{"id":552,"date":"2025-11-04T08:33:09","date_gmt":"2025-11-04T08:33:09","guid":{"rendered":"https:\/\/shop.mygptmeta.com\/?p=552"},"modified":"2025-11-04T08:33:09","modified_gmt":"2025-11-04T08:33:09","slug":"nextstep-1%ef%bc%9a%e8%87%aa%e5%9b%9e%e5%bd%92%e5%9b%be%e5%83%8f%e7%94%9f%e6%88%90%e7%9a%84%e7%bb%88%e6%9e%81%e5%bd%a2%e6%80%81%ef%bc%8c14b%e5%8f%82%e6%95%b0%e6%a8%a1%e5%9e%8b%e5%bc%80%e6%ba%90","status":"publish","type":"post","link":"https:\/\/shop.mygptmeta.com\/it\/nextstep-1%ef%bc%9a%e8%87%aa%e5%9b%9e%e5%bd%92%e5%9b%be%e5%83%8f%e7%94%9f%e6%88%90%e7%9a%84%e7%bb%88%e6%9e%81%e5%bd%a2%e6%80%81%ef%bc%8c14b%e5%8f%82%e6%95%b0%e6%a8%a1%e5%9e%8b%e5%bc%80%e6%ba%90\/","title":{"rendered":"NextStep-1\uff1a\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u7684&#8221;\u7ec8\u6781\u5f62\u6001&#8221;\uff0c14B\u53c2\u6570\u6a21\u578b\u5f00\u6e90\u4e86\uff01"},"content":{"rendered":"<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>&#8220;\u5b83\u4e0d\u518d\u9700\u8981&#8217;\u5916\u63f4&#8217;\uff0c\u7ec8\u4e8e\u6210\u957f\u4e3a\u72ec\u7acb\u827a\u672f\u5bb6\u3002&#8221;<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u5728AI\u56fe\u50cf\u751f\u6210\u9886\u57df\uff0c\u6211\u4eec\u4f3c\u4e4e\u65e9\u5df2\u4e60\u60ef\u8fd9\u6837\u7684\u5206\u5de5\uff1a<br>\u6269\u6563\u6a21\u578b\u8d1f\u8d23&#8221;\u753b\u753b&#8221;\uff0cCLIP\u8d1f\u8d23&#8221;\u770b\u753b&#8221;\uff0cVQ-VAE\u8d1f\u8d23&#8221;\u538b\u7f29&#8221;\uff0cLLM\u8d1f\u8d23&#8221;\u601d\u8003&#8221;\u2026\u2026<\/p>\n\n\n\n<p>\u4f46\u4eca\u5929\uff0c\u4e00\u6b3e\u540d\u4e3a <strong>NextStep-1<\/strong> \u7684\u5f00\u6e90\u6a21\u578b\uff0c\u6b63\u8bd5\u56fe\u98a0\u8986\u8fd9\u4e00\u8303\u5f0f\u2014\u2014\u5b83\u4ec5\u7528<strong>14B\u53c2\u6570\u7684\u7eaf\u81ea\u56de\u5f52\u67b6\u6784<\/strong>\uff0c\u5c31\u5b9e\u73b0\u4e86\u4e0e\u9876\u5c16\u6269\u6563\u6a21\u578b\u76f8\u5ab2\u7f8e\u7684\u751f\u6210\u8d28\u91cf\uff0c\u8fd8\u80fd\u542c\u61c2\u65e5\u5e38\u8bed\u8a00\u3001\u968f\u5fc3\u6240\u6b32\u5730\u7f16\u8f91\u56fe\u50cf\u3002<\/p>\n\n\n\n<p>\u9636\u8dc3\u661f\u8fb0(StepFun)\u56e2\u961f\u8fd9\u6b21\u653e\u51fa\u4e86\u4ec0\u4e48&#8221;\u5927\u62db&#8221;\uff1f\u8ba9\u6211\u4eec\u4e00\u63a2\u7a76\u7adf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/11\/image-8.png\" alt=\"\" class=\"wp-image-2605\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u91cd\u65b0\u5b9a\u4e49\u81ea\u56de\u5f52-\u544a\u522b-\u5916\u63f4-\u505a\u771f\u6b63\u7684\u827a\u672f\u5bb6\">\ud83c\udfa8 