{"id":37760,"date":"2025-02-04T01:00:52","date_gmt":"2025-02-03T17:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=37760"},"modified":"2025-02-04T01:00:52","modified_gmt":"2025-02-03T17:00:52","slug":"minimax%e9%9c%87%e6%92%bc%e5%bc%80%e6%ba%90%ef%bc%8c%e7%aa%81%e7%a0%b4%e4%bc%a0%e7%bb%9ftransformer%e6%9e%b6%e6%9e%84%ef%bc%8c4560%e4%ba%bf%e5%8f%82%e6%95%b0%ef%bc%8c%e6%94%af%e6%8c%81400%e4%b8%87","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37760","title":{"rendered":"MiniMax\u9707\u64bc\u5f00\u6e90\uff0c\u7a81\u7834\u4f20\u7edfTransformer\u67b6\u6784\uff0c4560\u4ebf\u53c2\u6570\uff0c\u652f\u6301400\u4e07\u957f\u4e0a\u4e0b\u6587"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-15-9\" target=\"_blank\">MiniMax\u9707\u64bc\u5f00\u6e90\uff0c\u7a81\u7834\u4f20\u7edfTransformer\u67b6\u6784\uff0c4560\u4ebf\u53c2\u6570\uff0c\u652f\u6301400\u4e07\u957f\u4e0a\u4e0b\u6587<\/a><\/p>\n<p>\u300c2025 \u5e74\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u770b\u5230\u7b2c\u4e00\u6279 AI Agent \u52a0\u5165\u52b3\u52a8\u529b\u5927\u519b\uff0c\u5e76\u5bf9\u516c\u53f8\u7684\u751f\u4ea7\u529b\u4ea7\u751f\u5b9e\u8d28\u6027\u7684\u5f71\u54cd\u3002\u300d\u2014\u2014OpenAI CEO Sam Altman<\/p>\n<p>\u300c2025 \u5e74\uff0c\u6bcf\u4e2a\u516c\u53f8\u90fd\u5c06\u62e5\u6709 AI \u8f6f\u4ef6\u5de5\u7a0b\u5e08 Agent\uff0c\u5b83\u4eec\u4f1a\u7f16\u5199\u5927\u91cf\u4ee3\u7801\u3002\u300d\u2014\u2014Meta CEO Mark Zuckerberg<\/p>\n<p>\u300c\u672a\u6765\uff0c\u6bcf\u5bb6\u516c\u53f8\u7684 IT \u90e8\u95e8\u90fd\u5c06\u6210\u4e3a AI Agent \u7684 HR \u90e8\u95e8\u3002\u300d\u2014\u2014 \u82f1\u4f1f\u8fbe CEO \u9ec4\u4ec1\u52cb<\/p>\n<p>2025 \u65b0\u5e74\u4f0a\u59cb\uff0c\u5728\u5f88\u591a\u8d8b\u52bf\u90fd\u8fd8\u4e0d\u660e\u6717\u7684\u60c5\u51b5\u4e0b\uff0c\u51e0\u4f4d AI \u4e1a\u754c\u7684\u91cd\u8981\u4eba\u7269\u51e0\u4e4e\u5728\u540c\u4e00\u65f6\u95f4\u505a\u51fa\u4e86\u7c7b\u4f3c\u7684\u5224\u65ad \u2014\u2014<strong>2025 \u5e74\u5c06\u662f AI Agent \u4e4b\u5e74<\/strong>\u3002<\/p>\n<p>\u6ca1\u60f3\u5230\uff0cMiniMax \u5f88\u5feb\u5c31\u6709\u4e86\u52a8\u4f5c\uff1a\u5f00\u6e90\u4e86\u6700\u65b0\u7684\u57fa\u7840\u8bed\u8a00\u6a21\u578b MiniMax-Text-01 \u548c\u89c6\u89c9\u591a\u6a21\u6001\u6a21\u578b MiniMax-VL-01\u3002<\/p>\n<p>\u65b0\u6a21\u578b\u7684\u6700\u5927\u4eae\u70b9\u662f\uff0c\u5728\u4e1a\u5185\u9996\u6b21\u5927\u89c4\u6a21\u5b9e\u73b0\u4e86\u65b0\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\uff0c\u8fd9\u4f7f\u5f97\u8f93\u5165\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5927\u53d8\u957f\uff1a\u4e00\u6b21\u53ef\u5904\u7406 400 \u4e07 token\uff0c\u662f\u5176\u4ed6\u6a21\u578b\u7684 20-32 \u500d\u3002<\/p>\n<p>\u4ed6\u4eec\u76f8\u4fe1\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u7ed9\u63a5\u4e0b\u6765\u4e00\u5e74\u6f5c\u5728 Agent \u76f8\u5173\u5e94\u7528\u7684\u7206\u53d1\u505a\u51fa\u8d21\u732e\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u8fd9\u9879\u5de5\u4f5c\u5bf9\u4e8e