{"id":22063,"date":"2024-09-09T12:54:32","date_gmt":"2024-09-09T04:54:32","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22063"},"modified":"2024-09-09T12:54:32","modified_gmt":"2024-09-09T04:54:32","slug":"gpt-4o%e4%b8%8d%e4%bc%9a%e6%95%b0r%ef%bc%8c%e8%a2%ab%e5%a4%96%e5%9b%bd%e5%b0%8f%e5%93%a5%e5%8e%9f%e5%9c%b0%e9%80%bc%e7%96%af%ef%bc%81-%e8%b0%b7%e6%ad%8c%e8%ae%ba%e6%96%87%e6%8f%ad%e7%a7%98transformer","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/09\/09\/22063\/","title":{"rendered":"GPT-4o\u4e0d\u4f1a\u6570r\uff0c\u88ab\u5916\u56fd\u5c0f\u54e5\u539f\u5730\u903c\u75af\uff01 \u8c37\u6b4c\u8bba\u6587\u63ed\u79d8Transformer\u300c\u6570\u4e0d\u5230n\u300d"},"content":{"rendered":"<div><img data-dominant-color=\"0f4879\" data-has-transparency=\"false\" style=\"--dominant-color: #0f4879;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-22065\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/03e1e66549e24f0748a757d4cbc09ed2d39fe8-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/03e1e66549e24f0748a757d4cbc09ed2d39fe8-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/03e1e66549e24f0748a757d4cbc09ed2d39fe8-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div class=\"article-desc\">\u63d0\u793a\u5de5\u7a0b\u5e08Riley 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decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202409\/08\/12c11b661b0c5a4bb08376879cadeaf9844e10.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8fd9\u4e00\u8f6e\u6d4b\u8bd5\u4e0b\u6765\uff0cGPT-4o\u8ba9\u5c0f\u54e5\u5931\u671b\u4e86\u3002<\/p>\n<p>Riley Goodside\u53d1\u73b0\uff0c\u65e0\u8bba\u600e\u6837\u63d0\u95ee\uff0cGPT-4o\u53ea\u662f\u4e0d\u65ad\u8fdb\u884c\u6ce8\u5b9a\u5931\u8d25\u7684\u5c1d\u8bd5\uff0c\u6ca1\u6709\u4efb\u4f55\u8fed\u4ee3\u6216\u8fdb\u6b65\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cClaude 3.5 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src=\"https:\/\/s3.51cto.com\/oss\/202409\/08\/542df55833706bca556027e2e1cd81c4a19e00.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5bf9\u6b64\uff0c\u6c83\u987f\u5546\u5b66\u9662\u6559\u6388Ethan Mollick\u8868\u793a\uff1a\u867d\u7136\u6211\u4eec\u5f88\u5bb9\u6613\u5c31\u80fd\u627e\u5230LLM\u65e0\u6cd5\u5b8c\u6210\u7684\u7b80\u5355\u4efb\u52a1\uff0c\u4f46\u8fd9\u4e5f\u5e76\u4e0d\u610f\u5473\u7740\uff0c\u5b83\u4eec\u5c31\u65e0\u6cd5\u66f4\u597d\u5730\u5b8c\u6210\u5176\u4ed6\u4efb\u52a1\u4e86\u3002<\/p>\n<p>\u4ec5\u4ec5\u5173\u6ce8\u90a3\u4e9b\u770b\u8d77\u6765\u975e\u5e38\u611a\u8822\u7684\u5931\u8d25\uff0c\u5e76\u4e0d\u80fd\u5e2e\u52a9\u6211\u4eec\u7406\u89e3AI\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u5b9e\u7528\u6027\uff0c\u4ee5\u53ca\u5b83\u4eec\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u5f71\u54cd\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202409\/08\/84e7