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class=\"wp-block-list\">\n<li><strong>\u79bb\u6563\u5316\u56f0\u5883<\/strong>\uff1a\u5fc5\u987b\u901a\u8fc7VQ-VAE\u5c06\u56fe\u50cf\u538b\u7f29\u6210\u6709\u9650\u7684\u79bb\u6563\u7b26\u53f7\uff0c\u9020\u6210\u4fe1\u606f\u635f\u5931<\/li>\n\n\n\n<li><strong>\u5916\u63f4\u4f9d\u8d56<\/strong>\uff1a\u9700\u8981\u5e9e\u5927\u7684\u6269\u6563\u6a21\u578b\u4f5c\u4e3a&#8221;\u89e3\u7801\u5668&#8221;\uff0c\u67b6\u6784\u81c3\u80bf\u4e14\u8bad\u7ec3\u590d\u6742<\/li>\n<\/ul>\n\n\n\n<p><strong>NextStep-1\u7684\u6838\u5fc3\u7a81\u7834<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u76f4\u63a5\u5728\u8fde\u7eed\u7684\u89c6\u89c9\u7a7a\u95f4\u4e2d\uff0c\u4ee5\u81ea\u56de\u5f52\u65b9\u5f0f\u751f\u6210\u56fe\u50cfPatch<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u5b83\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>14B\u53c2\u6570\u7684Transformer\u9aa8\u5e72<\/strong>\uff1a\u8d1f\u8d23\u7406\u89e3\u5185\u5bb9\u3001\u89c4\u5212\u6784\u56fe\u3001\u638c\u63a7\u5168\u5c40<\/li>\n\n\n\n<li><strong>157M\u53c2\u6570\u7684\u6d41\u5339\u914d\u5934(Flow Matching Head)<\/strong>\uff1a\u50cf&#8221;\u753b\u7b14&#8221;\u4e00\u6837\uff0c\u5c06Transformer\u7684\u521b\u610f\u8f6c\u5316\u4e3a\u5177\u4f53\u50cf\u7d20<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u67b6\u6784\u5e26\u6765\u7684\u9769\u547d\u6027\u53d8\u5316\uff1a<br>\u2705 <strong>\u65e0\u9700\u79bb\u6563\u5316<\/strong>\uff1a\u4fdd\u7559\u4e86\u89c6\u89c9\u6570\u636e\u7684\u5168\u90e8\u4e30\u5bcc\u6027<br>\u2705 <strong>\u7aef\u5230\u7aef\u8bad\u7ec3<\/strong>\uff1a\u4e0d\u518d\u4f9d\u8d56\u5916\u90e8\u6269\u6563\u6a21\u578b&#8221;\u6551\u573a&#8221;<br>\u2705 <strong>\u67b6\u6784\u6781\u5ea6\u7b80\u6d01<\/strong>\uff1a\u6574\u4e2a\u7cfb\u7edf\u9ad8\u5ea6\u7edf\u4e00\uff0c\u8bad\u7ec3\u66f4\u9ad8\u6548<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4e00\u4f4d\u7814\u7a76\u8005\u611f\u53f9\uff1a&#8221;\u8fd9\u5c31\u50cf\u770b\u7740\u81ea\u5bb6\u5b69\u5b50\u7ec8\u4e8e\u80fd\u72ec\u7acb\u5b8c\u6210\u4e00\u5e45\u753b\uff0c\u4e0d\u9700\u8981\u7236\u6bcd\u5728\u65c1\u8fb9\u624b\u628a\u624b\u6307\u5bfc\u4e86\u3002&#8221;<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/11\/image-10-scaled.png\" alt=\"\" class=\"wp-image-2607\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4e24\u5927\u6280\u672f-\u70bc\u91d1\u672f-\u8ba9\u81ea\u56de\u5f52\u6a21\u578b\u771f\u6b63\u9a7e\u9a6d\u56fe\u50cf\">\ud83d\udd2c 