{"id":790359,"date":"2026-06-01T10:02:56","date_gmt":"2026-06-01T02:02:56","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=790359"},"modified":"2026-06-01T10:02:56","modified_gmt":"2026-06-01T02:02:56","slug":"minimax-m3-%e5%8f%91%e5%b8%83%ef%bc%8c%e7%99%be%e4%b8%87%e4%b8%8a%e4%b8%8b%e6%96%87%e3%80%81%e5%8e%9f%e7%94%9f%e5%a4%9a%e6%a8%a1%e6%80%81","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=790359","title":{"rendered":"MiniMax M3 \u53d1\u5e03\uff0c\u767e\u4e07\u4e0a\u4e0b\u6587\u3001\u539f\u751f\u591a\u6a21\u6001"},"content":{"rendered":"<p>DoNews6\u67081\u65e5\u6d88\u606f\uff0cMiniMax \u7a00\u5b87\u79d1\u6280\u5b98\u7f51\u4eca\u65e5\u4e0a\u7ebf\u4e86 MiniMax M3 \u6a21\u578b\uff0c\u5ba3\u79f0\u662f\u9996\u4e2a\u201cFrontier Coding &amp; Agentic \u00b7 \u767e\u4e07\u4e0a\u4e0b\u6587 \u00b7 \u539f\u751f\u591a\u6a21\u6001\u201d\u4e09\u9879\u80fd\u529b\u517c\u5907\u7684\u56fd\u4ea7\u65d7\u8230\uff0c\u7b2c\u4e00\u4e2a\u628a\u5b8c\u6574\u524d\u6cbf\u80fd\u529b\u5e26\u8fdb\u5f00\u653e\u4e16\u754c\u7684\u6a21\u578b\u3002<\/p>\n<p><img src=\"https:\/\/img6.donews.com\/img\/2026\/06\/01\/img_pic_141780279167.jpg\" alt=\"MiniMax M3 \u53d1\u5e03\uff0c\u767e\u4e07\u4e0a\u4e0b\u6587\u3001\u539f\u751f\u591a\u6a21\u6001\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>MiniMax M3 \u5728\u7f16\u7801\u4e0e\u667a\u80fd\u4f53\u8bc4\u6d4b\u4e2d\u8fbe\u5230\u201c\u884c\u4e1a\u9876\u5c16\u6c34\u5e73\u201d\uff0c\u5177\u5907\u81ea\u4e3b\u4efb\u52a1\u62c6\u89e3\u3001\u5de5\u5177\u8c03\u7528\u4e0e\u591a\u6b65\u63a8\u7406\u80fd\u529b\uff0c\u5ba3\u79f0\u5199\u51fa\u7684\u4ee3\u7801\u76ee\u6807\u662f\u76f4\u63a5\u53ef\u4ea4\u4ed8\uff0c\u800c\u4e0d\u662f\u201c\u80fd\u8dd1\u4f46\u9700\u8981\u4eba\u6539\u201d\u3002<\/p>\n<p>\u57fa\u4e8e\u81ea\u7814 MiniMax Sparse Attention\uff08MSA\uff09\u67b6\u6784\uff0cMiniMax M3 \u7684 API \u6700\u9ad8\u652f\u6301 1M tokens \u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4fdd\u969c\u81f3\u5c11 512K tokens \u53ef\u7528\u30021M \u4e0a\u4e0b\u6587\u662f\u957f\u7a0b Agent\u3001\u957f\u7a0b Coding\u3001\u957f\u89c6\u9891\u7406\u89e3\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>MiniMax M3 \u662f\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\uff0c\u91cd\u6784\u6574\u4e2a\u6570\u636e\u7ba1\u7ebf\u5c06\u9884\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u6269\u5145\u81f3\u767e T \u91cf\u7ea7\uff0c\u4ece\u7b2c\u96f6\u6b65\u5f00\u59cb\u591a\u6a21\u6001\u8bad\u7ec3\uff0c\u4f7f\u6587\u672c\u548c\u89c6\u89c9\u8bed\u4e49\u7a7a\u95f4\u9ad8\u5ea6\u5bf9\u9f50\u3002<\/p>\n<p><img src=\"https:\/\/img6.donews.com\/img\/2026\/06\/01\/img_pic_711780279173.png\" alt=\"MiniMax M3 \u53d1\u5e03\uff0c\u767e\u4e07\u4e0a\u4e0b\u6587\u3001\u539f\u751f\u591a\u6a21\u6001\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u5728 BrowseComp \u667a\u80fd\u4f53\u8bc4\u6d4b\u4e2d\uff0cMiniMax M3 \u4ee5 83.5 \u5206\u8d85\u8d8a Opus 4.7\uff0879.3\uff09\uff0c\u5c55\u73b0\u51fa\u81ea\u4e3b\u6d4f\u89c8\u4e0e\u4fe1\u606f\u68c0\u7d22\u80fd\u529b\u3002<\/p>\n<p>\u6b64\u5916\uff0cMiniMax M3 \u5ba3\u79f0\u662f\u7b2c\u4e00\u4e2a\u628a\u5b8c\u6574 frontier \u80fd\u529b\u5e26\u8fdb\u5f00\u653e\u4e16\u754c\u7684\u6a21\u578b\uff0c\u80fd\u540c\u65f6\u8dd1\u901a\u7f16\u7801 SOTA\u3001\u767e\u4e07\u4e0a\u4e0b\u6587\u548c\u539f\u751f\u591a\u6a21\u6001\u3002<\/p>\n<p>MiniMax \u5b98\u65b9\u4e22\u7ed9 M3 \u4e00\u7bc7 ICLR 2025 \u6770\u51fa\u8bba\u6587 \u2014 Learning Dynamics of LLM Finetuning\uff0c\u8ba9\u5b83\u72ec\u7acb\u590d\u73b0\u3002M3 \u8fde\u7eed\u8fd0\u884c\u8fd1 12 \u5c0f\u65f6\uff0c\u5168\u7a0b\u81ea\u4e3b\u4ea7\u51fa 18 \u6b21 commit \u4e0e 23 \u5f20\u5b9e\u9a8c\u56fe\u8868\uff0c\u6210\u529f\u8dd1\u901a\u6838\u5fc3\u5b9e\u9a8c\u3002\u591a\u6a21\u6001\u770b\u61c2\u8bba\u6587\u91cc\u7684\u56fe\u8868\u516c\u5f0f\uff0c\u957f\u4e0a\u4e0b\u6587\u4fdd\u8bc1\u8bba\u6587 + \u4ee3\u7801 + \u5b9e\u9a8c\u65e5\u5fd7\u4e00\u6b21\u6027\u8fdb\u7a97\u53e3\uff0c\u7f16\u7a0b + Agent \u80fd\u529b\u9a71\u52a8\u957f\u7ebf\u7a0b\u6267\u884c\u3002<\/p>\n<\/p>\n<p>\u7ed9 M3 \u56db\u4e2a\u53ea\u5b8c\u6210\u9884\u8bad\u7ec3\u7684 Base \u6a21\u578b\uff0c\u8981\u6c42\u5728 12 \u5c0f\u65f6\u5185\u81ea\u4e3b\u5b8c\u6210\u6570\u636e\u5408\u6210\u3001\u8bad\u7ec3\u3001\u8bc4\u6d4b\u3001\u8fed\u4ee3\u5168\u6d41\u7a0b\uff0c\u8ba9\u5b83\u4eec\u5728\u6570\u5b66\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210\u3001\u77e5\u8bc6\u95ee\u7b54\u7b49\u4efb\u52a1\u4e0a\u5177\u5907\u80fd\u529b\u3002\u6574\u4e2a\u6d41\u7a0b\u5168\u7a0b\u65e0\u4eba\u5e72\u9884\uff0cM3 \u6700\u7ec8\u5f97\u5206 37.1\uff0c\u4f4d\u5217\u7b2c\u4e09\uff0c\u4ec5\u6b21\u4e8e Opus 4.7\uff0842.4\uff09\u548c GPT-5.5\uff0839.3\uff09\u3002<\/p>\n<p>(\u6765\u6e90\uff1aDoNews)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DoNews6\u67081\u65e5\u6d88\u606f\uff0cMiniMax \u7a00\u5b87\u79d1\u6280\u5b98\u7f51\u4eca\u65e5\u4e0a\u7ebf\u4e86 MiniMax M3 \u6a21\u578b\uff0c\u5ba3\u79f0\u662f\u9996\u4e2a\u201cFr [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[71],"views":32,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/790359"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=790359"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/790359\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=790359"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=790359"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=790359"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}