{"id":15818,"date":"2023-10-28T13:45:16","date_gmt":"2023-10-28T05:45:16","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=15818"},"modified":"2023-10-28T13:47:37","modified_gmt":"2023-10-28T05:47:37","slug":"%e6%b8%af%e5%a4%a7%e7%ad%89%e5%8f%91%e5%b8%83graphgpt%ef%bc%9a1-50%e5%be%ae%e8%b0%83%e5%8f%82%e6%95%b0%ef%bc%8c%e5%87%86%e7%a1%ae%e7%8e%87%e6%8f%90%e5%8d%8710%e5%80%8d%ef%bc%81%e6%97%a0%e9%9c%80","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/10\/28\/15818\/","title":{"rendered":"\u6e2f\u5927\u7b49\u53d1\u5e03GraphGPT\uff1a1\/50\u5fae\u8c03\u53c2\u6570\uff0c\u51c6\u786e\u7387\u63d0\u534710\u500d\uff01\u65e0\u9700\u8d85\u957ftoken\uff0cLLM\u4e5f\u80fd\u8bfb\u61c2\u56fe\u7ed3\u6784"},"content":{"rendered":"<div class=\"article-desc\">GraphGPT\u6846\u67b6\u5c06\u56fe\u7ed3\u6784\u6a21\u578b\u548c\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u53c2\u6570\u5bf9\u9f50\uff0c\u5229\u7528\u53cc\u9636\u6bb5\u56fe\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\u63d0\u9ad8\u6a21\u578b\u5bf9\u56fe\u7ed3\u6784\u7684\u7406\u89e3\u80fd\u529b\u548c\u9002\u5e94\u6027\uff0c\u518d\u6574\u5408ChatGPT\u63d0\u9ad8\u9010\u6b65\u63a8\u7406\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6\u548c\u66f4\u9ad8\u7684\u56fe\u4efb\u52a1\u9884\u6d4b\u51c6\u786e\u7387\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p>\u56fe\u795e\u7ecf\u7f51\u7edc\uff08Graph Neural Networks\uff09\u5df2\u7ecf\u6210\u4e3a\u5206\u6790\u548c\u5b66\u4e60\u56fe\u7ed3\u6784\u6570\u636e\u7684\u5f3a\u5927\u6846\u67b6\uff0c\u63a8\u52a8\u4e86\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u3001\u63a8\u8350\u7cfb\u7edf\u548c\u751f\u7269\u7f51\u7edc\u5206\u6790\u7b49\u591a\u4e2a\u9886\u57df\u7684\u8fdb\u6b65\u3002<\/p>\n<p>\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u5b83\u4eec\u80fd\u591f\u6355\u83b7\u56fe\u6570\u636e\u4e2d\u56fa\u6709\u7684\u7ed3\u6784\u4fe1\u606f\u548c\u4f9d\u8d56\u5173\u7cfb\u3002\u5229\u7528\u6d88\u606f\u4f20\u9012\u548c\u805a\u5408\u673a\u5236\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u6709\u6548\u5730\u5728\u56fe\u4e2d\u4f20\u64ad\u548c\u7ec4\u5408\u4fe1\u606f\uff0c\u4ece\u800c\u6a21\u62df\u590d\u6742\u7684\u5173\u7cfb\u5e76\u8fdb\u884c\u51c6\u786e\u7684\u9884\u6d4b\u3002<\/p>\n<p><img data-dominant-color=\"edecee\" data-has-transparency=\"false\" style=\"--dominant-color: #edecee;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15833\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d2fddbe671284e6dc94751b99f3348d8b79847-1.png\" width=\"1080\" height=\"461\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d2fddbe671284e6dc94751b99f3348d8b79847-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d2fddbe671284e6dc94751b99f3348d8b79847-1-300x128.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d2fddbe671284e6dc94751b99f3348d8b79847-1-1024x437.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d2fddbe671284e6dc94751b99f3348d8b79847-1-150x64.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d2fddbe671284e6dc94751b99f3348d8b79847-1-768x328.