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class=\"wp-block-list\">\n<li>Transformer\u9aa8\u5e72\u627f\u62c5\u4e8690%\u4ee5\u4e0a\u7684&#8221;\u521b\u610f\u5de5\u4f5c&#8221;<\/li>\n\n\n\n<li>\u6d41\u5339\u914d\u5934\u4ec5\u4f5c\u4e3a\u8f7b\u91cf\u7ea7&#8221;\u6267\u884c\u8005&#8221;\uff0c\u5fe0\u5b9e\u5730\u5c06\u521b\u610f\u8f6c\u5316\u4e3a\u56fe\u50cf<\/li>\n\n\n\n<li><strong>\u81ea\u56de\u5f52\u6a21\u578b\u53ef\u4ee5\u771f\u6b63\u72ec\u7acb&#8221;\u601d\u8003&#8221;\u548c&#8221;\u521b\u4f5c&#8221;<\/strong><\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;\u8fd9\u8bc1\u660e\u4e86Transformer\u4e0d\u4ec5\u80fd\u505a\u8bed\u8a00\uff0c\u4e5f\u80fd\u6210\u4e3a\u89c6\u89c9\u9886\u57df\u7684\u827a\u672f\u5bb6\u3002&#8221;\u2014\u2014\u7814\u7a76\u56e2\u961f<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-tokenizer\u7684\u4e24\u5927-\u9b54\u6cd5\">2\ufe0f\u20e3 Tokenizer\u7684\u4e24\u5927&#8221;\u9b54\u6cd5&#8221;<\/h3>\n\n\n\n<p>\u5728\u8fde\u7eed\u89c6\u89c9\u6807\u8bb0\u7684\u64cd\u4f5c\u4e2d\uff0c\u56e2\u961f\u53d1\u73b0\u4e86\u4e24\u4e2a\u5173\u952e\u6280\u5de7\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u901a\u9053\u5f52\u4e00\u5316(Channel-Wise Normalization)<\/strong><br>\u901a\u8fc7\u7b80\u5355\u5f52\u4e00\u5316\uff0c\u6709\u6548\u7a33\u5b9a\u4e86\u6807\u8bb0\u7684\u7edf\u8ba1\u7279\u6027\u3002\u5373\u4f7f\u5728\u6700\u9ad8\u5f3a\u5ea6\u7684CFG\u5f15\u5bfc\u4e0b\uff0c\u4e5f\u80fd\u751f\u6210\u65e0\u4f2a\u5f71\u7684\u6e05\u6670\u56fe\u50cf\u3002<\/li>\n\n\n\n<li><strong>&#8220;\u66f4\u591a\u566a\u58f0=\u66f4\u597d\u8d28\u91cf&#8221;<\/strong><br>\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u53d1\u73b0\uff1a\u5728\u8bad\u7ec3Tokenizer\u65f6<strong>\u589e\u52a0\u566a\u58f0\u6b63\u5219\u5316<\/strong>\uff0c\u53cd\u800c\u663e\u8457\u63d0\u5347\u4e86\u6700\u7ec8\u56fe\u50cf\u8d28\u91cf\u3002<br>\u56e2\u961f\u63a8\u6d4b\uff1a\u8fd9\u5851\u9020\u4e86\u66f4\u9c81\u68d2\u3001\u5206\u5e03\u66f4\u5747\u5300\u7684\u6f5c\u5728\u7a7a\u95f4\uff0c\u4e3a\u81ea\u56de\u5f52\u6a21\u578b\u63d0\u4f9b\u4e86\u7406\u60f3&#8221;\u753b\u5e03&#8221;\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/11\/image-11.png\" alt=\"\" class=\"wp-image-2608\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u529f\u80fd\u5c55\u793a-\u4e0d\u53ea\u662f\u751f\u6210-\u66f4\u8981\u4f1a-\u6539\">\ud83d\uddbc\ufe0f \u529f\u80fd\u5c55\u793a\uff1a\u4e0d\u53ea\u662f\u751f\u6210\uff0c\u66f4\u8981\u4f1a&#8221;\u6539&#8221;<\/h2>\n\n\n\n<p>NextStep-1\u4e0d\u4ec5\u4f1a&#8221;\u65e0\u4e2d\u751f\u6709&#8221;\u5730\u751f\u6210\u56fe\u50cf\uff0c\u66f4\u80fd\u542c\u61c2\u4eba\u7c7b\u6307\u4ee4\uff0c\u50cf\u4e13\u4e1a\u8bbe\u8ba1\u5e08\u4e00\u6837\u7cbe\u51c6\u7f16\u8f91\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u9ad8\u4fdd\u771f\u6587\u751f\u56fe\">\u2705 \u9ad8\u4fdd\u771f\u6587\u751f\u56fe<\/h3>\n\n\n\n<p>\u53ea\u9700\u4e00\u53e5\u6307\u4ee4\uff0c\u5373\u53ef\u751f\u6210\u7ec6\u8282\u4e30\u5bcc\u3001\u6784\u56fe\u5408\u7406\u7684\u56fe\u50cf\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;A