{"id":36854,"date":"2025-01-19T22:00:15","date_gmt":"2025-01-19T14:00:15","guid":{"rendered":"https:\/\/17aitech.com\/?p=36854"},"modified":"2025-01-19T22:00:15","modified_gmt":"2025-01-19T14:00:15","slug":"%e6%92%9e%e5%a2%99%e8%bf%98%e6%98%af%e6%96%b0%e8%b5%b7%e7%82%b9%ef%bc%9f%e8%87%aa%e5%9b%9e%e5%bd%92%e6%a8%a1%e5%9e%8b%e5%9c%a8%e5%9b%be%e5%83%8f%e9%a2%86%e5%9f%9f%e5%b1%95%e7%8e%b0%e5%87%bascaling","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36854","title":{"rendered":"\u649e\u5899\u8fd8\u662f\u65b0\u8d77\u70b9\uff1f\u81ea\u56de\u5f52\u6a21\u578b\u5728\u56fe\u50cf\u9886\u57df\u5c55\u73b0\u51faScaling\u6f5c\u529b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-26-2\" target=\"_blank\">\u649e\u5899\u8fd8\u662f\u65b0\u8d77\u70b9\uff1f\u81ea\u56de\u5f52\u6a21\u578b\u5728\u56fe\u50cf\u9886\u57df\u5c55\u73b0\u51faScaling\u6f5c\u529b<\/a><\/p>\n<section>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"29\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u81ea\u56de\u5f52\u65b9\u6cd5\uff0c\u5728\u56fe\u50cf\u751f\u6210\u4e2d\u89c2\u5bdf\u5230\u4e86 Scaling Law\u3002<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<p>\u300cScaling Law \u649e\u5899\u4e86\uff1f\u300d\u8fd9\u6050\u6015\u662f AI \u793e\u533a\u6700\u8fd1\u8ba8\u8bba\u70ed\u5ea6\u6700\u9ad8\u7684\u8bdd\u9898\u3002<\/p>\n<p>\u8be5\u8bdd\u9898\u59cb\u4e8e The Information \u7684\u4e00\u7bc7\u6587\u7ae0\u3002\u8fd9\u7bc7\u6587\u7ae0\u900f\u9732\uff0cOpenAI \u4e0b\u4e00\u4ee3\u65d7\u8230\u6a21\u578b\u7684\u8d28\u91cf\u63d0\u5347\u5e45\u5ea6\u4e0d\u53ca\u524d\u4e24\u6b3e\u65d7\u8230\u6a21\u578b\u4e4b\u95f4\u7684\u8d28\u91cf\u63d0\u5347\uff0c\u56e0\u4e3a\u9ad8\u8d28\u91cf\u6587\u672c\u548c\u5176\u4ed6\u6570\u636e\u7684\u4f9b\u5e94\u91cf\u6b63\u5728\u51cf\u5c11\uff0c\u539f\u672c\u7684 Scaling Law\uff08\u7528\u66f4\u591a\u7684\u6570\u636e\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\uff09\u53ef\u80fd\u65e0\u4ee5\u4e3a\u7ee7\u3002<\/p>\n<p>\u6587\u7ae0\u53d1\u5e03\u540e\uff0c\u5f88\u591a\u4eba\u53cd\u9a73\u4e86\u8fd9\u4e00\u89c2\u70b9\uff0c\u8ba4\u4e3a Scaling Law \u8fd8\u6ca1\u5230\u649e\u5899\u7684\u5730\u6b65\uff0c\u6bd5\u7adf\u5f88\u591a\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u56e2\u961f\u4f9d\u7136\u80fd\u591f\u770b\u5230\u6a21\u578b\u80fd\u529b\u7684\u6301\u7eed\u63d0\u5347\u3002\u800c\u4e14\uff0c\u6211\u4eec\u73b0\u5728\u6240\u8bf4\u7684 Scaling Law \u66f4\u591a\u662f\u6307\u8bad\u7ec3\u9636\u6bb5\uff0c\u800c\u63a8\u7406\u9636\u6bb5\u7684 Scaling Law \u8fd8\u672a\u88ab\u5145\u5206\u6316\u6398\uff0c\u501f\u52a9\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u7b49\u65b9\u6cd5\uff0c\u5927\u6a21\u578b\u7684\u80fd\u529b\u8fd8\u80fd\u66f4\u4e0a\u4e00\u5c42\u697c\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-52e30cf87e7468ffa2b9376a478e184f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-52e30cf87e7468ffa2b9376a478e184f.png\"><\/a><\/section>\n<section>\u8fd8\u6709\u4eba\u6307\u51fa\uff0c\u5176\u5b9e\uff0c\u5728\u6587\u672c\u4ee5\u5916\u7684\u9886\u57df\uff0cScaling Law \u7684\u8e2a\u8ff9\u6b63\u5728\u9010\u6e10\u663e\u73b0\uff0c\u6bd4\u5982\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4ee5\u53ca\u56fe\u50cf\u3001\u89c6\u9891\u8fd9\u7c7b\u89c6\u89c9\u9886\u57df\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u8fd9\u5f20\u56fe\u6765\u81ea\u6295\u7a3f\u7ed9 ICLR 2025 \u7684\u4e00\u7bc7\u8bba\u6587\u3002\u8bba\u6587\u53d1\u73b0\uff0c\u5728\u628a\u7c7b\u4f3c\u4e8e GPT \u7684\u81ea\u56de\u5f52\u6a21\u578b\u5e94\u7528\u4e8e\u56fe\u50cf\u751f\u6210\u65f6\uff0cScaling Law \u540c\u6837\u53ef\u4ee5\u88ab\u89c2\u5bdf\u5230\u3002\u5177\u4f53\u8868\u73b0\u4e3a\uff1a\u968f\u7740\u6a21\u578b\u5927\u5c0f\u7684\u589e\u52a0\uff0c\u8bad\u7ec3\u635f\u5931\u4f1a\u964d\u4f4e\uff0c\u6a21\u578b\u751f\u6210\u6027\u80fd\u4f1a\u63d0\u9ad8\uff0c\u6355\u6349\u5168\u5c40\u4fe1\u606f\u7684\u80fd\u529b\u4e5f\u4f1a\u589e\u5f3a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3d0d089954c390e9b71c2260befd0066.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3d0d089954c390e9b71c2260befd0066.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aElucidating the design space of language models for image generation<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2410.16257<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u4e0e\u6a21\u578b\uff1ahttps:\/\/github.com\/Pepper-lll\/LMforImageGeneration<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u4f5c\u8005\u4e4b\u4e00\u3001\u4e91\u5929\u52b1\u98de\u7684\u9f50\u5baa\u6807\u535a\u58eb\u5728\u63a5\u53d7\u673a\u5668\u4e4b\u5fc3\u91c7\u8bbf\u65f6\u8868\u793a\uff1a\u300c\u6211\u4eec\u4e0d\u77e5\u9053\u56fe\u50cf\u4e2d\u7684 Scaling Law \u5230\u5e95\u6709\u591a\u5f3a\uff0c\u6bd4\u5982\u5982\u679c\u6211\u4eec\u628a\u56fe\u50cf\u751f\u6210\u6a21\u578b\u4e5f\u6269\u5c55\u5230 Llama 7B \u8fd9\u4e2a\u89c4\u6a21\uff0c\u662f\u4e0d\u662f GPT \u90a3\u6837\u7684\u81ea\u56de\u5f52\u65b9\u6cd5\u4e5f\u5177\u6709\u975e\u5e38\u5927\u7684\u6f5c\u529b\uff1f\u300d<\/section>\n<section><\/section>\n<section>\u62b1\u7740\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u4ed6\u4eec\u8fdb\u884c\u4e86\u4e00\u4e9b\u521d\u6b65\u5b9e\u9a8c\uff0c\u53d1\u73b0\u53ea\u8bad\u7ec3\u5230\u4e00\u534a\u7684\u65f6\u5019\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u5c31\u5df2\u7ecf\u5728\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u4e86\u5f88\u5f3a\u7684 Scaling Law\u3002\u8fd9\u8ba9\u4ed6\u4eec\u5bf9\u81ea\u56de\u5f52\u65b9\u6cd5\u5728\u89c6\u89c9\u9886\u57df\u7684\u5e94\u7528\u5145\u6ee1\u4fe1\u5fc3\u3002\u53ef\u89c1\uff0c\u81f3\u5c11\u5728\u56fe\u50cf\u548c\u89c6\u9891\u751f\u6210\u7b49\u9886\u57df\uff0cScaling Law \u4f9d\u7136\u5f3a\u52bf\uff0c\u79bb\u649e\u5899\u8fd8\u8fdc\u3002<\/section>\n<section><\/section>\n<section>\u5728\u53e6\u4e00\u7bc7\u8bba\u6587\u4e2d\uff0c\u9f50\u5baa\u6807\u7b49\u4eba\u8fd8\u53d1\u73b0\uff0c\u5176\u5b9e\u5728\u5e94\u7528\u4e8e\u56fe\u50cf\u9886\u57df\u65f6\uff0c\u4f20\u7edf\u7684\u81ea\u56de\u5f52\u65b9\u6cd5\u4e5f\u6709\u6539\u8fdb\u7a7a\u95f4\u3002\u4ed6\u4eec\u628a\u6539\u8fdb\u540e\u7684\u65b9\u6cd5\u79f0\u4e3a\u300cBiGR \u300d\uff0c\u8be5\u65b9\u6cd5\u5efa\u7acb\u5728\u4f55\u607a\u660e\u7b49\u4eba MAR\uff08masked autoregressive\uff09\u5de5\u4f5c\u7684\u57fa\u7840\u4e4b\u4e0a\uff0c\u5e76\u5728\u4e00\u4e9b\u65b9\u9762\u5b9e\u73b0\u4e86\u6539\u8fdb\uff0c\u6210\u4e3a\u4e86\u9996\u4e2a\u5c06\u751f\u6210\u548c\u5224\u522b\u4efb\u52a1\u7edf\u4e00\u5728\u540c\u4e00\u6846\u67b6\u5185\u7684\u6761\u4ef6\u751f\u6210\u6a21\u578b\u3002\u8fd9\u610f\u5473\u7740\uff0cBiGR \u4e0d\u4ec5\u662f\u4e00\u4e2a\u597d\u7684\u56fe\u50cf\u751f\u6210\u5668\uff0c\u540c\u65f6\u8fd8\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u7279\u5f81\u63d0\u53d6\u5668\uff0c\u4e8c\u8005\u662f\u76f8\u4e92\u4fc3\u8fdb\u7684\u5173\u7cfb\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9e3985b9061b1d0b5c2e329cfeb484ac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9e3985b9061b1d0b5c2e329cfeb484ac.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aBiGR: Harnessing Binary Latent Codes for Image Generation and Improved Visual Representation Capabilities<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2410.14672<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u4e0e\u6a21\u578b\uff1ahttps:\/\/github.com\/haoosz\/BiGR<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u4e9b\u5de5\u4f5c\u4e3a\u7814\u7a76\u754c\u7ee7\u7eed\u63a2\u7d22\u81ea\u56de\u5f52\u6a21\u578b\u5728\u89c6\u89c9\u9886\u57df\u7684 Scaling Law \u63d0\u4f9b\u4e86\u4e00\u4e9b\u542f\u53d1\u3002\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u5bf9\u8fd9\u4e9b\u5de5\u4f5c\u8fdb\u884c\u6df1\u5165\u89e3\u8bfb\u3002\u987a\u5e26\u4e00\u63d0\uff0c\u8fd9\u4e24\u9879\u7814\u7a76\u7684\u4ee3\u7801\u548c\u6a21\u578b\u90fd\u5df2\u53d1\u5e03\u3002<\/section>\n<section><\/section>\n<section><strong>\u81ea\u56de\u5f52\uff1aDiffusion \u4e4b\u5916\u7684\u53e6\u4e00\u6761\u9053\u8def<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5f53\u524d\u7684\u89c6\u89c9\u751f\u6210\u9886\u57df\uff0cDiffusion \u6a21\u578b\u662f\u6beb\u65e0\u7591\u95ee\u7684\u9738\u4e3b\u3002\u8fd9\u79cd\u65b9\u6cd5\u751f\u6210\u7684\u56fe\u50cf\u8d28\u91cf\u8f83\u9ad8\uff0c\u89c6\u9891\u4e5f\u8d8a\u6765\u8d8a\u597d\u3002\u4f46\u53e6\u4e00\u65b9\u9762\uff0c\u4ee5 Transformer \u4e3a\u4ee3\u8868\u7684\u81ea\u56de\u5f52\u6a21\u578b\u5728\u6587\u672c\u9886\u57df\u7684\u6210\u529f\u5c31\u5728\u773c\u524d\uff0c\u8fd9\u4e0d\u7981\u8ba9\u4eba\u53bb\u60f3\u8c61\u81ea\u56de\u5f52\u6a21\u578b\u5728\u89c6\u89c9\u9886\u57df\u7684\u53ef\u80fd\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5176\u5b9e\uff0c\u65e9\u5728 2018 \u5e74\uff0c\u8c37\u6b4c\u7684\u4e00\u4e2a\u56e2\u961f\uff08\u5176\u4e2d\u5927\u90e8\u5206\u662f Transformer \u8bba\u6587\u4f5c\u8005\uff09\u5c31\u5df2\u7ecf\u63a2\u7d22\u8fc7\u7528\u81ea\u56de\u5f52\u6a21\u578b\u6765\u751f\u6210\u56fe\u50cf\uff08\u53c2\u89c1\u8bba\u6587\u300aImage Transformer\u300b\uff09\u3002OpenAI \u7684\u521d\u4ee3 DALL\u30fbE \u6a21\u578b\u7528\u7684\u4e5f\u662f\u57fa\u4e8e\u81ea\u56de\u5f52\u7684\u65b9\u6cd5\u3002\u4f46\u7531\u4e8e\u63a2\u7d22\u521d\u671f\u6548\u679c\u4e0d\u4f73\uff0c\u518d\u52a0\u4e0a Diffusion \u6a21\u578b\u7684\u5f3a\u52bf\u5d1b\u8d77\u548c\u5f00\u6e90\uff0c\u57fa\u4e8e\u81ea\u56de\u5f52\u7684\u65b9\u6cd5\u9010\u6e10\u6de1\u51fa\u4e86\u5927\u90e8\u5206\u7814\u7a76\u8005\u7684\u89c6\u91ce\u3002\u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8758d7eac443b91d97b930978376c022.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8758d7eac443b91d97b930978376c022.