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u5404\u79cd\u56fe\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u5728\u56fe\u8282\u70b9\u4e4b\u95f4\u7684\u4fe1\u606f\u4ea4\u6362\u548c\u805a\u5408\u65b9\u9762\u5f15\u5165\u4e86\u4e0d\u540c\u7684\u521b\u65b0\u3002\u4f8b\u5982\uff0c\u56fe\u5377\u79ef\u7f51\u7edc\uff08Graph Convolutional Networks\uff09\u5c06\u5377\u79ef\u64cd\u4f5c\u8fc1\u79fb\u5230\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u5b9e\u73b0\u6709\u6548\u7684\u56fe\u7ed3\u6784\u7279\u5f81\u8868\u793a\u3002<\/p>\n<p>\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\uff08Graph Attention Networks\uff09\u5229\u7528\u6ce8\u610f\u529b\u673a\u5236\u4e3a\u76f8\u90bb\u8282\u70b9\u5206\u914d\u4e0d\u540c\u7684\u6743\u91cd\uff0c\u5b9e\u73b0\u66f4\u7ec6\u7c92\u5ea6\u7684\u4fe1\u606f\u805a\u5408\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8bb8\u591a\u56fe\u795e\u7ecf\u7f51\u7edc\u65b9\u6cd5\u7684\u4e00\u4e2a\u663e\u8457\u5c40\u9650\u6027\u662f\u5b83\u4eec\u8fc7\u4e8e\u4f9d\u8d56\u76d1\u7763\u5b66\u4e60\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u5728\u9762\u5bf9\u7a00\u758f\u548c\u566a\u58f0\u6570\u636e\u65f6\u9c81\u68d2\u6027\u548c\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u3002\u4e3a\u4e86\u589e\u5f3a\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u81ea\u76d1\u7763\u5b66\u4e60\uff08Self-Supervised Learning\uff09\u5df2\u7ecf\u6210\u4e3a\u56fe\u8868\u793a\u5b66\u4e60\u4e2d\u7684\u4e00\u79cd\u6709\u524d\u666f\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd9\u4e9b\u65b9\u6cd5\u7684\u76ee\u6807\u662f\u751f\u6210\u53ef\u6cdb\u5316\u5230\u4e0d\u540c\u4e0b\u6e38\u4efb\u52a1\u7684\u56fe\u8868\u793a\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u9700\u8981\u4f7f\u7528\u4e0b\u6e38\u56fe\u5b66\u4e60\u573a\u666f\u7684\u6807\u7b7e\u8fdb\u884c\u5fae\u8c03\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u5bf9\u4e0b\u6e38\u4efb\u52a1\u7684\u6807\u7b7e\u6570\u636e\u7684\u4f9d\u8d56\u53ef\u80fd\u4f1a\u9650\u5236\u5b83\u4eec\u5728\u5b9e\u9645\u60c5\u51b5\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u7279\u522b\u662f\u5728\u96be\u4ee5\u83b7\u53d6\u9ad8\u8d28\u91cf\u6807\u7b7e\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u672c\u7814\u7a76\u7684\u76ee\u6807\u662f\u901a\u8fc7\u89e3\u51b3\u5177\u6709\u6311\u6218\u6027\u7684\u5b9e\u9645\u96f6\u6837\u672c\u5b66\u4e60\u573a\u666f\u6765\u63d0\u9ad8\u56fe\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u53d7\u5230\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Models\uff09\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\u5de8\u5927\u6210\u529f\u7684\u542f\u53d1\uff0c\u672c\u6587\u5c06\u4ecb\u7ecd\u9999\u6e2f\u5927\u5b66\u6570\u636e\u667a\u80fd\u5b9e\u9a8c\u5ba4\u548c\u767e\u5ea6\u7b49\u673a\u6784\u63d0\u51fa\u7684\u56fe\u7ed3\u6784\u5927\u8bed\u8a00\u6a21\u578b\uff08GraphGPT\uff09\uff0c\u5176\u80fd\u591f\u5728\u591a\u79cd\u4e0b\u6e38\u6570\u636e\u96c6\u548c\u4efb\u52a1\u4e2d\u5b9e\u73b0\u9ad8\u5ea6\u7684\u6cdb\u5316\u3002<\/p>\n<p><img data-dominant-color=\"e7e7e7\" data-has-transparency=\"false\" style=\"--dominant-color: #e7e7e7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15834\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d35bf1f8785aa479e3730919ad0e0f3648c213-1.png\" width=\"1066\" height=\"370\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d35bf1f8785aa479e3730919ad0e0f3648c213-1.png 1066w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d35bf1f8785aa479e3730919ad0e0f3648c213-1-300x104.