serene lakeside at dawn, pine trees reflected in still water, mist rising from the surface, soft golden light breaking through mountain peaks in the distance, hyperrealistic photography&#8221;<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u5168\u80fd\u56fe\u50cf\u7f16\u8f91\">\u2705 \u5168\u80fd\u56fe\u50cf\u7f16\u8f91<\/h3>\n\n\n\n<p><strong>\u7269\u4f53\u589e\u5220<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;\u5728\u5496\u5561\u684c\u4e0a\u52a0\u4e00\u4e2a\u6253\u5f00\u7684\u7b14\u8bb0\u672c\u7535\u8111\uff0c\u65c1\u8fb9\u653e\u4e00\u676f\u5192\u7740\u70ed\u6c14\u7684\u5496\u5561&#8221;<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u80cc\u666f\u4fee\u6539<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;\u628a\u8fd9\u5f20\u7167\u7247\u7684\u80cc\u666f\u4ece\u529e\u516c\u5ba4\u6362\u6210\u6d77\u6ee9\u65e5\u843d&#8221;<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u52a8\u4f5c\u4fee\u6539<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;\u8ba9\u56fe\u4e2d\u7684\u72d7\u4ece\u5750\u7740\u53d8\u6210\u8df3\u8dc3\u7684\u59ff\u52bf&#8221;<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u98ce\u683c\u8fc1\u79fb<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;\u5c06\u8fd9\u5f20\u7167\u7247\u8f6c\u6362\u4e3a\u68b5\u9ad8\u98ce\u683c\u7684\u6cb9\u753b\uff0c\u4fdd\u7559\u6240\u6709\u4eba\u7269\u548c\u573a\u666f\u7ec6\u8282&#8221;<\/p>\n<\/blockquote>\n\n\n\n<p>\u5b9e\u6d4b\u6548\u679c\u4ee4\u4eba\u60ca\u8273\u2014\u2014\u5b83\u4e0d\u4ec5\u80fd\u7406\u89e3\u65e5\u5e38\u8bed\u8a00\uff0c\u8fd8\u80fd\u4fdd\u6301\u7f16\u8f91\u524d\u540e\u7684<strong>\u89c6\u89c9\u4e00\u81f4\u6027<\/strong>\uff0c\u907f\u514d\u4e86\u4f20\u7edf\u65b9\u6cd5\u4e2d\u5e38\u89c1\u7684&#8221;\u8eab\u4efd\u6f02\u79fb&#8221;\u95ee\u9898\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4e00\u4f4d\u8bbe\u8ba1\u5e08\u8bc4\u4ef7\uff1a&#8221;\u5b83\u5c31\u50cf\u8bf7\u4e86\u4e2a\u5168\u80fd\u52a9\u7406\uff0c\u65e2\u80fd\u51ed\u7a7a\u521b\u4f5c\uff0c\u53c8\u80fd\u6309\u4f60\u7684\u60f3\u6cd5\u7cbe\u51c6\u4fee\u6539\u3002&#8221;<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/11\/image-9.png\" alt=\"\" class=\"wp-image-2606\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u6027\u80fd\u6570\u636e-\u81ea\u56de\u5f52\u4e5f\u80fd\u6311\u6218sota\">\ud83d\udcca \u6027\u80fd\u6570\u636e\uff1a\u81ea\u56de\u5f52\u4e5f\u80fd\u6311\u6218SOTA<\/h2>\n\n\n\n<p>\u5728\u6743\u5a01\u8bc4\u6d4b\u4e2d\uff0cNextStep-1\u7684\u8868\u73b0\u4ee4\u4eba\u60ca\u559c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8bc4\u6d4b\u57fa\u51c6<\/th><th>NextStep-1\u8868\u73b0<\/th><th>\u610f\u4e49<\/th><\/tr><\/thead><tbody><tr><td><strong>GenEval<\/strong><\/td><td>0.73 (\u4f7f\u7528self-CoT)<\/td><td>\u8d85\u8d8a\u591a\u6570\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u903c\u8fd1\u6269\u6563\u6a21\u578b<\/td><\/tr><tr><td><strong>GenAI-Bench<\/strong><\/td><td>\u9ad8\u7ea7\u63d0\u793a0.67\uff0c\u57fa\u7840\u63d0\u793a0.88<\/td><td>\u590d\u6742\u573a\u666f\u7406\u89e3\u80fd\u529b\u5f3a<\/td><\/tr><tr><td><strong>DPG-Bench<\/strong><\/td><td>85.28\u5206<\/td><td>\u957f\u63d0\u793a\u7406\u89e3\u80fd\u529b\u5f3a<\/td><\/tr><tr><td><strong>WISE<\/strong><\/td><td>0.54\u603b\u5206<\/td><td>\u4e16\u754c\u77e5\u8bc6\u6574\u5408\u80fd\u529b\u4f18\u5f02<\/td><\/tr><tr><td><strong>GEdit-Bench<\/strong><\/td><td>\u663e\u8457\u9886\u5148\u5176\u4ed6\u81ea\u56de\u5f52\u6a21\u578b<\/td><td>\u56fe\u50cf\u7f16\u8f91\u80fd\u529b\u7a81\u51fa<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u66f4\u4ee4\u4eba\u632f\u594b\u7684\u662f\uff1a<strong>\u5728\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cNextStep-1\u5df2\u80fd\u4e0e\u9876\u5c16\u6269\u6563\u6a21\u578b\u6b63\u9762\u7ade\u4e89<\/strong>\uff0c\u8fd9\u5728\u81ea\u56de\u5f52\u67b6\u6784\u4e2d\u662f\u524d\u6240\u672a\u6709\u7684\u7a81\u7834\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/11\/image-13.png\" alt=\"\" class=\"wp-image-2610\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u76f4\u9762\u6311\u6218-\u6210\u957f\u8def\u4e0a\u7684-\u7eca\u811a\u77f3\">\u26a0\ufe0f \u76f4\u9762\u6311\u6218\uff1a\u6210\u957f\u8def\u4e0a\u7684&#8221;\u7eca\u811a\u77f3&#8221;<\/h2>\n\n\n\n<p>\u9636\u8dc3\u661f\u8fb0\u56e2\u961f\u6ca1\u6709\u56de\u907f\u6a21\u578b\u7684\u5c40\u9650\uff0c\u5766\u8bda\u5217\u51fa\u4e86\u56db\u5927\u6311\u6218\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-\u751f\u6210\u8fc7\u7a0b\u4e0d\u7a33\u5b9a\">1\ufe0f\u20e3 \u751f\u6210\u8fc7\u7a0b\u4e0d\u7a33\u5b9a<\/h3>\n\n\n\n<p>\u5728\u9ad8\u7ef4\u8fde\u7eed\u7a7a\u95f4(16\u901a\u9053)\u751f\u6210\u65f6\uff0c\u5076\u53d1\u51fa\u73b0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c40\u90e8\u566a\u58f0\/\u5757\u72b6\u4f2a\u5f71<\/li>\n\n\n\n<li>\u5168\u5c40\u566a\u58f0\u5e72\u6270<\/li>\n\n\n\n<li>\u7f51\u683c\u72b6\u4f2a\u5f71(\u53ef\u80fd\u4e0e\u4e00\u7ef4\u4f4d\u7f6e\u7f16\u7801\u76f8\u5173)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-\u987a\u5e8f\u89e3\u7801\u5ef6\u8fdf\">2\ufe0f\u20e3 \u987a\u5e8f\u89e3\u7801\u5ef6\u8fdf<\/h3>\n\n\n\n<p>\u81ea\u56de\u5f52\u6a21\u578b\u7684&#8221;\u5929\u6027&#8221;\u5bfc\u81f4\u901f\u5ea6\u74f6\u9888\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>14B\u53c2\u6570Transformer\u987a\u5e8f\u89e3\u7801\u662f\u4e3b\u8981\u74f6\u9888<\/li>\n\n\n\n<li>\u6d41\u5339\u914d\u5934\u7684\u591a\u6b65\u91c7\u6837\u4e5f\u5e26\u6765\u5f00\u9500<\/li>\n\n\n\n<li>\u5355token\u751f\u6210\u5728H100\u4e0a\u9700\u8981\u7ea647.6ms<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-\u9ad8\u5206\u8fa8\u7387\u6311\u6218\">3\ufe0f\u20e3 \u9ad8\u5206\u8fa8\u7387\u6311\u6218<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6536\u655b\u6548\u7387\u4f4e\uff1a\u9700\u66f4\u591a\u8bad\u7ec3\u6b65\u6570<\/li>\n\n\n\n<li>\u96be\u4ee5\u8fc1\u79fb\u6269\u6563\u6a21\u578b\u7684\u9ad8\u5206\u8fa8\u7387\u6280\u672f<\/li>\n\n\n\n<li>\u7f3a\u4e4f\u4e8c\u7ef4\u7a7a\u95f4\u5f52\u7eb3\u504f\u7f6e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-\u76d1\u7763\u5fae\u8c03-sft-\u56f0\u96be\">4\ufe0f\u20e3 \u76d1\u7763\u5fae\u8c03(SFT)\u56f0\u96be<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f9d\u8d56\u5927\u89c4\u6a21\u6570\u636e(\u767e\u4e07\u7ea7)\u624d\u80fd\u7a33\u5b9a\u5fae\u8c03<\/li>\n\n\n\n<li>\u5c0f\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u8106\u5f31\uff1a\u8981\u4e48\u6536\u6548\u751a\u5fae\uff0c\u8981\u4e48\u5b8c\u5168\u8fc7\u62df\u5408<\/li>\n\n\n\n<li>\u96be\u4ee5\u627e\u5230&#8221;\u901a\u7528\u80fd\u529b&#8221;\u4e0e&#8221;\u7279\u5b9a\u98ce\u683c&#8221;\u7684\u5e73\u8861\u70b9<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u56e2\u961f\u5766\u8a00\uff1a&#8221;\u5766\u8bda\u9762\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u662f\u63a8\u52a8\u9886\u57df\u524d\u8fdb\u7684\u7b2c\u4e00\u6b65\u3002&#8221;<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/11\/image-14.png\" alt=\"\" class=\"wp-image-2611\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/11\/image-12.png\" alt=\"\" class=\"wp-image-2609\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5982\u4f55\u4e0a\u624b-\u5b8c\u5168\u5f00\u6e90-\u4e00\u952e\u90e8\u7f72\">\ud83d\ude80 \u5982\u4f55\u4e0a\u624b\uff1f\u5b8c\u5168\u5f00\u6e90\uff0c\u4e00\u952e\u90e8\u7f72<\/h2>\n\n\n\n<p>\u9636\u8dc3\u661f\u8fb0\u56e2\u961f\u5df2\u5c06NextStep-1<strong>\u5b8c\u5168\u5f00\u6e90<\/strong>\uff0c\u5bf9\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u6781\u5176\u53cb\u597d\uff0c\u5b89\u88c5\u53ea\u9700\u4e09\u884c\u547d\u4ee4\uff1a<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">git clone https:\/\/github.com\/stepfun-ai\/NextStep-1\ncd NextStep-1\npip install -r