624d\u662f\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%94%EF%BC%89%E7%AB%AF%E4%BE%A7%E6%A8%A1%E5%9E%8B%E4%B8%8E%E4%BA%91%E7%AB%AF%E6%A8%A1%E5%9E%8B%E5%BD%A2%E6%88%90%E5%8D%8F%E5%90%8C\">&#xff08;\u4e94&#xff09;\u7aef\u4fa7\u6a21\u578b\u4e0e\u4e91\u7aef\u6a21\u578b\u5f62\u6210\u534f\u540c<\/h3>\n<p>\u7aef\u4fa7\u539f\u751f\u591a\u6a21\u6001\u3001NPU \u63a8\u7406\u548c\u672c\u5730\u5de5\u5177\u8c03\u7528\u4f1a\u5feb\u901f\u589e\u957f\u3002\u8bbe\u5907\u8d1f\u8d23\u6301\u7eed\u611f\u77e5\u3001\u9690\u79c1\u6570\u636e\u548c\u5b9e\u65f6\u52a8\u4f5c&#xff1b;\u4e91\u7aef\u8d1f\u8d23\u590d\u6742\u89c4\u5212\u3001\u8de8\u57df\u77e5\u8bc6\u548c\u9ad8\u96be\u63a8\u7406\u3002\u5f00\u653e\u6743\u91cd\u4f7f\u8fd9\u79cd\u5206\u5c42\u67b6\u6784\u4e0d\u88ab\u5355\u4e00\u4e91 API \u9501\u5b9a\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%85%AD%EF%BC%89%E5%AE%8C%E6%95%B4%E5%BC%80%E6%94%BE%E7%A7%91%E5%AD%A6%E5%B0%86%E6%88%90%E4%B8%BA%E7%9B%91%E7%AE%A1%E5%92%8C%E7%A7%91%E7%A0%94%E7%9A%84%E9%87%8D%E8%A6%81%E5%AF%B9%E7%85%A7%E7%BB%84\">&#xff08;\u516d&#xff09;\u5b8c\u6574\u5f00\u653e\u79d1\u5b66\u5c06\u6210\u4e3a\u76d1\u7ba1\u548c\u79d1\u7814\u7684\u91cd\u8981\u5bf9\u7167\u7ec4<\/h3>\n<p>\u5373\u4f7f\u5546\u4e1a\u6700\u5f3a\u6a21\u578b\u4ecd\u4e3b\u8981\u5f00\u653e\u6743\u91cd&#xff0c;\u5b8c\u6574\u5f00\u653e\u9879\u76ee\u4f1a\u5728\u5b89\u5168\u3001\u77e5\u8bc6\u6eaf\u6e90\u3001\u7248\u6743\u7814\u7a76\u3001\u504f\u5dee\u5206\u6790\u548c\u8bad\u7ec3\u52a8\u529b\u5b66\u4e2d\u53d1\u6325\u4e0d\u53ef\u66ff\u4ee3\u4f5c\u7528\u3002\u672a\u6765\u53ef\u80fd\u5f62\u6210\u4e24\u79cd\u4ef7\u503c\u5c3a\u5ea6&#xff1a;\u4ea7\u54c1\u80fd\u529b\u524d\u6cbf\u548c\u53ef\u5ba1\u8ba1\u79d1\u5b66\u524d\u6cbf\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%83%EF%BC%89%E8%AE%B8%E5%8F%AF%E5%B0%86%E9%80%90%E6%B8%90%E6%9C%BA%E5%99%A8%E5%8F%AF%E8%AF%BB\">&#xff08;\u4e03&#xff09;\u8bb8\u53ef\u5c06\u9010\u6e10\u673a\u5668\u53ef\u8bfb<\/h3>\n<p>\u968f\u7740\u6a21\u578b\u3001\u6570\u636e\u3001\u4ee3\u7801\u3001\u91cf\u5316\u548c\u884d\u751f\u6743\u91cd\u5f62\u6210\u590d\u6742\u4f9b\u5e94\u94fe&#xff0c;\u4f01\u4e1a\u9700\u8981\u7c7b\u4f3c SPDX\/SBOM \u7684 Model BOM \u548c\u673a\u5668\u53ef\u8bfb\u8bb8\u53ef\u3002\u6a21\u578b\u7b7e\u540d\u3001\u54c8\u5e0c\u3001\u6765\u6e90\u8bc1\u660e\u548c OpenMDW \u7c7b\u6846\u67b6\u4f1a\u8fdb\u5165\u6807\u51c6\u90e8\u7f72\u6d41\u7a0b\u3002<\/p>\n<h2 id=\"%E5%8D%81%E4%BA%94%E3%80%81%E6%9C%80%E7%BB%88%E5%88%A4%E6%96%AD\">\u5341\u4e94\u3001\u6700\u7ec8\u5224\u65ad<\/h2>\n<p>\u5168\u7403\u5f00\u653e\u5927\u6a21\u578b\u751f\u6001\u5df2\u7ecf\u8d8a\u8fc7\u201c\u80fd\u5426\u8ffd\u4e0a\u95ed\u6e90\u804a\u5929\u6a21\u578b\u201d\u7684\u9636\u6bb5\u3002\u65b0\u7684\u95ee\u9898\u662f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u80fd\u5426\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u8fde\u7eed\u5de5\u4