265265c1370470d795a03b7ca3caabb11e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h3>\u5927\u6a21\u578b\u4e3a\u4f55\u4e0d\u4f1a\u6570r\uff1f<\/h3>\n<p>LLM\u6570\u4e0d\u51faStrawberry\u91cc\u6709\u51e0\u4e2ar\uff0c\u5230\u5e95\u662f\u4ec0\u4e48\u539f\u56e0\uff1f<\/p>\n<p>Karpathy\u8ba4\u4e3a\uff0c\u8fd9\u548c\u5927\u8bed\u8a00\u6a21\u578btokenization\u7684\u539f\u7406\u6709\u5173\u3002<\/p>\n<p>\u4e3e\u4e2a\u975e\u5e38\u5f62\u8c61\u7684\u4f8b\u5b50\u2014\u2014\u6bcf\u4e2atoken\u6211\u4eec\u90fd\u53ef\u4ee5\u7406\u89e3\u6210\u7684\u4e00\u4e2a\u72ec\u7279\u7684emoji\uff0c\u800c\u5927\u8bed\u8a00\u6a21\u578b\u5fc5\u987b\u6839\u636e\u8bad\u7ec3\u6570\u636e\u7684\u7edf\u8ba1\u4fe1\u606f\u4ece\u5934\u5f00\u59cb\u5b66\u4e60\u5176\u542b\u4e49\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202409\/08\/c27f6fe54f393949b7d101636954647dc4f1b9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202409\/08\/c1b708275e7bc5988f6349da7a0cac594b6c03.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2407.15160<\/p>\n<p>\u6b63\u5982\u524d\u6587\u6240\u8ff0\uff0cTransformer\u65e0\u6cd5\u5b8c\u6210\u7b80\u5355\u7684\u300c\u67e5\u8be2\u8ba1\u6570\u300d\u95ee\u9898\u3002<\/p>\n<p>\u5728\u8fd9\u79cd\u4efb\u52a1\u4e2d\uff0cLLM\u4f1a\u88ab\u5448\u73b0\u4e00\u7cfb\u5217token\uff0c\u7136\u540e\u4f1a\u88ab\u95ee\u5230\u7ed9\u5b9a\u7684token\u5728\u5e8f\u5217\u4e2d\u51fa\u73b0\u4e86\u591a\u5c11\u6b21\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202409\/08\/9759a5b5015fd1844ff585ee08269bc1d6b233.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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Transformer\u4e0d\u5b58\u5728\u89e3\u51b3\u65b9\u6848\u3002\u56e0\u6b64\uff0c\u518d\u6b21\u5f97\u5230\u4e86\u5728d=m\u65f6\u8ba1\u6570\u7684\u76f8\u53d8\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202409\/08\/61c683065b5da33b9153848bb0b0d63b770080.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>&#8211; \u67e5\u8be2\u8ba1\u6570\uff08QC\uff09<\/h4>\n<p>\u9996\u5148\uff0c\u5982\u679cd&gt;2m\uff0c\u4e00\u4e2a\u5355\u5934\u5355\u5c42\u7684 Transformer\u5373\u53ef\u89e3\u51b3QC\u95ee\u9898\uff0c\u5373\u76f4\u65b9\u56fe\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202409\/08\/a7bdf55022390b0e80b123c0c49564dfc3de83.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4f46\u5982\u679cd&lt;m\uff0c\u76f4\u65b9\u56fe\u89e3\u51b3\u65b9\u6848\u5219\u4f1a\u5931\u6548\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202409\/08\/32b9272801bf93bf5ec072b1c0f4b407b2379d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6b64\u65f6\uff0c\u9700\u8981\u8ba1\u7b97\u51fd\u65701\/x\uff0c\u5e76\u914d\u4e0a\u4e00\u4e2a\u5bbd\u5ea6\u4e3an^2\u7684MLP\u5c42\u3002\u8fd9\u610f\u5473\u7740Transformer\u65e0\u6cd5\u63a8\u5e7f\u5230\u8f83\u957f\u7684\u4e0a\u4e0b\u6587\u5927\u5c0f\uff0c\u56e0\u6b64\u4e00\u4e2a\u5355\u5c42\u7684Transformer\u4e0d\u592a\u53ef\u80fd\u5b9e\u73b0\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202409\/08\/e770ad17557fef449f5692a875b22d4bd8915a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202409\/08\/951e61a153ce126e940607b68371f3286537ce.