Agent \u5982\u6b64\u91cd\u8981\uff1f<\/p>\n<p>\u968f\u7740 Agent \u8fdb\u5165\u5e94\u7528\u573a\u666f\uff0c\u65e0\u8bba\u662f\u5355\u4e2a Agent \u5de5\u4f5c\u65f6\u4ea7\u751f\u7684\u8bb0\u5fc6\uff0c\u8fd8\u662f\u591a\u4e2a Agent \u534f\u4f5c\u6240\u4ea7\u751f\u7684 context\uff0c\u90fd\u4f1a\u5bf9\u6a21\u578b\u7684\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u63d0\u51fa\u66f4\u591a\u9700\u6c42\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8598e75ff576b5e3a22f222deebfb5a8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8598e75ff576b5e3a22f222deebfb5a8.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/MiniMax-AI<\/section>\n<\/li>\n<li>\n<section>Hugging Face\uff1ahttps:\/\/huggingface.co\/MiniMaxAI<\/section>\n<\/li>\n<li>\n<section>\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/filecdn.minimax.chat\/_Arxiv_MiniMax_01_Report.pdf<\/section>\n<\/li>\n<li>\n<section>\u7f51\u9875\u7aef\uff1ahttps:\/\/www.hailuo.ai<\/section>\n<\/li>\n<li>\n<section>API\uff1ahttps:\/\/www.minimaxi.com\/platform<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e00\u7cfb\u5217\u521b\u65b0<br \/>\u9020\u5c31\u6bd4\u80a9\u9876\u5c16\u6a21\u578b\u7684\u5f00\u6e90\u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>MiniMax-Text-01 \u7a76\u7adf\u662f\u5982\u4f55\u70bc\u6210\u7684\uff1f\u4e8b\u5b9e\u4e0a\uff0c\u4ed6\u4eec\u4e3a\u6b64\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u521b\u65b0\u3002\u4ece\u65b0\u578b\u7ebf\u6027\u6ce8\u610f\u529b\u5230\u6539\u8fdb\u7248\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\uff0c\u518d\u5230\u5e76\u884c\u7b56\u7565\u548c\u901a\u4fe1\u6280\u672f\u7684\u4f18\u5316\uff0cMiniMax \u89e3\u51b3\u4e86\u5927\u6a21\u578b\u5728\u9762\u5bf9\u8d85\u957f\u4e0a\u4e0b\u6587\u65f6\u7684\u591a\u9879\u6548\u679c\u4e0e\u6548\u7387\u75db\u70b9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8068d82087ecbca79a14d5e5a91635fa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8068d82087ecbca79a14d5e5a91635fa.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 MiniMax-Text-01 \u7684\u67b6\u6784<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>Lightning Attention<\/strong><\/section>\n<section><\/section>\n<section>\u76ee\u524d\u9886\u5148\u7684 LLM \u5927\u90fd\u57fa\u4e8e Transformer\uff0c\u800c Transformer \u6838\u5fc3\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u662f\u5176\u8ba1\u7b97\u6210\u672c\u7684\u91cd\u8981\u6765\u6e90\u3002\u4e3a\u4e86\u4f18\u5316\uff0c\u7814\u7a76\u793e\u533a\u53ef\u4ee5\u8bf4\u662f\u7ede\u5c3d\u8111\u6c41\uff0c\u63d0\u51fa\u4e86\u7a00\u758f\u6ce8\u610f\u529b\u3001\u4f4e\u79e9\u5206\u89e3\u548c\u7ebf\u6027\u6ce8\u610f\u529b\u7b49\u8bb8\u591a\u6280\u672f\u3002MiniMax \u7684 Lightning Attention \u4fbf\u662f\u4e00\u79cd\u7ebf\u6027\u6ce8\u610f\u529b\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u4f7f\u7528\u7ebf\u6027\u6ce8\u610f\u529b\uff0c\u539f\u751f