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u521d\u4ee3 DALL\u30fbE \u751f\u6210\u6548\u679c<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e91\u5929\u52b1\u98de\u7684\u8fd9\u4e9b\u7814\u7a76\u66f4\u50cf\u662f\u4e00\u79cd\u300c\u91cd\u65b0\u63a2\u7d22\u300d\uff0c\u800c\u4e14\u8fd9\u6b21\u63a2\u7d22\u6709\u5f88\u591a\u53ef\u4ee5\u501f\u9274\u7684\u7ecf\u9a8c\u6559\u8bad\u3002\u6b63\u5982\u9f50\u5baa\u6807\u8bf4\u7684\u90a3\u6837\uff1a\u300c\u5728\u6211\u4eec\u91cd\u65b0\u63a2\u7d22\u8fd9\u6761\u8def\u7684\u65f6\u5019\uff0c\u8fd9\u4e9b\u7ecf\u9a8c\u5176\u5b9e\u53ef\u4ee5\u8ba9\u6211\u4eec\u601d\u8003\u8fc7\u53bb\u8d70\u8fd9\u6761\u8def\u7684\u65f6\u5019\u53ef\u80fd\u54ea\u4e2a\u5730\u65b9\u6ca1\u8d70\u597d\u3002\u300d<\/section>\n<section><\/section>\n<section>\u5173\u4e8e\u8fd9\u79cd\u300c\u91cd\u65b0\u63a2\u7d22\u300d\u7684\u52a8\u673a\uff0c\u9f50\u5baa\u6807\u5206\u4eab\u4e86\u51e0\u4e2a\u89c2\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e00\u4e2a\u662f\u5173\u4e8e Scaling Law \u7684\u3002\u6b63\u5982\u524d\u9762\u6240\u63d0\u5230\u7684\uff0c\u81ea\u56de\u5f52\u65b9\u6cd5\u7684\u53ef\u6269\u5c55\u6027\u5df2\u7ecf\u5728\u6587\u672c\u9886\u57df\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0c\u6700\u5927\u7684\u6587\u672c\u6a21\u578b\u5df2\u7ecf\u505a\u5230\u4e86\u4e07\u4ebf\u53c2\u6570\u3002\u800c<strong>\u5728\u56fe\u50cf\u9886\u57df\uff0c\u8fd9\u79cd Scaling Law \u624d\u521a\u521a\u663e\u73b0\uff0c\u672a\u6765\u8fd8\u5b58\u5728\u5de8\u5927\u7684\u63a2\u7d22\u7a7a\u95f4<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e8c\u4e2a\u662f\u5173\u4e8e\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7684\u7edf\u4e00\u3002\u5728\u5f53\u524d\u300cscaling law \u649e\u5899\u300d\u7684\u76f8\u5173\u8ba8\u8bba\u4e2d\uff0c\u591a\u6a21\u6001\u5176\u5b9e\u662f\u4e00\u4e2a\u88ab\u5bc4\u4e88\u539a\u671b\u7684\u65b9\u5411\u3002\u4f46\u662f\uff0c\u8fd9\u4e2a\u9886\u57df\u76ee\u524d\u9762\u4e34\u4e00\u4e2a\u4e25\u5cfb\u7684\u6311\u6218\uff0c\u5373\u591a\u6a21\u6001\u7684\u7406\u89e3\u548c\u751f\u6210\u662f\u5206\u5f00\u8fdb\u884c\u7684\uff0c\u8fd9\u5c31\u9020\u6210\u7406\u89e3\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b\u5f3a\u800c\u751f\u6210\u80fd\u529b\u5f31\uff0c\u751f\u6210\u6a21\u578b\u5219\u76f8\u53cd\u3002\u7edf\u4e00\u8fd9\u4e24\u7c7b\u4efb\u52a1\uff0c\u53ef\u4ee5\u4fc3\u8fdb\u6a21\u578b\u5b66\u5230\u66f4\u901a\u7528\u7684\u8bed\u4e49\u8868\u5f81\uff0c\u8fd8\u80fd\u8ba9\u6a21\u578b\u66f4\u597d\u5730\u63a2\u7d22\u6570\u636e\u4e2d\u7684\u6f5c\u5728\u89c4\u5f8b\uff0c\u4ece\u800c\u589e\u5f3a\u6a21\u578b\u5728\u8de8\u6a21\u6001\u4efb\u52a1\u4e2d\u7684\u6cdb\u5316\u6027\u3002\u800c\u81ea\u56de\u5f52\u65b9\u6cd5\u7684\u597d\u5904\u5c31\u5728\u4e8e\u5b83\u6709\u4e00\u4e2a token \u5316\u7684\u8fc7\u7a0b\u3002<strong>\u65e0\u8bba\u4ec0\u4e48\u6a21\u6001\uff0c\u53ea\u8981\u7ecf\u8fc7\u4e86 token \u5316\uff0c\u751f\u6210\u548c\u7406\u89e3\u5c31\u53ef\u4ee5\u5f88\u5bb9\u6613\u88ab\u7edf\u4e00\u5728\u4e00\u4e2a\u6846\u67b6\u91cc\u9762<\/strong>\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u57fa\u4e8e Diffusion \u7684\u65b9\u6cd5\u5c31\u7f3a\u4e4f\u8fd9\u79cd\u7075\u6d3b\u6027\u3002<\/section>\n<section><\/section>\n<section>\u9664\u6b64\u4e4b\u5916\uff0c\u81ea\u56de\u5f52\u65b9\u6cd5\u7528\u4e8e\u89c6\u89c9\u4efb\u52a1\u8fd8\u6709\u5f88\u591a\u597d\u5904\uff0c\u6bd4\u5982\u6a21\u578b\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u66f4\u5f3a\uff0c\u4e4b\u524d\u5728\u6587\u672c\u6a21\u578b\u9886\u57df\u79ef\u7d2f\u7684\u7ecf\u9a8c\u3001\u8d44\u6e90\u53ef\u4ee5\u590d\u7528\u7b49\u7b49\u3002\u8fd9\u4e9b\u539f\u56e0\u9a71\u4f7f\u9f50\u5baa\u6807\u548c\u4ed6\u7684\u540c\u4e8b\u8df3\u51fa Diffusion \u8fd9\u6761\u300c\u4e3b\u8def\u300d\uff0c\u8d70\u56de\u4e86\u81ea\u56de\u5f52\u8fd9\u6761\u5df2\u7ecf\u76f8\u5bf9\u51b7\u95e8\u7684\u8def\u7ebf\u3002<\/section>\n<section><\/section>\n<section><strong>\u5728\u56fe\u50cf\u4e0a Scaling \u6709\u6548\u4ee5\u53ca\u751f\u6210\u548c\u5224\u522b\u7684\u7edf\u4e00<\/strong><\/section>\n<section><\/section>\n<section>\u8981\u7406\u89e3 BiGR \u548c ELM \u7684\u610f\u4e49\uff0c\u6211\u4eec\u5f97\u4ece\u79bb\u6563\u5316\u7684\u56fe\u50cf\u548c\u6587\u672c\u7684 token \u5206\u5e03\u8c08\u8d77\u3002<\/section>\n<section><\/section>\n<section>\u9f50\u5baa\u6807\u8868\u793a\uff1a\u300c\u6211\u4eec\u5f97\u628a\u4e00\u4e2a\u56fe\u50cf\u5757\u8868\u793a\u6210\u4e00\u4e2a\u5355\u8bcd\u3002\u5982\u679c\u53ea\u662f\u5355\u7eaf\u7684\u786c\u7f16\u7801\uff0c\u6211\u4eec\u662f\u505a\u4e0d\u5230\u7684\uff0c\u56e0\u4e3a\u5b83\u7684\u7a7a\u95f4\u592a\u5927\u4e86\u3002\u6240\u4ee5\uff0c\u6211\u4eec\u9996\u5148\u5c31\u662f\u60f3\u529e\u6cd5\u6765\u8868\u793a\u56fe\u50cf\u3002\u8fd9\u4e5f\u5c31\u662f\u6240\u8c13\u7684 token \u5316\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4a82af86c03da81968f18619731c0ba9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4a82af86c03da81968f18619731c0ba9.png\"><\/a><\/section>\n<section>\u56fe\u50cf\u7684 token \u5316\u901a\u5e38\u9700\u8981\u4e00\u4e2a\u7f16\u7801\u5668 ENC\u3001\u4e00\u4e2a\u91cf\u5316\u7b97\u6cd5 QUANT \u548c\u4e00\u4e2a\u89e3\u7801\u5668 DEC\u3002\u76ee\u524d\uff0c\u4e3b\u6d41\u7684\u56fe\u50cf token \u5316\u65b9\u6848\u6709\u4e24\u79cd\uff1aVQGAN \u548c BAE\uff1b\u5b83\u4eec\u7684\u4e3b\u8981\u533a\u522b\u662f\u79bb\u6563\u5316\u9690\u5411\u91cf\u7684\u65b9\u5f0f \u3002\u7ecf\u8fc7 token \u5316\u5904\u7406\u4e4b\u540e\uff0c\u56fe\u50cf\u4e5f\u5c31\u53d8\u6210\u4e86\u7c7b\u4f3c\u6587\u672c\u7684 token \u5e8f\u5217\u3002<\/section>\n<section><\/section>\n<section>\u5982\u6b64\u4e00\u6765\uff0c\u7406\u8bba\u4e0a\u770b\uff0c\u81ea\u56de\u5f52\uff08AR\uff09\u6a21\u578b\u548c\u63a9\u7801\u5f0f\u8bed\u8a00\u6a21\u578b\uff08MLM\uff09\u7b49\u7528\u4e8e\u5efa\u6a21\u6587\u672c\u7684\u65b9\u6cd5\u4e5f\u5c31\u53ef\u4ee5\u7528\u4e8e\u5904\u7406\u56fe\u50cf\u4e86\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u7ecf\u8fc7\u79bb\u6563\u548c token \u5316\u5904\u7406\u7684\u56fe\u50cf\u5e8f\u5217\u4e0e\u6587\u672c\u5e8f\u5217\u4e4b\u95f4\u4f9d\u7136\u5b58\u5728\u56fa\u6709\u7684\u5dee\u5f02\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u8868\u7ed9\u51fa\u4e86 ImageNet\u3001OpenWebText \u548c Shakespeare\uff08\u540e\u4e24\u4e2a\u662f\u6587\u672c\u6570\u636e\u96c6\uff09\u7684 token \u5206\u5e03\u7684 KL \u8ddd\u79bb\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f23427320eb30dc07067087a2365f96f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f23427320eb30dc07067087a2365f96f.png\"><\/a><\/section>\n<section>\u57fa\u4e8e\u6b64\uff0c\u53ef\u4ee5\u5f97\u5230\u4e24\u70b9\u89c2\u5bdf\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section><strong>\u56fe\u50cf\u6570\u636e\u7f3a\u4e4f\u8bed\u8a00\u6570\u636e\u5e38\u6709\u7684\u90a3\u79cd\u5185\u5728\u7ed3\u6784\u548c\u5e8f\u5217\u987a\u5e8f\u3002<\/strong>\u8fd9\u79cd\u56fe\u50cf token \u5206\u5e03\u7684\u968f\u673a\u6027\u8868\u660e\u56fe\u50cf\u751f\u6210\u5e76\u4e0d\u4f9d\u8d56\u4e25\u683c\u7684\u5e8f\u5217\u6a21\u5f0f\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u63a5\u8fd1\u5747\u5300\u7684 token \u5206\u5e03\u8868\u660e\u751f\u6210\u4efb\u52a1\u5bf9\u9519\u8bef\u7684\u5bb9\u5fcd\u5ea6\u66f4\u9ad8\u3002<\/strong>\u7531\u4e8e\u6240\u6709 token \u7684\u6982\u7387\u51e0\u4e4e\u76f8\u7b49\uff0c\u56e0\u6b64\u8be5\u6a21\u578b\u53ef\u4ee5\u5bb9\u5fcd\u4e0d\u592a\u7cbe\u786e\u7684 token \u9884\u6d4b\uff0c\u540c\u65f6\u8fd8\u4e0d\u4f1a\u663e\u8457\u5f71\u54cd\u8f93\u51fa\u7684\u8d28\u91cf\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u4e9b\u89c2\u5bdf\u548c\u8fdb\u4e00\u6b65\u7684\u5b9e\u9a8c\uff0c\u4e91\u5929\u52b1\u98de\u5f97\u5230\u4e86\u4e00\u4e2a\u7ed3\u8bba\uff1a<strong>\u5728\u56fe\u50cf\u751f\u6210\u65b9\u9762\uff0c\u81ea\u56de\u5f52\uff08AR\uff09\u65b9\u6cd5\u5e76\u4e0d\u6bd4\u63a9\u7801\u5f0f\u8bed\u8a00\u6a21\u578b\uff08MLM\uff09\u5dee\uff0c\u751a\u81f3\u53ef\u80fd\u8fd8\u66f4\u597d\u4e00\u70b9\u3002<\/strong>\u867d\u7136\u5728\u8bed\u8a00\u9886\u57df\uff0cAR \u4f18\u4e8e MLM \u5df2\u7ecf\u5f97\u5230\u4e86\u8bb8\u591a\u7814\u7a76\u6210\u679c\u7684\u9a8c\u8bc1\uff08\u5b9e\u9645\u4e0a\u5f53\u4eca\u7684\u5927\u591a\u6570 LLM \u90fd\u662f AR \u8303\u5f0f\uff09\uff0c\u4f46\u5728\u56fe\u50cf\u9886\u57df\uff0c\u8fd9\u7b97\u662f\u4e00\u4e2a\u6709\u4e9b\u8ba9\u4eba\u610f\u5916\u7684\u7ed3\u679c\uff0c\u6bd5\u7adf\u63a9\u7801\u673a\u5236\u4f3c\u4e4e\u548c\u56fe\u50cf\u4efb\u52a1\u6709\u7740\u5929\u7136\u7684\u4eb2\u548c\u529b\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u4e91\u5929\u52b1\u98de\u56e2\u961f\u66f4\u8fdb\u4e00\u6b65\uff0c\u521d\u6b65\u53d1\u73b0\u4e86 AR \u6a21\u578b\u5728\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e0a\u7684 Scaling Law\u3002<\/section>\n<section><\/section>\n<section><strong>\u8d8a\u5927\u8d8a\u5f3a\uff0cAR \u6216\u5728\u56fe\u50cf\u751f\u6210\u4e0a\u518d\u6b21\u6210\u529f<\/strong><\/section>\n<section><\/section>\n<section>Scaling Law \u7684\u6982\u5ff5\u5176\u5b9e\u5e76\u4e0d\u590d\u6742\uff0c\u7b80\u5355\u603b\u7ed3\u8d77\u6765\u5c31\u662f\u6a21\u578b\u8d8a\u5927\u8d8a\u597d\uff0c\u6570\u636e\u8d8a\u591a\u8d8a\u597d\uff0c\u7b97\u529b\u8d8a\u5f3a\u8d8a\u597d\u3002\u7814\u7a76 Scaling Law \u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u662f\u56e0\u4e3a\u8fd9\u80fd\u4e3a\u540e\u7eed\u7684\u7814\u7a76\u63a2\u7d22\u6307\u5f15\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6b64\u4e4b\u524d\uff0c\u867d\u7136\u5df2\u7ecf\u6709\u4e0d\u5c11\u7814\u7a76\u56e2\u961f\u5c1d\u8bd5\u8fc7\u4f7f\u7528 Transformer \u6765\u751f\u6210\u56fe\u50cf\uff0c\u4f46\u8fd8\u5c11\u6709\u4eba\u4e25\u8083\u5730\u63a2\u7d22\u8fc7\u81ea\u56de\u5f52 Transformer \u5728\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e0a\u7684 Scaling Law\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-50be1f1b1aa63d3a1b7687e6e3f51108.