requirements.txt<\/code><\/pre><\/div>\n\n\n\n<p>\u56e2\u961f\u8fd8\u63d0\u4f9b\u4e86\u8be6\u7ec6\u6559\u7a0b\uff0c\u4ece\u57fa\u7840\u4f7f\u7528\u5230\u9ad8\u7ea7\u5b9a\u5236\uff0c\u8986\u76d6\u5404\u79cd\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u672a\u6765\u5c55\u671b-\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u7684\u65b0\u7eaa\u5143\">\ud83d\udd2e \u672a\u6765\u5c55\u671b\uff1a\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u7684\u65b0\u7eaa\u5143<\/h2>\n\n\n\n<p>NextStep-1\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u8fdb\u5165\u65b0\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67b6\u6784\u7b80\u6d01\u5316<\/strong>\uff1a\u4e0d\u518d\u9700\u8981\u590d\u6742\u62fc\u51d1\uff0c\u4e00\u4e2a\u7edf\u4e00\u6a21\u578b\u641e\u5b9a<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u9ad8\u6548\u5316<\/strong>\uff1a\u7aef\u5230\u7aef\u8bad\u7ec3\uff0c\u907f\u514d\u591a\u9636\u6bb5\u4f18\u5316\u7684\u4e0d\u7a33\u5b9a\u6027<\/li>\n\n\n\n<li><strong>\u80fd\u529b\u7efc\u5408\u5316<\/strong>\uff1a\u540c\u65f6\u64c5\u957f\u751f\u6210\u4e0e\u7f16\u8f91\uff0c\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u6307\u4ee4<\/li>\n<\/ul>\n\n\n\n<p>\u9636\u8dc3\u661f\u8fb0\u56e2\u961f\u900f\u9732\u7684\u672a\u6765\u65b9\u5411\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f18\u5316\u6d41\u5339\u914d\u5934\uff1a\u51cf\u5c11\u53c2\u6570\u3001\u5b9e\u73b0\u5c11\u6b65\u751f\u6210<\/li>\n\n\n\n<li>\u52a0\u901f\u81ea\u56de\u5f52\uff1a\u63a2\u7d22\u591aToken\u9884\u6d4b\u7b49\u65b0\u6280\u672f<\/li>\n\n\n\n<li>\u9ad8\u5206\u8fa8\u7387\u751f\u6210\uff1a\u7814\u53d1\u4e13\u95e8\u9488\u5bf9\u56fe\u50cf\u7684\u4e8c\u7ef4\u4f4d\u7f6e\u7f16\u7801<\/li>\n\n\n\n<li>\u6539\u8fdbSFT\uff1a\u5c0f\u6570\u636e\u9ad8\u6548\u5fae\u8c03\u6280\u672f<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;\u8fd9\u53ea\u662f\u63a2\u7d22\u7684\u7b2c\u4e00\u6b65\u3002\u6211\u4eec\u76f8\u4fe1\uff0c\u8fd9\u6761&#8217;\u7b80\u6d01&#8217;\u7684\u9053\u8def\uff0c\u5c06\u4e3a\u591a\u6a21\u6001\u751f\u6210\u9886\u57df\u63d0\u4f9b\u5168\u65b0\u89c6\u89d2\u3002&#8221;<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/11\/image-15.png\" alt=\"\" class=\"wp-image-2612\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5199\u5728\u6700\u540e\">\ud83c\udf1f \u5199\u5728\u6700\u540e<\/h2>\n\n\n\n<p>NextStep-1\u7684\u610f\u4e49\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u6b3e\u65b0\u6a21\u578b\uff0c\u5b83\u8bc1\u660e\u4e86\u4e00\u4e2a\u91cd\u8981\u7406\u5ff5\uff1a<br><strong>\u7b80\u6d01\u7684\u67b6\u6784\uff0c\u4e5f\u80fd\u5b9e\u73b0\u5f3a\u5927\u7684\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u5f53\u6211\u4eec\u4e0d\u518d\u6267\u7740\u4e8e&#8221;\u62fc\u51d1\u6700\u5927\u6a21\u578b&#8221;\uff0c\u800c\u662f\u56de\u5f52\u5230&#8221;\u5982\u4f55\u8ba9\u6a21\u578