Transformer \u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u53ef\u4ece\u4e8c\u6b21\u590d\u6742\u5ea6\u5927\u5e45\u4e0b\u964d\u5230\u7ebf\u6027\u590d\u6742\u5ea6\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c3f6f1c524a2d86c45fbb7d53f95edeb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c3f6f1c524a2d86c45fbb7d53f95edeb.png\"><\/a><\/section>\n<section>MiniMax \u7684\u76f8\u5173\u6280\u672f\u62a5\u544a\u4e2d\u5199\u9053\uff0c\u8fd9\u4e3b\u8981\u662f\u5f97\u76ca\u4e8e\u4e00\u79cd\u53f3\u8fb9\u79ef\u6838\u6280\u5de7\uff08right product kernel trick\uff09\u3002\u4ee5 2022 \u5e74\u8bba\u6587\u300aThe Devil in Linear Transformer\u300b\u4e2d\u7684 TransNormer \u4e3a\u4f8b\uff0c\u4e0b\u56fe\u5de6\u4fa7\u7684 NormAttention \u673a\u5236\u53ef\u8f6c\u6362\u6210\u4f7f\u7528\u300c\u53f3\u4fa7\u77e9\u9635\u4e58\u6cd5\u300d\u7684\u7ebf\u6027\u53d8\u4f53\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b13108d628d8ac9e42c70b93240bbbf7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b13108d628d8ac9e42c70b93240bbbf7.png\"><\/a><\/section>\n<section>\u800c <strong>Lightning Attention<\/strong> \u4fbf\u662f\u57fa\u4e8e TransNormer \u5b9e\u73b0\u7684\u4e00\u4e2a I\/O \u611f\u77e5\u578b\u4f18\u5316\u7248\u672c\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f Lightning Attention \u524d\u5411\u901a\u8fc7\u7684\u7b97\u6cd5\u63cf\u8ff0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7329ff8a54049ed341c86a165dd4599d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7329ff8a54049ed341c86a165dd4599d.png\"><\/a><\/section>\n<section>\u57fa\u4e8e Lightning Attention\uff0cMiniMax \u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd <strong>Hybrid-lightning<\/strong>\uff0c\u5373\u6bcf\u9694 8 \u5c42\u5c06 Lightning Attention \u66ff\u6362\u6210 softmax \u6ce8\u610f\u529b\uff0c\u4ece\u800c\u65e2\u89e3\u51b3\u4e86 softmax \u6ce8\u610f\u529b\u7684\u6548\u7387\u95ee\u9898\uff0c\u4e5f\u63d0\u5347\u4e86 Lightning Attention \u7684 scaling \u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u6548\u679c\u5982\u4f55\uff1f\u4e0b\u8868\u7ed9\u51fa\u4e86\u6839\u636e\u5c42\u6570 \u00a0l\u3001\u6a21\u578b\u7ef4\u5ea6 \u00a0d\u3001\u6279\u91cf\u5927\u5c0f b \u548c\u5e8f\u5217\u957f\u5ea6 n \u8ba1\u7b97\u6ce8\u610f\u529b\u67b6\u6784\u53c2\u6570\u91cf\u4e0e FLOPs \u7684\u516c\u5f0f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1ae746e342ebc54c4ae9ad54a21dca86.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1ae746e342ebc54c4ae9ad54a21dca86.