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-50be1f1b1aa63d3a1b7687e6e3f51108.png\"><\/a><\/section>\n<section><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/sup><em><sup>\u81ea\u56de\u5f52\u6a21\u578b\u7684 Scaling Law\uff0c\u5176\u4e2d 2B \u6a21\u578b\u7531\u4e8e\u65f6\u95f4\u9650\u5236\u5e76\u672a\u5b8c\u6210 200 \u4e07\u6b21\u8fed\u4ee3\uff0c\u4f46\u5176\u8d8b\u52bf\u4f9d\u7136\u5f88\u660e\u663e<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e91\u5929\u52b1\u98de\u7684\u8fd9\u9879\u7814\u7a76\u65e0\u7591\u662f\u4e00\u652f\u5f3a\u5fc3\u5242\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u53d1\u73b0\uff0c<strong>\u968f\u7740\u6a21\u578b\u89c4\u6a21\u589e\u5927\uff0cAR \u6a21\u578b\u5728\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e0a\u7684\u8bad\u7ec3\u635f\u5931\u8d8a\u4f4e\u3001\u751f\u6210\u6027\u80fd\u8d8a\u597d\u3001\u4e5f\u80fd\u66f4\u597d\u5730\u6355\u83b7\u56fe\u50cf\u4e2d\u7684\u5168\u5c40\u4fe1\u606f\u3002<\/strong>\u4ed6\u4eec\u57fa\u4e8e\u8fd9\u4e9b\u89c2\u5bdf\u6784\u5efa\u4e86\u4e00\u4e2a\u53ef\u751f\u6210\u56fe\u50cf\u7684\u9610\u8ff0\u5f0f\u8bed\u8a00\u6a21\u578b\uff08ELM\/elucidate language model\uff09\uff0c\u5e76\u5728 ImageNet 256\u00d7256 \u57fa\u51c6\u4e0a\u5b9e\u73b0\u4e86 SOTA\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e2d0167d70c55fa7cda615e6fd300732.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e2d0167d70c55fa7cda615e6fd300732.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 ELM-2B \u751f\u6210\u7684\u4e00\u4e9b\u4e0d\u540c\u7c7b\u522b\u7684\u56fe\u50cf<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u81f3\u4e8e\u6ce8\u610f\u529b\u6a21\u5f0f\uff0c\u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\u7684\u5dee\u522b\u5012\u662f\u4e0d\u5927\uff1aL \u5927\u5c0f\u7684\u6a21\u578b\u4e3b\u8981\u5173\u6ce8\u5c40\u90e8\u4fe1\u606f\uff0c\u96be\u4ee5\u6355\u83b7\u957f\u7a0b\u4fe1\u606f\u3002\u76f8\u8f83\u4e4b\u4e0b\uff0c\u66f4\u5927\u7684 XL \u548c XXL \u6a21\u578b\u7684\u67d0\u4e9b\u5c42\u8868\u73b0\u51fa\u4e86\u66f4\u957f\u7a0b\u7684\u6ce8\u610f\u529b\uff0c\u8fd9\u8bf4\u660e\u5b83\u4eec\u4e5f\u80fd\u5b66\u4e60\u5168\u5c40\u7279\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u786e\u8ba4 AR \u6a21\u578b\u786e\u5b9e\u80fd\u7406\u89e3\u56fe\u50cf\u4efb\u52a1\uff0c\u8be5\u56e2\u961f\u5bf9\u4e0d\u540c AR \u6a21\u578b\u7684\u6ce8\u610f\u529b\u56fe\uff08attention map\uff09\u8fdb\u884c\u4e86\u53ef\u89c6\u5316\uff0c\u7ed3\u679c\u53d1\u73b0\u5176\u6ce8\u610f\u529b\u673a\u5236\u786e\u5b9e\u4f1a\u5173\u6ce8\u56fe\u50cf\u7684\u67d0\u4e9b\u5c40\u90e8\u533a\u57df\uff0c\u8fd9\u8bf4\u660e\u81ea\u56de\u5f52 Transformer \u6a21\u578b\u786e\u5b9e\u53ef\u4ee5\u6709\u6548\u5b66\u4e60\u5c40\u90e8\u6a21\u5f0f\u5bf9\u4e8e\u56fe\u50cf\u751f\u6210\u7684\u91cd\u8981\u6027\u3002\u8fd9\u4e00\u7ed3\u679c\u53c8\u8fdb\u4e00\u6b65\u51f8\u663e\u4e86\u81ea\u56de\u5f52 Transformer \u5728\u4e0d\u540c\u9886\u57df\u7684\u5f3a\u5927\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d01698545a6e792c88511718dfdf6f7b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d01698545a6e792c88511718dfdf6f7b.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0AR \u6a21\u578b\u7684\u6ce8\u610f\u529b\u56fe\uff0c\u53ef\u4ee5\u660e\u663e\u770b\u5230\u5176\u4e2d\u5bf9\u5c40\u90e8\u6a21\u5f0f\u7684\u5173\u6ce8<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u63a9\u7801\u5f0f AR\uff1a\u5224\u522b\u4e0e\u751f\u6210\u4efb\u52a1\u7684\u521b\u65b0\u6027\u7edf\u4e00<\/strong><\/section>\n<section><\/section>\n<section>\u4e91\u5929\u52b1\u98de\u5728\u53e6\u4e00\u9879\u7814\u7a76\u4e2d\u66f4\u6df1\u5ea6\u5730\u63a2\u7d22\u4e86 AR \u6a21\u578b\u5728\u56fe\u50cf\u9886\u57df\u7684\u53ef\u80fd\u6027\u3002\u8fd9\u4e00\u6b21\uff0cAR \u6a21\u578b\u4e0d\u4ec5\u88ab\u7528\u6765\u6267\u884c\u56fe\u50cf\u751f\u6210\u4efb\u52a1\uff0c\u8fd8\u5728\u56fe\u50cf\u5224\u522b\u4efb\u52a1\u4e0a\u5927\u5c55\u62f3\u811a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-da5954c64ef0c28c487cc9b8911fca75.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-da5954c64ef0c28c487cc9b8911fca75.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0BiGR \u6846\u67b6\u7684\u7b80\u5316\u793a\u610f\u56fe<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u4ed6\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3a BiGR \u7684\u65b0\u6846\u67b6\u3002\u8be5\u6846\u67b6\u5305\u542b 3 \u4e2a\u4e3b\u8981\u7ec4\u4ef6\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u4e00\u4e2a\u4e8c\u5143 token \u5316\u5668\uff0c\u5176\u4f5c\u7528\u662f\u5c06\u50cf\u7d20\u56fe\u50cf\u8f6c\u6362\u6210\u4e8c\u5143\u9690\u7801\u6784\u6210\u7684\u5e8f\u5217\uff1b<\/section>\n<\/li>\n<li>\n<section>\u00a0\u4e00\u4e2a\u4ec5\u89e3\u7801\u5668 Transformer\uff0c\u5e76\u914d\u5907\u4e86\u5b8c\u6574\u7684\u53cc\u5411\u6ce8\u610f\u529b\uff1b<\/section>\n<\/li>\n<li>\n<section>\u4e00\u4e2a\u4e8c\u5143\u8f6c\u7801\u5668\uff08binary transcoder\uff09\uff0c\u4f5c\u7528\u662f\u5c06\u8fde\u7eed\u7279\u5f81\u8f6c\u6362\u6210\u4f2f\u52aa\u5229\u5206\u5e03\u7684\u4e8c\u5143\u7f16\u7801\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u4e0d\u4ec5\u5982\u6b64\uff0cBiGR \u7684\u8bad\u7ec3\u5b8c\u5168\u662f\u91cd\u5efa token \u7684\u751f\u6210\u8fc7\u7a0b\uff0c\u65e0\u9700\u4f9d\u8d56\u4efb\u4f55\u5224\u522b\u635f\u5931\u3002\u90a3 