b\u771f\u6b63\u7406\u89e3\u521b\u4f5c&#8221;\u7684\u672c\u8d28\uff0cAI\u751f\u6210\u6280\u672f\u6216\u8bb8\u4f1a\u8fce\u6765\u65b0\u7684\u98de\u8dc3\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;\u5b83\u4e0d\u662f\u8981\u53d6\u4ee3\u6269\u6563\u6a21\u578b\uff0c\u800c\u662f\u4e3a\u56fe\u50cf\u751f\u6210\u63d0\u4f9b\u4e00\u6761\u65b0\u7684\u53ef\u80fd\u8def\u5f84\u3002&#8221;\u2014\u2014\u9636\u8dc3\u661f\u8fb0\u56e2\u961f<\/p>\n<\/blockquote>\n\n\n\n<p>\u5728\u8fd9\u4e2aAI\u6280\u672f\u65e5\u65b0\u6708\u5f02\u7684\u65f6\u4ee3\uff0cNextStep-1\u63d0\u9192\u6211\u4eec\uff1a<br><strong>\u6709\u65f6\u5019\uff0c\u6700\u9769\u547d\u6027\u7684\u521b\u65b0\uff0c\u6070\u6070\u6765\u81ea\u5bf9\u57fa\u7840\u8303\u5f0f\u7684\u91cd\u65b0\u601d\u8003\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u76f8\u5173\u94fe\u63a5<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2508.10711\">https:\/\/arxiv.org\/abs\/2508.10711<\/a><\/li>\n\n\n\n<li>\u4ee3\u7801\u4ed3\u5e93\uff1a<a href=\"https:\/\/github.com\/stepfun-ai\/NextStep-1\">https:\/\/github.com\/stepfun-ai\/NextStep-1<\/a><\/li>\n\n\n\n<li>\u6a21\u578b\u4e0b\u8f7d\uff1a<a href=\"https:\/\/huggingface.co\/collections\/stepfun-ai\/nextstep-1\">https:\/\/huggingface.co\/collections\/stepfun-ai\/nextstep-1<\/a><\/li>\n\n\n\n<li>\u9879\u76ee\u4e3b\u9875\uff1a<a href=\"https:\/\/stepfun.ai\/research\/en\/nextstep1\">https:\/\/stepfun.ai\/research\/en\/nextstep1<\/a><\/li>\n<\/ul>\n\n\n\n<table style=\"width: 100%;border-collapse: collapse;border: 1px solid #ddd\">\n<thead>\n<tr style=\"height: 48px;background-color: #f5f5f5\">\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">\u66f4\u591a\u4ea7\u54c1\u8bf7\u67e5\u770b<\/h4>\n<\/th>\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">\u66f4\u591a\u5185\u5bb9\u8bf7\u67e5\u770b<\/h4>\n<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"height: 63px\">\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/\" data-linktype=\"2\">ShirtAI \u2013 \u6e17\u900f\u667a\u80fd<\/a><\/td>\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/archives\/4425\" data-linktype=\"2\">AIGC\u5927\u6a21\u578b\uff1a\u5f00\u521b\u5de5\u7a0b\u4e0e\u79d1\u5b66\u53cc\u91cd\u9769\u547d\u65f6\u4ee3 \u2013 \u6e17\u900f\u667a\u80fd<\/a><\/td>\n<\/tr>\n<tr style=\"height: 61px\">\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/\" data-linktype=\"2\">1:1\u8fd8\u539fClaude\u548cGPT\u5b98\u7f51 \u2013 AI\u4e91\u539f\u751f<\/a><\/td>\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bluelsqkj.com\/archives\/2876\" data-linktype=\"2\">\u6bd4\u8d5b\u76f4\u64adAPP 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