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u660e\u663e\u770b\u51fa\uff0c\u6a21\u578b\u89c4\u6a21\u8d8a\u5927\uff0cLightning Attention \u4e0e Hybrid-lightning \u76f8\u5bf9\u4e8e softmax \u6ce8\u610f\u529b\u7684\u4f18\u52bf\u5c31\u8d8a\u660e\u663e\u3002<\/section>\n<section><\/section>\n<section><strong>\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u00a0<\/strong><\/section>\n<section><\/section>\n<section>MoE \u76f8\u5bf9\u4e8e\u5bc6\u96c6\u6a21\u578b\u7684\u6548\u7387\u4f18\u52bf\u5df2\u7ecf\u5f97\u5230\u4e86\u5927\u91cf\u7814\u7a76\u8bc1\u660e\u3002MiniMax \u56e2\u961f\u540c\u6837\u4e5f\u8fdb\u884c\u4e86\u4e00\u756a\u6bd4\u8f83\u5b9e\u9a8c\u3002\u4ed6\u4eec\u6bd4\u8f83\u4e86\u4e00\u4e2a 7B \u53c2\u6570\u7684\u5bc6\u96c6\u6a21\u578b\u4ee5\u53ca 2B \u6fc0\u6d3b\u53c2\u6570\u548c 20B \u603b\u53c2\u6570\u7684 MoE \u6a21\u578b\u3002\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b0020d7d667f62b33a560f9cd11c584c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b0020d7d667f62b33a560f9cd11c584c.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u591a\u79cd\u57fa\u51c6\u4e0a\uff0c\u5f53\u8ba1\u7b97\u8d1f\u8f7d\u4e00\u6837\u65f6\uff0cMoE \u6a21\u578b\u7684\u8868\u73b0\u8981\u5927\u5e45\u4f18\u4e8e\u5bc6\u96c6\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>MiniMax \u8fd8\u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u7684 allgather \u901a\u4fe1\u6b65\u9aa4\uff0c\u53ef\u89e3\u51b3\u6269\u5927 MoE \u6a21\u578b\u7684\u89c4\u6a21\u65f6\u53ef\u80fd\u4f1a\u9047\u5230\u8def\u7531\u5d29\u6e83\uff08routing collapse\uff09\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>\u8ba1\u7b97\u4f18\u5316<\/strong><\/section>\n<section><\/section>\n<section>\u4e0e\u8bb8\u591a\u5927\u6a21\u578b\u8bad\u7ec3\u9879\u76ee\u4e00\u6837\uff0cMiniMax \u5148\u901a\u8fc7\u5c0f\u89c4\u6a21\u5b9e\u9a8c\u4e0a\u8ff0\u6280\u672f\u6539\u8fdb\u7684\u6709\u6548\u6027\u4ee5\u53ca Scaling Law\uff0c\u7136\u540e\u518d\u5f00\u59cb\u7740\u624b\u5927\u89c4\u6a21\u8bad\u7ec3\u3002MiniMax \u4e3a\u6b64\u91c7\u7528\u4e86 1500 \u5230 2500 \u53f0 H800 GPU\u2014\u2014 \u5e76\u4e14\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5177\u4f53\u4f7f\u7528 GPU \u6570\u91cf\u4f1a\u52a8\u6001\u53d8\u5316\u3002\u800c\u5927\u89c4\u6a21\u8bad\u7ec3\u90fd\u6709\u81ea\u5df1\u7684\u7279\u6709\u6311\u6218\uff0cMiniMax \u5f00\u53d1\u4e86\u4e00\u7cfb\u5217\u9488\u5bf9\u6027\u7684\u4f18\u5316\u6280\u672f\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u5bf9\u4e8e\u00a0<strong>MoE \u67b6\u6784<\/strong>\uff0c\u6700\u4e3b\u8981\u7684\u4f18\u5316\u76ee\u6807\u662f\u964d\u4f4e\u5176\u901a\u4fe1\u8d1f\u8f7d\u3002\u5c24\u5176\u662f\u5bf9\u4e8e\u91c7\u7528 all-to-all\uff08a2a\uff09\u901a\u4fe1\u7684 MoE \u6a21\u578b\u3002MiniMax \u7684\u89e3\u51b3\u65b9\u6848\u662f\u4e00\u79cd\u57fa\u4e8e token \u5206\u7ec4\u7684\u91cd\u53e0\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6b21\uff0c\u5bf9\u4e8e<strong>\u957f\u4e0a\u4e0b\u6587\u8bad\u7ec3<\/strong>\uff0c\u4e00\u5927\u4e3b\u8981\u6311\u6218\u662f\u96be\u4ee5\u5c06\u771f\u5b9e\u7684\u8bad\u7ec3\u6837\u672c\u6807\u51c6\u5316\u5230\u7edf\u4e00\u957f\u5ea6\u3002\u4f20\u7edf\u7684\u65b9\u5f0f\u662f\u8fdb\u884c\u586b\u5145\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u975e\u5e38\u6d6a\u8d39\u8ba1\u7b97\u3002MiniMax \u7684\u89e3\u51b3\u601d\u8def\u662f\u8fdb\u884c\u6570\u636e\u683c\u5f0f\u5316\uff0c\u5176\u4e2d\u4e0d\u540c\u6837\u672c\u4f1a\u6cbf\u5e8f\u5217\u7684\u7ef4\u5ea6\u9996\u5c3e\u76f8\u8fde\u3002\u4ed6\u4eec\u5c06\u8fd9\u79cd\u6280\u672f\u547d\u540d\u4e3a data-packing\u3002\u8fd9\u79cd\u683c\u5f0f\u53ef\u5c3d\u53ef\u80fd\u5730\u964d\u4f4e\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\u7684\u8ba1\u7b97\u6d6a\u8d39\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u4e3a\u4e86\u5c06\u00a0<strong>Lightning Attention<\/strong> \u6295\u5165\u5b9e\u8df5\uff0cMiniMax \u91c7\u7528\u4e86\u56db\u9879\u4f18\u5316\u7b56\u7565\uff1a\u5206\u6279\u6838\u878d\u5408\u3001\u5206\u79bb\u5f0f\u7684\u9884\u586b\u5145\u4e0e\u89e3\u7801\u6267\u884c\u3001\u591a\u7ea7\u586b\u5145\u3001\u8de8\u6b65\u5206\u6279\u77e9\u9635\u4e58\u6cd5\u6269\u5c55\u3002<\/section>\n<section><\/section>\n<section><strong>MiniMax-Text-01<br \/>\u4e0a\u4e0b\u6587\u5de8\u957f\uff0c\u80fd\u529b\u4e5f\u591f\u5f3a<\/strong><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u4ee5\u4e0a\u4e00\u7cfb\u5217\u521b\u65b0\uff0cMiniMax \u6700\u7ec8\u5f97\u5230\u4e86\u4e00\u4e2a\u62e5\u6709\u00a0<strong>32 \u4e2a\u4e13\u5bb6<\/strong>\u5171\u00a0<strong>4560 \u4ebf\u53c2\u6570<\/strong>\u7684 LLM\uff0c\u6bcf\u4e2a token \u90fd\u4f1a\u6fc0\u6d3b\u5176\u4e2d 459 \u4ebf\u4e2a\u53c2\u6570\u3002MiniMax \u5c06\u5176\u547d\u540d\u4e3a MiniMax-Text-01\u3002\u5728\u6267\u884c\u63a8\u7406\u65f6\uff0c\u5b83\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u6700\u9ad8\u53ef\u8fbe\u00a0<strong>400 \u4e07 token<\/strong>\uff0c\u5e76\u4e14\u5176\u8868\u73b0\u51fa\u4e86\u975e\u5e38\u5353\u8d8a\u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>MiniMax-Text-01 \u57fa\u51c6\u6210\u7ee9\u4f18\u79c0<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5e38\u89c1\u7684\u5b66\u672f\u6d4b\u8bd5\u96c6\u4e0a\uff0cMiniMax-Text-01 \u57fa\u672c\u4e0a\u80fd\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a GPT-4o\u3001Claude 3.5 Sonnet \u7b49\u95ed\u6e90\u6a21\u578b\u4ee5\u53ca Qwen2.5\u3001DeepSeek v3\u3001Llama 3.1 \u7b49 SOTA \u5f00\u6e90\u6a21\u578b\u3002\u4e0b\u9762\u76f4\u63a5\u4e0a\u6210\u7ee9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7141ef5ccf0b86fc2cb3f692b34493e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7141ef5ccf0b86fc2cb3f692b34493e2.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u5728 HumanEval \u4e0a\uff0cMiniMax-Text-01 \u4e0e Instruct Qwen2.5-72B \u76f8\u6bd4\u8868\u73b0\u51fa\u8272\u3002\u6b64\u5916\uff0cMiniMax-Text-01 \u5728 GPQA Diamond \u8fd9\u6837\u5177\u6709\u6311\u6218\u6027\u95ee\u7b54\u7684\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86 54.4 \u7684\u6210\u7ee9\uff0c\u8d85\u8fc7\u4e86\u5927\u591a\u6570\u5f00\u6e90\u6307\u4ee4\u5fae\u8c03\u7684 LLM \u4ee5\u53ca\u6700\u65b0\u7248\u672c\u7684 GPT-4o\u3002<\/section>\n<section><\/section>\n<section>MiniMax-Text-01 \u5728 MMLU\u3001IFEval \u548c Arena-Hard \u7b49\u6d4b\u8bd5\u4e2d\u4e5f\u53d6\u5f97\u4e86\u524d\u4e09\u540d\u7684\u6210\u7ee9\uff0c\u5c55\u793a\u4e86\u5176\u5728\u7ed9\u5b9a\u9650\u5236\u6761\u4ef6\u4e0b\uff0c\u5e94\u7528\u5168\u9762\u77e5\u8bc6\u6765\u5145\u5206\u6ee1\u8db3\u7528\u6237\u67e5\u8be2\u3001\u4e0e\u4eba\u7c7b\u504f\u597d\u4fdd\u6301\u4e00\u81f4\u7684\u5353\u8d8a\u80fd\u529b\u3002\u53ef\u4ee5\u60f3\u8c61\uff0c\u57fa\u4e8e\u6700\u65b0\u7684\u6a21\u578b\u80fd\u529b\uff0c\u4e5f\u7ed9\u5f00\u53d1\u8005\u5f00\u53d1 Agent \u5e94\u7528\u63d0\u4f9b\u4e86\u66f4\u597d\u7684\u57fa\u7840\u3002<\/section>\n<section><\/section>\n<section><strong>\u9886\u5148\u7684\u4e0a\u4e0b\u6587\u80fd\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u90a3 MiniMax-Text-01 \u5f15\u4ee5\u4e3a\u50b2\u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u5462\uff1f\u5176\u4f18\u52bf\u5c31\u66f4\u4e3a\u660e\u663e\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u5728\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u4efb\u52a1\u4e0a\uff0cMiniMax \u6d4b\u8bd5\u4e86 Ruler \u548c LongBench v2 \u8fd9\u4e24\u4e2a\u5e38\u89c1\u57fa\u51c6\u3002\u9996\u5148\u5728 Ruler \u4e0a\uff0c\u53ef\u4ee5\u770b\u5230\uff0c\u5f53\u4e0a\u4e0b\u6587\u957f\u5ea6\u5728 64k \u6216\u66f4\u77ed\u65f6\uff0cMiniMax-Text-01 \u4e0e\u5176\u5b83 SOTA \u6a21\u578b\u4e0d\u76f8\u4e0a\u4e0b\uff0c\u800c\u5f53\u4e0a\u4e0b\u6587\u957f\u5ea6\u8d85\u8fc7 128k \u65f6\uff0cMiniMax-Text-01 \u7684\u4f18\u52bf\u5c31\u660e\u663e\u663e\u73b0\u51fa\u6765\u4e86\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bc5580991d3dfbc959fd483a233f5de2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bc5580991d3dfbc959fd483a233f5de2.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5728 Ruler \u4e0a\uff0cMiniMax-Text-01 \u4e0e\u5176\u5b83\u6a21\u578b\u7684\u6027\u80fd\u6bd4\u8f83<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u540c\u6837\uff0cMiniMax-Text-01 \u5728 LongBench v2 \u7684\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4e5f\u975e\u5e38\u7a81\u51fa\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-163b06186a273bff775a488b8e611e2a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-163b06186a273bff775a488b8e611e2a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5728 \u00a0LongBench v2 \u4e0a\uff0cMiniMax-Text-01 \u4e0e\u5176\u5b83\u6a21\u578b\u7684\u6027\u80fd\u6bd4\u8f83<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u53e6\u5916\uff0cMiniMax-Text-01 \u7684\u957f\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff08\u7ec8\u8eab\u5b66\u4e60\u7684\u4e00\u4e2a\u6838\u5fc3\u7814\u7a76\u9886\u57df\uff09\u4e5f\u662f SOTA \u6c34\u5e73\u3002MiniMax \u5728 MTOB \u57fa\u51c6\u4e0a\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa9e313813788e83d18f7f3eb61d0da7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa9e313813788e83d18f7f3eb61d0da7.