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>&#8211; \u6700\u9891\u7e41\u5143\u7d20<\/h4>\n<p>\u5728\u7ed9\u5b9a\u7684token\u5e8f\u5217\u4e2d\u5bfb\u627e\u6700\u9891\u7e41\u5143\u7d20\uff08MFE\uff09\u95ee\u9898\uff0c\u4e0e\u300c\u8ba1\u6570\u95ee\u9898\u300d\u5bc6\u5207\u76f8\u5173\u3002<\/p>\n<p>\u539f\u56e0\u5728\u4e8e\u5b83\u9700\u8981\u9488\u5bf9\u6bcf\u4e2atoken\u8fdb\u884c\u5355\u72ec\u8ba1\u7b97\uff0c\u5e76\u8ba1\u7b97\u51fa\u73b0\u6b21\u6570\u6700\u591a\u7684token\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202409\/08\/c99c86077f3dab67dc0503214f300dedfd7a00.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u7ed3\u679c\u8868\u660e\uff0c\u5728Transformer\u80fd\u591f\u6267\u884c\u6b64\u4efb\u52a1\u7684\u60c5\u51b5\u4e0b\uff0c\u5d4c\u5165\u7684\u5927\u5c0f\u4e0e\u8bcd\u8868\u7684\u5927\u5c0f\u4e4b\u95f4\u5b58\u5728\u7740\u4e25\u683c\u7684\u754c\u9650\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202409\/08\/a78bd1201318c44b8a3728d3a2a9f338c00a89.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u5b9e\u9a8c<\/h4>\n<p>\u7814\u7a76\u8005\u4ed4\u7ec6\u8003\u8651\u4e86Transformer\u6a21\u578b\u5927\u5c0fd\u548c\u5176\u6267\u884c\u8ba1\u6570\u4efb\u52a1\u80fd\u529b\u4e4b\u95f4\u7684\u4f9d\u8d56\u6027\u3002<\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5bf9\u4e8e\u8d85\u8fc7d\u7684\u8bcd\u8868m\uff0c\u7cbe\u786e\u8ba1\u6570\u5f88\u53ef\u80fd\u662f\u4e0d\u53ef\u80fd\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u901a\u8fc7\u5b9e\u9a8c\uff0c\u7814\u7a76\u8005\u652f\u6301\u4e86\u8fd9\u4e00\u89c2\u5bdf\u7ed3\u679c\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202409\/08\/f6d89e6125d94768aa1013d96c6ad00c4010a3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u8fd9\u9879\u5b9e\u9a8c\u4e2d\uff0c\u4efb\u52a1\u5982\u4e0b\u3002<\/p>\n<p>\u8003\u8651\u6587\u672c\u4e2d\u63cf\u8ff0\u7684\u4e24\u4e2a\u8ba1\u6570\u4efb\u52a1\uff0c\u6700\u9891\u7e41\u5143\u7d20\uff08MFE\uff09\u548c\u67e5\u8be2\u8ba1\u6570\uff08OC\uff09\u3002<\/p>\n<p>\u7814\u7a76\u8005\u901a\u8fc7\u4ece\u4e00\u7ec4m token\u4e2d\u5747\u5300\u91c7\u6837\u957f\u5ea6\u4e3an\u7684\u5e8f\u5217\uff0c\u6765\u751f\u6210\u8fd9\u4e9b\u5b9e\u4f8b\u3002<\/p>\n<p>\u6bcf\u4e2a\u8fd9\u6837\u7684\u5e8f\u5217\u7528x1\uff0c\u2026\u2026\uff0cxn\u8868\u793a\u3002<\/p>\n<p>\u9884\u671f\u8f93\u51fay\u5982\u4e0b\u2014\u2014<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202409\/08\/4890fd25273bae358ca3740ca218a4733b9914.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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