f5c\u6570\u5c0f\u65f6\u800c\u4e0d\u5931\u63a7&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u628a\u767e\u4e07\u7ea7\u4e0a\u4e0b\u6587\u8f6c\u5316\u4e3a\u7a33\u5b9a\u72b6\u6001&#xff0c;\u800c\u4e0d\u662f\u66f4\u957f\u63d0\u793a\u8bcd&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u8ba9\u6a21\u578b\u3001\u5de5\u5177\u3001\u6570\u636e\u548c\u73af\u5883\u5f62\u6210\u53ef\u9a8c\u8bc1\u5b66\u4e60\u95ed\u73af&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u5728\u6e05\u6670\u8bb8\u53ef\u4e0b\u8de8\u786c\u4ef6\u3001\u8de8\u4e91\u3001\u8de8\u5730\u57df\u90e8\u7f72&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u80fd\u5426\u8ba9\u7814\u7a76\u8005\u8ffd\u6eaf\u6a21\u578b\u4ece\u54ea\u91cc\u5b66\u5230\u77e5\u8bc6\u3001\u4e3a\u4ec0\u4e48\u5931\u8d25\u4ee5\u53ca\u5982\u4f55\u4fee\u590d\u3002<\/p>\n<\/li>\n<\/ul>\n<p><span style=\"color:#fe2c24\"><span style=\"background-color:#fefcd8\">\u5f00\u653e\u751f\u6001\u7684\u4e0b\u4e00\u573a\u7ade\u4e89&#xff0c;\u4e0d\u662f checkpoint \u6570\u91cf&#xff0c;\u800c\u662f\u5f00\u653e\u7cfb\u7edf\u7684\u5b8c\u6574\u5ea6\u3002<\/span><\/span><\/p>\n<p>\u5bf9\u6a21\u578b\u7814\u53d1\u8005&#xff0c;\u91cd\u70b9\u5e94\u4ece\u89c4\u6a21\u53d9\u4e8b\u8f6c\u5411\u73af\u5883\u3001\u9a8c\u8bc1\u4e0e\u590d\u73b0&#xff1b;\u5bf9\u4f01\u4e1a&#xff0c;\u91cd\u70b9\u5e94\u4ece\u699c\u5355\u91c7\u8d2d\u8f6c\u5411\u7ea6\u675f\u9a71\u52a8\u7684\u7cfb\u7edf\u9009\u578b&#xff1b;\u5bf9\u76d1\u7ba1\u548c\u79d1\u7814\u5171\u540c\u4f53&#xff0c;\u91cd\u70b9\u5e94\u63a8\u52a8\u6570\u636e\u900f\u660e\u3001\u6a21\u578b\u7269\u6599\u6e05\u5355\u3001\u53ef\u91cd\u590d\u8bc4\u6d4b\u548c\u5f00\u653e\u79d1\u5b66\u516c\u5171\u54c1\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u610f\u4e49\u4e0a&#xff0c;Qwen\u3001DeepSeek\u3001Kimi\u3001GLM\u3001MiniMax\u3001Hy3\u3001Mistral\u3001gpt-oss\u3001Llama\u3001Gemma\u3001Phi\u3001OLMo\u3001Granite\u3001Nemotron\u3001Falcon \u4e0e LFM \u5e76\u4e0d\u662f\u5728\u540c\u4e00\u6761\u5355\u8f74\u4e0a\u7ade\u4e89\u3002\u5b83\u4eec\u5206\u522b\u62bc\u6ce8\u80fd\u529b\u3001\u6548\u7387\u3001\u751f\u6001\u3001\u7aef\u4fa7\u3001\u4e3b\u6743\u3001\u6cbb\u7406\u548c\u79d1\u5b66\u53ef\u5ba1\u8ba1\u6027\u3002\u771f\u6b63\u6210\u719f\u7684\u5168\u7403\u5f00\u653e\u751f\u6001&#xff0c;\u6070\u6070\u9700\u8981\u8fd9\u4e9b\u8def\u7ebf\u540c\u65f6\u5b58\u5728\u3002<\/p>\n<\/p>\n<h2 id=\"%E5%8F%82%E8%80%83%E5%92%8C%E8%AF%84%E4%BC%B0%E8%AF%B4%E6%98%8E\">\u53c2\u8003\u548c\u8bc4\u4f30\u8bf4\u660e<\/h2>\n<h3 id=\"%E5%BC%80%E6%94%BE%E6%A8%A1%E5%9E%8B%E8%AF%84%E4%BC%B0%E6%B8%85%E5%8D%95\">\u5f00\u653e\u6a21\u578b\u8bc4\u4f30\u6e05\u5355<\/h3>\n<h4 id=\"%E6%8A%80%E6%9C%AF\">\u6280\u672f<\/h4>\n<ul>\n<li>\n<p>\u6743\u91cd\u662f\u5426\u53ef\u7a33\u5b9a\u4e0b\u8f7d&#xff0c;\u662f\u5426\u63d0\u4f9b\u54c8\u5e0c\u548c\u7b7e\u540d&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u662f\u5426\u88ab