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d35bf1f8785aa479e3730919ad0e0f3648c213-1-1024x355.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d35bf1f8785aa479e3730919ad0e0f3648c213-1-150x52.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d35bf1f8785aa479e3730919ad0e0f3648c213-1-768x267.png 768w\" sizes=\"auto, (max-width: 1066px) 100vw, 1066px\" \/><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2310.13023<\/p>\n<p>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/HKUDS\/GraphGPT<\/p>\n<p>\u9879\u76ee\u7f51\u7ad9\uff1ahttps:\/\/graphgpt.github.io\/<\/p>\n<p>\u671f\u5f85GraphGPT\u80fd\u591f\u5438\u5f15\u66f4\u591a\u7684\u5f00\u6e90\u793e\u533a\u5f00\u53d1\u8005\u53c2\u4e0e\u8ba8\u8bba\u548c\u5b9e\u8df5\uff0c\u5171\u540c\u63a2\u7d22\u56fe\u7ed3\u6784\u6570\u636e\u6316\u6398\u9886\u57df\u65b0\u7bc7\u7ae0\u3002<\/p>\n<h3>\u6982\u8ff0<\/h3>\n<p>\u603b\u5f97\u6765\u8bf4\uff0c\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u56fe\u5b66\u4e60\u7ed3\u5408\u662f\u4e00\u9879\u91cd\u5927\u7684\u6311\u6218\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5728\u56fe\u7684\u7ed3\u6784\u4fe1\u606f\u548c\u8bed\u8a00\u7a7a\u95f4\u4e4b\u95f4\u5b9e\u73b0\u9002\u5f53\u7684\u5bf9\u9f50\u9700\u8981\u6df1\u5165\u7684\u7814\u7a76\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u5982\u4f55\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u6709\u6548\u5730\u7406\u89e3\u56fe\u7684\u7ed3\u6784\u4fe1\u606f\uff0c\u4ee5\u53ca\u5982\u4f55\u8d4b\u4e88\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u4e8e\u56fe\u5b66\u4e60\u4e0b\u6e38\u4efb\u52a1\u9010\u6b65\u63a8\u7406\u7684\u80fd\u529b\uff0c\u90fd\u662f\u5f53\u524d\u9762\u4e34\u7684\u5173\u952e\u95ee\u9898\u3002<\/p>\n<p><img data-dominant-color=\"e1e4e3\" data-has-transparency=\"false\" style=\"--dominant-color: #e1e4e3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15835\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/053edf7065178735f2d801127d52aebdfd3e4d-1.png\" width=\"1080\" height=\"851\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/053edf7065178735f2d801127d52aebdfd3e4d-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/053edf7065178735f2d801127d52aebdfd3e4d-1-300x236.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/053edf7065178735f2d801127d52aebdfd3e4d-1-1024x807.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/053edf7065178735f2d801127d52aebdfd3e4d-1-150x118.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/053edf7065178735f2d801127d52aebdfd3e4d-1-768x605.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e3a\u4e86\u6df1\u5165\u4e86\u89e3\u76f4\u63a5\u4f7f\u7528\u7eaf\u6587\u672c\u63d0\u793a\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u5efa\u6a21\u56fe\u7ed3\u6784\u7684\u5c40\u9650\u6027\uff0c\u672c\u6587\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u7684\u5b9e\u9a8c\u548c\u5bf9\u6bd4\uff0c\u5982\u56fe1\u6240\u793a\u3002<\/p>\n<p>\u8fd9\u4e9b\u5b9e\u9a8c\u63ed\u793a\u4e86\u4ec5\u4f9d\u8d56\u6587\u672c\u63d0\u793