BiGR \u662f\u5982\u4f55\u5c06\u56fe\u50cf\u7684\u751f\u6210\u4e0e\u5224\u522b\u7edf\u4e00\u5728\u4e00\u8d77\u7684\u5462\uff1f\u5176\u5173\u952e\u5728\u4e8e\u63a9\u7801\u673a\u5236\u4e0e\u81ea\u56de\u5f52\u6a21\u578b\u7684\u6df1\u5ea6\u878d\u5408\uff01<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u4f7f\u7528\u7684\u9aa8\u5e72\u7f51\u7edc\u662f\u57fa\u4e8e Transformer \u7684\u8bed\u8a00\u6a21\u578b Llama\u3002\u7531\u4e8e\u56fe\u50cf\u548c\u6587\u672c token \u7684\u4e0d\u540c\u6027\u8d28\uff0c\u4ed6\u4eec\u6ca1\u6709\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u5e38\u7528\u7684\u56e0\u679c\u6ce8\u610f\u529b\uff0c\u800c\u662f\u4f7f\u7528\u4e86\u53cc\u5411\u6ce8\u610f\u529b\u3002\u6a21\u578b\u7684\u9884\u6d4b\u76ee\u6807\u4e5f\u4e0d\u518d\u662f\u4e0b\u4e00 token\uff0c\u800c\u662f\u88ab\u906e\u63a9\u7684 token\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8f93\u5165\u7a7a\u95f4\uff0c\u4ed6\u4eec\u7684\u505a\u6cd5\u4e5f\u4e0d\u518d\u662f\u67e5\u627e\u6709\u67d0\u4e2a token \u7d22\u5f15\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u800c\u662f\u4f7f\u7528\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u5c42\u6765\u5c06\u4e8c\u5143\u7f16\u7801\u6295\u5c04\u5230\u5d4c\u5165\u7a7a\u95f4\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f1a\u4f7f\u7528\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u63a9\u7801 token \u906e\u853d\u6389\u4e00\u90e8\u5206\u56fe\u50cf token\u3002\u7136\u540e\u4ec5\u8ba1\u7b97\u88ab\u906e\u853d\u4f4d\u7f6e\u7684\u635f\u5931\uff0c\u5176\u4e2d\u6a21\u578b\u7684\u9884\u6d4b\u76ee\u6807\u662f\u88ab\u906e\u63a9\u7684 token \u7684\u503c\u3002<\/section>\n<section><\/section>\n<section>\u4e4b\u540e\uff0c\u518d\u4f7f\u7528\u4e8c\u5143\u8f6c\u7801\u5668\uff0c\u901a\u8fc7\u4e00\u4e2a\u4f2f\u52aa\u5229\u6269\u6563\u8fc7\u7a0b\uff0c\u5c06\u6a21\u578b\u7684\u8f93\u51fa\u8f6c\u6362\u6210\u4e8c\u5143\u7f16\u7801\u3002\u800c\u5728\u8bad\u7ec3\u65f6\uff0c\u8bed\u8a00\u6a21\u578b\u548c\u6269\u6563\u7f51\u7edc\u662f\u8054\u5408\u4f18\u5316\u7684\u3002<\/section>\n<section><\/section>\n<section>\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u672c\u8eab\u5c31\u4f1a\u5177\u5907\u5f3a\u5927\u7684\u89c6\u89c9\u8868\u5f81\u80fd\u529b\uff1a\u5bf9\u4e8e\u8f93\u5165\u7684\u56fe\u50cf\uff0c\u53ef\u4ee5\u4e0d\u5e26\u4efb\u4f55\u63a9\u7801\u5730\u63d0\u4f9b\u7ed9\u6a21\u578b\uff0c\u5e76\u9644\u52a0\u4e00\u4e2a\u65e0\u6761\u4ef6 token\u3002\u7136\u540e\uff0c\u5728\u8fde\u7eed\u503c\u7684\u7279\u5f81\u4e0a\u6267\u884c\u5e73\u5747\u6c60\u5316\uff0c\u63a8\u65ad\u7ed9\u5b9a\u56fe\u50cf\u7684\u5168\u5c40\u8868\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u5f97\u5230\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u89c2\u5bdf\uff1a<strong>\u6700\u5177\u5224\u522b\u6027\u7684\u8868\u5f81\u8fd8\u4e0d\u662f\u6765\u81ea\u6700\u540e\u4e00\u5c42\uff0c\u800c\u662f Transformer \u6a21\u5757\u5185\u7684\u4e2d\u95f4\u5c42\uff01<\/strong>\u56e0\u6b64\uff0c\u4ed6\u4eec\u4fbf\u5c06\u8fd9\u4e9b\u4e2d\u95f4\u7279\u5f81\u7528\u4f5c\u4e86\u6700\u7ec8\u7684\u56fe\u50cf\u8868\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u56fe\u50cf\u751f\u6210\u4efb\u52a1\uff0c\u4ed6\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u91c7\u6837\u7b56\u7565\uff0c\u4f7f\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u5b8c\u5168\u63a9\u853d\u7684\u5e8f\u5217\u8fed\u4ee3\u5730\u9884\u6d4b token\u3002\u4e0d\u540c\u4e8e\u8bad\u7ec3\u9636\u6bb5\uff08\u6bcf\u4e00\u6b65\u7684\u63a9\u7801\u4f4d\u7f6e\u90fd\u662f\u968f\u673a\u9009\u53d6\u7684\uff09\uff0c\u5728\u91c7\u6837\u9636\u6bb5\uff0c\u4f1a\u6309\u7167\u4e00\u4e2a\u9884\u5b9a\u4e49\u7684\u6807\u51c6\u6309\u987a\u5e8f\u53bb\u9664 token \u7684\u63a9\u7801\u3002<\/section>\n<section><\/section>\n<section>\u6700\u7ec8\u5f97\u5230\u7684\u6a21\u578b\u53ef\u8bf4\u662f\u56fe\u50cf\u751f\u6210\u80fd\u529b\u4e0e\u5224\u522b\u80fd\u529b\u4ff1\u4f73\uff0c\u7b97\u662f\u9996\u4e2a\u505a\u5230\u8fd9\u4e00\u70b9\u7684\u6761\u4ef6\u751f\u6210\u6a21\u578b\uff0c\u5e76\u4e14\u540c\u65f6\u8fd8\u5177\u5907\u7edf\u4e00\u3001\u9ad8\u6548\u3001\u7075\u6d3b\u3001\u53ef\u6269\u5c55\u56db\u5927\u4f18\u52bf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a305fe1ac003bd2c54d0b154717c2fff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a305fe1ac003bd2c54d0b154717c2fff.png\"><\/a><\/section>\n<section>\u4ece\u4e0a\u8868\u7684\u7ed3\u679c\u4e2d\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\u4ee5\u4e0b\u7ed3\u8bba\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u8fc7\u6bd4\u8f83 LlamaGen \u548c S0\uff0c\u53ef\u77e5\u76f8\u6bd4\u4e8e\u4f7f\u7528 VQGAN\uff0c\u4f7f\u7528\u4e8c\u5143\u81ea\u52a8\u7f16\u7801\u5668\u53ef\u4ee5\u5e26\u6765\u66f4\u597d\u7684\u751f\u6210\u6027\u80fd\uff0c\u4f46\u5224\u522b\u6027\u80fd\u4f1a\u4e0b\u964d\u4e00\u4e9b\u3002<\/section>\n<\/li>\n<li>\n<section>\u5bf9\u4e8e\u751f\u6210\u4efb\u52a1\uff0cAR \u5efa\u6a21\u66f4\u9002\u5408\u5206\u7c7b\u635f\u5931\uff0c\u800c\u63a9\u7801\u5efa\u6a21\u66f4\u9002\u5408\u4e8c\u5143\u635f\u5931\u3002<\/section>\n<\/li>\n<li>\n<section>\u5bf9\u4e8e\u5224\u522b\u4efb\u52a1\uff0c\u4e0d\u7ba1\u54ea\u79cd\u635f\u5931\uff0c\u63a9\u7801\u5efa\u6a21\u90fd\u5927\u5e45\u4f18\u4e8e AR \u5efa\u6a21\uff0c\u800c\u4e8c\u5143\u635f\u5931\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e0e AR \u5efa\u6a21\u76f8\u6bd4\uff0c\u63a9\u7801\u5efa\u6a21\u7531\u4e8e\u91c7\u6837\u8fed\u4ee3\u6b21\u6570\u8f83\u5c11\uff0c\u56e0\u6b64\u63a8\u7406\u901f\u5ea6\u660e\u663e\u66f4\u5feb\uff0c\u800c\u4e8c\u5143\u76ee\u6807\u7684\u6269\u6563\u8fc7\u7a0b\u9700\u8981\u66f4\u591a\u65f6\u95f4\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u79cd\u751f\u6210\u4e0e\u5224\u522b\u7684\u7edf\u4e00\u80fd\u5e26\u6765\u4ec0\u4e48\u597d\u5904\u5462\uff1f\u9f50\u5baa\u6807\u4e3e\u4e86\u4e24\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u6211\u4eec\u60f3\u8ba9\u6a21\u578b\u751f\u6210\u4e00\u5f20\u300c\u98de\u7fd4\u7684\u718a\u732b\u300d\u56fe\uff0c\u90a3\u4e48\u8fd9\u79cd\u81ea\u56de\u5f52 Transformer \u65b9\u6cd5\u53ef\u4ee5\u76f4\u63a5\u5b8c\u6210\u4ece\u8bed\u8a00\u7406\u89e3\u5230\u56fe\u50cf\u751f\u6210\u7684\u5168\u8fc7\u7a0b\uff0c\u800c\u65e0\u9700\u8c03\u7528 Stable Diffusion \u7b49\u5916\u90e8\u63a5\u53e3\u3002\u53e6\u5916\uff0c\u5b83\u4e5f\u80fd\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u5e76\u8fdb\u4e00\u6b65\u52a0\u5de5\u56fe\u50cf\uff0c\u6bd4\u5982\u53ef\u4ee5\u5728\u591a\u5f20\u56fe\u7247\u4e2d\u627e\u5230\u6211\u4eec\u60f3\u8981\u7684\u6587\u672c\u4fe1\u606f\u5e76\u5c06\u5176\u62b9\u9664\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4625f420802ed06f4db2af470eebcf87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4625f420802ed06f4db2af470eebcf87.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0BiGR \u7684\u4e00\u4e9b\u751f\u6210\u7ed3\u679c<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u800c\u901a\u8fc7\u5b9e\u9a8c\u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\uff0c\u6211\u4eec\u540c\u6837\u770b\u89c1\u4e86 Scaling Law \u5b58\u5728\u7684\u8e2a\u8ff9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-810251bdc57f06a514f059f3c13f4348.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-810251bdc57f06a514f059f3c13f4348.png\"><\/a><\/section>\n<section>\u867d\u7136\u4e91\u5929\u52b1\u98de\u7684\u8bba\u6587\u4e2d\u6ca1\u6709\u660e\u8bf4\uff0c\u4f46 Transformer \u5728\u8fd9\u4e9b\u4e0d\u540c\u89c6\u89c9\u4efb\u52a1\u7684\u6210\u529f\u6216\u8bb8\u610f\u5473\u7740\uff0c\u5728\u4f17\u8bf4\u7eb7\u7ead\u3001\u4f3c\u4e4e\u5373\u5c06\u5230\u6765\u7684 AGI \u4e2d\uff0c\u81ea\u56de\u5f52 Transformer \u6216\u8bb8\u81f3\u5c11\u6709\u4e00\u5e2d\u4e4b\u5730\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u7136\uff0c\u81ea\u56de\u5f52\u8303\u5f0f\u5728\u56fe\u50cf\u9886\u57df\u7684\u6210\u529f\u4e5f\u5e76\u975e\u5bf9 Diffusion \u7684\u5426\u5b9a\uff0c\u6b63\u5982\u9f50\u5baa\u6807\u8bf4\u7684\u90a3\u6837\uff1a\u300c\u57fa\u4e8e\u81ea\u56de\u5f52\u7684\u65b9\u6cd5\u7684\u4e00\u4e2a\u7279\u522b\u5927\u7684\u7279\u70b9\u662f\u5b83\u7684\u6307\u4ee4\u670d\u4ece\u80fd\u529b\u975e\u5e38\u5f3a\uff0c\u800c\u57fa\u4e8e Diffusion \u7684\u65b9\u6cd5\u7684\u751f\u6210\u8d28\u91cf\u53ef\u80fd\u66f4\u9ad8\uff0c\u7ec6\u8282\u4f1a\u66f4\u4e30\u5bcc\u4e00\u4e9b\uff0c\u4f46\u662f\u5b83\u5bf9\u4e8e\u6307\u4ee4\u7684\u63a7\u5236\u80fd\u529b\u6709\u7684\u65f6\u5019\u4f1a\u504f\u5f31\u4e00\u4e9b\u3002\u300d<\/section>\n<section><\/section>\n<section>\u53e6\u5916\uff0c\u4e5f\u5e94\u5f53\u6307\u51fa\uff0c\u57fa\u4e8e\u65f6\u95f4\u548c\u6210\u672c\u7684\u8003\u91cf\uff0c\u8fd9\u4e24\u9879\u7814\u7a76\u66f4\u4fa7\u91cd\u4e8e\u5bf9\u524d\u6cbf\u6280\u672f\u548c\u53ef\u80fd\u6027\u7684\u63a2\u7d22\uff0c\u60f3\u8981\u5f00\u53d1\u57fa\u4e8e Transformer \u7684\u56fe\u50cf\u751f\u6210\u5e94\u7528\uff0c\u8fd8\u6709\u5f85\u8fdb\u4e00\u6b65\u7684\u5de5\u7a0b\u5f00\u53d1\u3002\u800c\u76f8\u5173\u7684 Scaling Law \u4e5f\u6709\u5f85\u8fdb\u4e00\u6b65\u7684\u63a2\u7d22\u5b8c\u5584\uff0c\u6bd4\u5982\uff0c\u9f50\u5baa\u6807\u6307\u51fa\uff0c\u57fa\u4e8e\u81ea\u56de\u5f52\u65b9\u6cd5\u548c\u57fa\u4e8e Diffusion \u65b9\u6cd5\u7684 Scaling Law \u4e4b\u95f4\u7684\u5dee\u5f02\u5c31\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u4ef7\u503c\u7684\u7814\u7a76\u8bfe\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>\u300c\u6211\u66f4\u60f3\u77e5\u9053 transformer \u4e3a\u4ec0\u4e48\u4f1a work\u300d<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5c06\u81ea\u56de\u5f52\u6a21\u578b\u5e94\u7528\u4e8e\u89c6\u89c9\u751f\u6210\u5e76\u4e0d\u662f\u4e00\u6761\u62e5\u6324\u7684\u8d5b\u9053\uff0c\u56e0\u4e3a\u4f17\u6240\u5468\u77e5\uff0c\u60f3\u8981\u8dd1\u901a\u8fd9\u6761\u8def\u7ebf\u9700\u8981\u514b\u670d\u5f88\u591a\u96be\u70b9\uff0c\u6bd4\u5982\u751f\u6210\u901f\u5ea6\u6162\u3001\u957f\u7a0b\u4f9d\u8d56\u96be\u5efa\u6a21\u3001\u9ad8\u5206\u8fa8\u7387\u6269\u5c55\u6027\u5dee\u3001\u751f\u6210\u8d28\u91cf\u53d7\u9650\u7b49\u3002\u4f46\u51fa\u4e8e\u5bf9 