Transformers\u3001vLLM\u3001SGLang\u3001llama.cpp \u7b49\u4e3b\u6d41\u6846\u67b6\u539f\u751f\u652f\u6301&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u603b\u53c2\u6570\u3001\u6fc0\u6d3b\u53c2\u6570\u3001\u6743\u91cd\u663e\u5b58\u548c KV cache \u662f\u5426\u5206\u522b\u6838\u7b97&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u957f\u4e0a\u4e0b\u6587\u662f\u5426\u5728\u81ea\u6709\u6570\u636e\u4e0e\u5e76\u53d1\u6761\u4ef6\u4e0b\u6d4b\u8bd5&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5de5\u5177\u8c03\u7528\u3001JSON\u3001\u91cd\u8bd5\u3001\u8d85\u65f6\u548c\u5931\u8d25\u6062\u590d\u662f\u5426\u7a33\u5b9a&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<h4 id=\"%E6%95%B0%E6%8D%AE%E4%B8%8E%E8%B4%A8%E9%87%8F\">\u6570\u636e\u4e0e\u8d28\u91cf<\/h4>\n<ul>\n<li>\n<p>\u8bad\u7ec3\u6570\u636e\u548c\u540e\u8bad\u7ec3\u6570\u636e\u7684\u6765\u6e90\u3001\u622a\u6b62\u65f6\u95f4\u3001\u8bb8\u53ef\u662f\u5426\u62ab\u9732&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u662f\u5426\u5b58\u5728\u660e\u663e\u8bc4\u6d4b\u6c61\u67d3\u6216\u5382\u5546\u81ea\u62a5\u811a\u624b\u67b6\u4f18\u52bf&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u662f\u5426\u4f7f\u7528\u81ea\u6709\u76f2\u6d4b\u3001\u771f\u5b9e\u6d41\u7a0b\u548c\u4eba\u5de5\u5ba1\u9605&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u662f\u5426\u8bb0\u5f55\u5e7b\u89c9\u3001\u62d2\u7b54\u3001\u504f\u5dee\u548c\u5b89\u5168\u8fb9\u754c&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<h4 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https:\/\/www.linuxfoundation.org\/resources\/publications\/model-openness-framework<\/p>\n<\/li>\n<li>\n<p>[R03] OpenAI&#xff1a;Introducing gpt-oss \\\\ https:\/\/openai.com\/index\/introducing-gpt-oss\/<\/p>\n<\/li>\n<li>\n<p>[R04] OpenAI&#xff1a;gpt-oss Model Card \\\\ https:\/\/openai.com\/index\/gpt-oss-model-card\/<\/p>\n<\/li>\n<li>\n<p>[R05] Meta&#xff1a;Llama 4 Model Card \/ GitHub \\\\ https:\/\/github.com\/meta-llama\/llama-models\/blob\/main\/models\/llama4\/model_card.md<\/p>\n<\/li>\n<li>\n<p>[R06] Qwen Team&#xff1a;Qwen3.6 official repository \\\\ GitHub &#8211; QwenLM\/Qwen3.6: Qwen3.6 is the large language model series developed by Qwen team, Alibaba Group. \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R07] Qwen Team&#xff1a;Qwen3.5 model card \\\\ https:\/\/huggingface.co\/Qwen\/Qwen3.5-9B<\/p>\n<\/li>\n<li>\n<p>[R08] Qwen Team&#xff1a;Qwen3-Coder \\\\ GitHub &#8211; QwenLM\/Qwen3-Coder: Qwen3-Coder is the code version of Qwen3, the large language model series developed by Qwen team. \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R09] DeepSeek&#xff1a;DeepSeek-R1 \\\\ GitHub &#8211; deepseek-ai\/DeepSeek-R1 \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R10] DeepSeek&#xff1a;DeepSeek-V3.2-Exp \\\\ GitHub &#8211; deepseek-ai\/DeepSeek-V3.2-Exp \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R11] DeepSeek&#xff1a;DeepSeek-V3 \\\\ GitHub &#8211; deepseek-ai\/DeepSeek-V3 \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R12] Moonshot AI&#xff1a;Kimi K2.5 model card \\\\ https:\/\/huggingface.co\/moonshotai\/Kimi-K2.5<\/p>\n<\/li>\n<li>\n<p>[R13] Moonshot AI&#xff1a;Open-source research repository \\\\ Moonshot AI \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R14] Z.ai&#xff1a;GLM-5.2: Built for Long-Horizon Tasks \\\\ https:\/\/z.ai\/blog\/glm-5.2<\/p>\n<\/li>\n<li>\n<p>[R15] Z.ai&#xff1a;GLM-5.1: Towards Long-Horizon Tasks \\\\ https:\/\/z.ai\/blog\/glm-5.1<\/p>\n<\/li>\n<li>\n<p>[R16] MiniMax&#xff1a;MiniMax-M2.7 \\\\ GitHub &#8211; MiniMax-AI\/MiniMax-M2.7 \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R17] MiniMax&#xff1a;MiniMax-M2.7 License \\\\ MiniMax-M2.7\/LICENSE at main \u00b7 MiniMax-AI\/MiniMax-M2.7 \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R18] Tencent Hunyuan&#xff1a;Hy3 \\\\ GitHub &#8211; Tencent-Hunyuan\/Hy3: Hy3 (295B A21B), a leading reasoning and agent model in its size, with great cost efficiency. \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R19] Baidu&#xff1a;ERNIE 4.5 \\\\ GitHub &#8211; PaddlePaddle\/ERNIE: The official repository for ERNIE 4.5 and ERNIEKit \u2013 its industrial-grade development toolkit based on PaddlePaddle. \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R20] ByteDance Seed&#xff1a;Seed-OSS \\\\ GitHub &#8211; ByteDance-Seed\/seed-oss \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R21] StepFun&#xff1a;Step-3.5-Flash \\\\ GitHub &#8211; stepfun-ai\/Step-3.5-Flash: Fast, Sharp &amp; Reliable Agentic Intelligence \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R22] Shanghai AI Laboratory&#xff1a;Intern-S1 \\\\ GitHub &#8211; InternLM\/Intern-S1: A Scientific Multimodal Foundation Model \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R23] Mistral AI&#xff1a;Introducing Mistral 3 \\\\ https:\/\/mistral.ai\/news\/mistral-3\/<\/p>\n<\/li>\n<li>\n<p>[R24] Google&#xff1a;Gemma 4 12B Developer Guide \\\\ https:\/\/developers.googleblog.com\/gemma-4-12b-the-developer-guide\/<\/p>\n<\/li>\n<li>\n<p>[R25] Microsoft&#xff1a;Phi-4-Reasoning-Vision-15B Model Card \\\\ https:\/\/huggingface.co\/microsoft\/Phi-4-reasoning-vision-15B<\/p>\n<\/li>\n<li>\n<p>[R26] Ai2&#xff1a;Olmo 3: complete model flow \\\\ https:\/\/allenai.org\/blog\/olmo3<\/p>\n<\/li>\n<li>\n<p>[R27] IBM&#xff1a;Granite 4.1 language models \\\\ GitHub &#8211; ibm-granite\/granite-4.1-language-models \u00b7 GitHub<\/p>\n<\/li>\n<li>\n<p>[R28] NVIDIA&#xff1a;Nemotron 3 Ultra \\\\ NVIDIA Nemotron 3 Ultra Powers Faster, More Efficient Reasoning for Long-Running Agents | NVIDIA Technical Blog<\/p>\n<\/li>\n<li>\n<p>[R29] NVIDIA&#xff1a;Nemotron 3 Super \\\\ 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