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5728 MTOB \u4e0a\uff0cMiniMax-Text-01 \u4e0e\u5176\u5b83\u6a21\u578b\u7684\u6027\u80fd\u6bd4\u8f83<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u957f\u6587\u672c\u80fd\u529bShowcase<\/strong><\/section>\n<section><\/section>\n<section>MiniMax-Text-01 \u5f97\u5230\u4e86\u5f88\u4e0d\u9519\u7684\u57fa\u51c6\u5206\u6570\uff0c\u4f46\u5b9e\u9645\u8868\u73b0\u5982\u4f55\u5462\uff1f\u4e0b\u9762\u5c55\u793a\u4e86\u4e00\u4e9b\u793a\u4f8b\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u6765\u5199\u9996\u6b4c\u5427\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b4803845f3717afc9ef90ecf1bcb341c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b4803845f3717afc9ef90ecf1bcb341c.png\"><\/a><\/section>\n<section>\u4eba\u7c7b\u8bc4\u4f30\u8005\u4e5f\u7ed9\u51fa\u4e86\u975e\u5e38\u6b63\u9762\u7684\u8bc4\u4ef7\uff1a\u8bd7\u610f\u7684\u8bed\u8a00\u548c\u6f14\u7ece\u7a7a\u95f4\u4e3a\u6b4c\u66f2\u589e\u6dfb\u4e86\u5c42\u5c42\u7684\u8da3\u5473\u548c\u60c5\u611f\u5171\u9e23\uff0c\u4f7f\u6b4c\u66f2\u65e2\u5f15\u4eba\u5165\u80dc\u53c8\u53d1\u4eba\u6df1\u7701\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u91cd\u70b9\u6765\u770b\u770b MiniMax-Text-01 \u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u3002\u5bf9\u4e8e\u65b0\u51e0\u5185\u4e9a\u7684\u4e00\u95e8\u5c0f\u4f17\u8bed\u8a00 Kalamang\uff0c\u5148\u5c06\u6307\u4ee4\u3001\u8bed\u6cd5\u4e66\u3001\u5355\u8bcd\u8868\u3001\u4e0e\u82f1\u8bed\u7684\u5bf9\u7167\u4f8b\u53e5\u653e\u5165 MiniMax-Text-01 \u7684\u4e0a\u4e0b\u6587\uff0c\u7136\u540e\u8ba9\u5176\u6267\u884c\u7ffb\u8bd1\u3002\u53ef\u4ee5\u770b\u5230\uff0cMiniMax-Text-01 \u7ed9\u51fa\u7684\u7b54\u6848\u57fa\u672c\u4e0e\u6807\u51c6\u7b54\u6848\u4e00\u81f4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-632dd8906bfcd675a168b76ae732b291.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-632dd8906bfcd675a168b76ae732b291.png\"><\/a><\/section>\n<section>\u81f3\u4e8e\u957f\u5bf9\u8bdd\u8bb0\u5fc6\u4efb\u52a1\uff0cMiniMax-Text-01 \u53ef\u8bf4\u662f\u8868\u73b0\u5b8c\u7f8e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8ff037c8f941eac99d5f04cae848308d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8ff037c8f941eac99d5f04cae848308d.png\"><\/a><\/section>\n<section><strong>\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e MiniMax-Text-01\uff0cMiniMax \u8fd8\u5f00\u53d1\u4e86\u4e00\u4e2a\u591a\u6a21\u6001\u7248\u672c\uff1aMiniMax-VL-01\u3002\u601d\u8def\u5f88\u7b80\u5355\uff0c\u5c31\u662f\u5728\u6587\u672c\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u6574\u5408\u4e00\u4e2a\u56fe\u50cf\u7f16\u7801\u5668\u548c\u4e00\u4e2a\u56fe\u50cf\u9002\u914d\u5668\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u5c31\u662f\u8981\u5c06\u56fe\u50cf\u53d8\u6210 LLM \u80fd\u591f\u7406\u89e3\u7684 token \u5f62\u5f0f\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u5176\u6574\u4f53\u67b6\u6784\u7b26\u5408\u6bd4\u8f83\u5e38\u89c1\u7684 ViT-MLP-LLM \u8303\u5f0f\uff1aMiniMax-VL-01 \u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u518d\u4f7f\u7528\u4e00\u4e2a 303M \u53c2\u6570\u7684 ViT \u4f5c\u4e3a\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u5e76\u4f7f\u7528\u4e86\u4e00\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684\u4e24\u5c42\u5f0f MLP projector \u6765\u6267\u884c\u56fe\u50cf\u9002\u5e94\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u7136\uff0c\u4e3a\u4e86\u786e\u4fdd MiniMax-VL-01 \u7684\u89c6\u89c9\u7406\u89e3\u80fd\u529b\u8db3\u591f\u597d\uff0c\u8fd8\u9700\u8981\u5728\u6587\u672c\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u4f7f\u7528\u56fe\u50cf-\u8bed\u8a00\u6570\u636e\u8fdb\u884c\u6301\u7eed\u8bad\u7ec3\u3002\u4e3a\u6b64\uff0cMiniMax \u8bbe\u8ba1\u4e86\u4e00\u4e2a\u4e13\u6709\u6570\u636e\u96c6\uff0c\u5e76\u5b9e\u73b0\u4e86\u4e00\u4e2a\u591a\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u6700\u7ec8\uff0c\u5f97\u5230\u7684 MiniMax-VL-01 \u6a21\u578b\u5728\u5404\u4e2a\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e86\u5982\u4e0b\u8868\u73b0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5a70e2137a00ba99f149a3baae96f1eb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5a70e2137a00ba99f149a3baae96f1eb.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0cMiniMax-VL-01 \u6574\u4f53\u8868\u73b0\u5f3a\u52b2\uff0c\u6574\u4f53\u80fd\u4e0e\u5176\u5b83 SOTA \u6a21\u578b\u5ab2\u7f8e\uff0c\u5e76\u53ef\u5728\u67d0\u4e9b\u6307\u6807\u4e0a\u8fbe\u5230\u6700\u4f73\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u5c55\u793a\u4e86\u4e00\u4e2a\u5206\u6790\u5bfc\u822a\u5730\u56fe\u7684\u793a\u4f8b\uff0cMiniMax-VL-01 \u7684\u8868\u73b0\u53ef\u5f97\u4e00\u4e2a\u8d5e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1b639fecdbef606a331489b0d1dc4a9d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1b639fecdbef606a331489b0d1dc4a9d.png\"><\/a><\/section>\n<section><strong>\u63a2\u7d22\u65e0\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3<br \/>\u8ba9 Agent \u8d70\u8fdb\u7269\u7406\u4e16\u754c<\/strong><\/section>\n<section><\/section>\n<section>\u6709\u4eba\u8ba4\u4e3a\u00a0[1]\uff0ccontext \u4f1a\u662f\u8d2f\u7a7f AI \u4ea7\u54c1\u53d1\u5c55\u7684\u4e00\u6761\u6697\u7ebf\uff0ccontext \u662f\u5426\u5145\u5206\u540c\u6b65\u4f1a\u76f4\u63a5\u5f71\u54cd\u667a\u80fd\u5e94\u7528\u7684\u7528\u6237\u4f53\u9a8c\uff0c\u8fd9\u5305\u62ec\u7528\u6237\u7684\u4e2a\u6027\u5316\u4fe1\u606f\u3001\u73af\u5883\u53d8\u5316\u4fe1\u606f\u7b49\u5404\u79cd\u80cc\u666f\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section>\u800c\u4e3a\u4e86\u4fdd\u8bc1 context 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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