Scaling Law \u63a2\u7d22\u7684\u6e34\u671b\uff0c\u4e91\u5929\u52b1\u98de\u7684\u7814\u7a76\u56e2\u961f\u4f9d\u7136\u9009\u62e9\u8d70\u51fa\u4e86\u8fd9\u4e00\u6b65\u3002\u8fd9\u53ef\u80fd\u4e5f\u662f\u975e\u5e38\u6709\u524d\u77bb\u6027\u7684\u4e00\u6b65\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u524d\u77bb\u6027\u4e00\u65b9\u9762\u4e0e\u516c\u53f8\u7684\u4eba\u624d\u5bc6\u5ea6\uff08\u7814\u53d1\u4eba\u5458\u5360\u516c\u53f8\u603b\u4eba\u6570\u6bd4\u4f8b\u9ad8\u8fbe\u00a0<strong>64.08%<\/strong>\uff09\u5bc6\u4e0d\u53ef\u5206\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u5728\u4e8e\u516c\u53f8\u7ed9\u4e88\u4eba\u624d\u7684\u63a2\u7d22\u7a7a\u95f4\u548c\u7b97\u529b\u652f\u6301\uff08\u5343\u4ebf\u53c2\u6570\u6a21\u578b\u8bad\u7ec3\u80fd\u529b\uff09\u3002\u9f50\u5baa\u6807\u63d0\u5230\uff0c\u8fd9\u51e0\u70b9\u5176\u5b9e\u4e5f\u662f\u4ed6\u5f53\u521d\u9009\u62e9\u4e91\u5929\u52b1\u98de\u7684\u5173\u952e\u539f\u56e0\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u9f50\u5baa\u6807\u8fd8\u8c08\u5230\u4e86\u81ea\u5df1\u9887\u4e3a\u656c\u4f69\u7684\u4e91\u5929\u52b1\u98de\u9996\u5e2d\u79d1\u5b66\u5bb6\u3001\u66fe\u5728\u5fae\u8f6f\u5de5\u4f5c 17 \u5e74\u7684\u7b97\u6cd5\u5927\u725b\u8096\u5d58\uff0c\u79f0\u8096\u5d58\u662f\u4e00\u4e2a\u5bf9\u516c\u53f8\u6574\u4f53\u6218\u7565\u628a\u63e1\u975e\u5e38\u6e05\u6670\uff0c\u540c\u65f6\u53c8\u559c\u6b22\u8ffd\u95ee\u6280\u672f\u7ec6\u8282\u7684\u4eba\uff0c\u6bd4\u5982\u4ed6\u4f1a\u8ba9\u5927\u5bb6\u628a\u5b66\u4e60\u66f2\u7ebf\u62c9\u51fa\u6765\uff0c\u770b\u770b loss \u4e3a\u4ec0\u4e48\u4f1a\u98de\u6389\uff0c\u5b66\u4e60\u7387\u8bbe\u7f6e\u5bf9\u4e0d\u5bf9\uff0c\u6570\u636e\u6709\u6ca1\u6709\u6e05\u6d17\u5e72\u51c0\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u6837\u7684\u56e2\u961f\u6c1b\u56f4\u4e2d\uff0c\u4e91\u5929\u52b1\u98de\u8fd1\u5e74\u6765\u5728\u591a\u4e2a\u65b9\u5411\u53d6\u5f97\u4e86\u4e00\u4e9b\u7814\u7a76\u6210\u679c\uff0c\u5176\u4e2d\u5305\u62ec\u591a\u9879\u5bf9\u5927\u6a21\u578b\u52a0\u901f\u7684\u5de5\u4f5c\u8fd9\u4e9b\u5de5\u4f5c\u63a2\u7d22\u4e86\u5927\u6a21\u578b\u7aef\u4fa7\u52a0\u901f\u7684\u65b9\u6cd5\uff0c\u80fd\u591f\u5927\u5927\u63d0\u5347\u5927\u6a21\u578b\u7aef\u4fa7\u90e8\u7f72\u63a8\u7406\u901f\u5ea6\u3002\u8003\u8651\u5230\u4e91\u5929\u52b1\u98de\u672c\u8eab\u5c31\u6709\u81ea\u6709\u82af\u7247\uff0c\u6240\u4ee5\u53ef\u4e3a\u5927\u6a21\u578b\u7684\u7aef\u4fa7\u843d\u5730\u63d0\u4f9b\u300c\u8f6f\u786c\u4e00\u4f53\u7684\u89e3\u51b3\u65b9\u6848\u300d\u3002\u540c\u65f6\uff0c\u4e91\u5929\u52b1\u98de\u79d1\u7814\u56e2\u961f\u8fd8\u6709\u591a\u9879\u7814\u7a76\u6210\u679c\u6295\u7a3f\u5230 ICLR 2025 \u4f1a\u8bae\u3002\u5176\u4e2d\u6709\u4e24\u9879\u662f\u5173\u4e8e\u00a0<strong>Transformer \u57fa\u7840\u7406\u8bba<\/strong>\u7684\u7814\u7a76\u3002\u4e00\u9879\u63a2\u7d22\u4e86\u5927\u6a21\u578b\u8bad\u7ec3\u5d29\u6e83\u7684\u6839\u672c\u539f\u56e0\uff0c\u4ed6\u4eec\u5f52\u7ed3\u4e8e\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-85c06343dafec27a5beb5f81f6ce4350.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-85c06343dafec27a5beb5f81f6ce4350.png\"><\/a>\u00a0\u7684\u8c31\u80fd\u91cf\u96c6\u4e2d\u3002\u53e6\u5916\u4e00\u9879\u5219\u662f\u8bbe\u8ba1\u4e86\u9ad8\u6548\u4e14\u7a33\u5b9a\u7684 Transformer \u6a21\u5757\u3002<\/section>\n<section><\/section>\n<section>\u300c\u8c37\u6b4c\u5728\u8bad\u7ec3 PaLM \u6a21\u578b\u7684\u65f6\u5019\uff0c\u8bad\u7ec3\u7684 loss \u98de\u6389\u4e86 20 \u591a\u6b21\u3002Meta \u8bad\u7ec3 Llama 3 \u7684\u65f6\u5019\u56e0\u4e3a\u5404\u79cd\u95ee\u9898\u5d29\u6e83\u4e86\u56db\u767e\u591a\u6b21\u3002\u8fd9\u5176\u4e2d\u5f88\u591a\u95ee\u9898\u53ef\u80fd\u90fd\u8ddf\u6211\u4eec\u5bf9 Transformer \u7684\u5e95\u5c42\u7406\u89e3\u6709\u5173\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6211\u4eec\u5bf9\u4e8e Transformer \u7684\u5e94\u7528\u5df2\u7ecf\u505a\u4e86\u5f88\u591a\uff0c\u4f46\u5bf9 Transformer \u7406\u8bba\u7684\u7406\u89e3\u76f8\u5bf9\u6765\u8bf4\u8fd8\u4e0d\u591f\u900f\u5f7b\u3002\u6211\u66f4\u60f3\u77e5\u9053 Transformer \u4e3a\u4ec0\u4e48\u4f1a work\uff0c\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\u95ee\u9898\u3002\u300d\u9f50\u5baa\u6807\u5728\u8c08\u53ca\u8fd9\u4e2a\u65b9\u5411\u7684\u7814\u7a76\u52a8\u673a\u65f6\u8bf4\u9053\u3002<\/section>\n<section><\/section>\n<section><strong>\u7ed3\u8bed<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u51e0\u5929\uff0c\u5173\u4e8e Scaling Law 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target=\"_blank\">\u649e\u5899\u8fd8\u662f\u65b0\u8d77\u70b9\uff1f\u81ea\u56de\u5f52\u6a21\u578b\u5728\u56fe\u50cf\u9886\u57df\u5c55\u73b0\u51faScaling\u6f5c\u529b<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u649e\u5899\u8fd8\u662f\u65b0\u8d77\u70b9\uff1f\u81ea\u56de\u5f52 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