a\u8fdb\u884c\u56fe\u7ed3\u6784\u5efa\u6a21\u65f6\u53ef\u80fd\u51fa\u73b0\u7684\u6f5c\u5728\u95ee\u9898\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u65b0\u6846\u67b6GraphGPT\u80fd\u591f\u6709\u6548\u5730\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u901a\u8fc7\u4fdd\u7559\u548c\u5229\u7528\u56fe\u7684\u7ed3\u6784\u4fe1\u606f\uff0c\u5b9e\u73b0\u4e86\u5bf9\u6587\u7ae0\u7c7b\u522b\u7684\u51c6\u786e\u8bc6\u522b\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4f7f\u7528\u57fa\u4e8e\u6587\u672c\u7684\u56fe\u7ed3\u6784\u63d0\u793a\u4f1a\u5bfc\u81f4\u8f93\u5165token\u6570\u5927\u5c0f\u589e\u52a0\uff0c\u8fd9\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5e26\u6765\u4e86\u6311\u6218\u3002<\/p>\n<p>\u957ftoken\u5e8f\u5217\u4f1a\u5bfc\u81f4\u66f4\u9ad8\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u6210\u672c\uff0c\u4f7f\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u53ef\u884c\u6027\u964d\u4f4e\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u73b0\u6709\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6709\u8f93\u5165\u957f\u5ea6\u9650\u5236\uff0c\u8fd9\u8fdb\u4e00\u6b65\u9650\u5236\u4e86\u7528\u957f\u6587\u672c\u63d0\u793a\u8fdb\u884c\u5927\u89c4\u6a21\u56fe\u7ed3\u6784\u5efa\u6a21\u7684\u9002\u7528\u6027\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aGraphGPT\u7684\u5168\u65b0\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u65e8\u5728\u4f7f\u7528\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u56fe\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u56fe\u7ed3\u6784\u5bf9\u9f50\u3002<\/p>\n<p>GraphGPT\u5f15\u5165\u4e86\u6587\u672c-\u56fe\u7ed3\u6784\u5bf9\u9f50\u8303\u5f0f\u4f5c\u4e3a\u521d\u59cb\u6b65\u9aa4\uff0c\u901a\u8fc7\u5bf9\u6bd4\u65b9\u5f0f\u7ed3\u5408\u6587\u672c\u4fe1\u606f\uff0c\u5b9e\u73b0\u4e86\u5728\u56fe\u7f16\u7801\u5668\u4e2d\u6709\u6548\u5730\u5bf9\u9f50\u6587\u672c\u8bed\u4e49\u3002<\/p>\n<p>\u8fdb\u4e00\u6b65\u63d0\u51fa\u53cc\u9636\u6bb5\u56fe\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\uff0c\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u5229\u7528\u65e0\u6807\u7b7e\u7684\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u901a\u8fc7\u81ea\u76d1\u7763\u7684\u56fe\u5339\u914d\u4efb\u52a1\uff0c\u6307\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u83b7\u5f97\u4e0e\u56fe\u6570\u636e\u76f8\u5173\u7684\u7ed3\u6784\u77e5\u8bc6\uff0c\u4ece\u800c\u589e\u5f3a\u4e86\u5176\u5bf9\u56fe\u7ed3\u6784\u7684\u7406\u89e3\u3002<\/p>\n<p>\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5b9a\u5236\u5927\u8bed\u8a00\u6a21\u578b\u5728\u591a\u79cd\u4e0b\u6e38\u56fe\u5b66\u4e60\u4efb\u52a1\u4e2d\u7684\u63a8\u7406\u884c\u4e3a\uff0c\u4f7f\u7528\u7279\u5b9a\u4efb\u52a1\u7684\u56fe\u6570\u636e\u6307\u4ee4\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u9002\u5e94\u6027\u3002<\/p>\n<p>\u6700\u540e\uff0c\u901a\u8fc7\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff09\u5c06\u95ed\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982\uff0cChatGPT\uff09\u84b8\u998f\u6574\u5408\u5230GraphGPT\u4e2d\uff0c\u589e\u5f3a\u4e86\u5176\u9010\u6b65\u63a8\u7406\u80fd\u529b\uff0c\u6781\u5927\u5730\u6539\u5584\u4e86\u5206\u5e03\u504f\u79fb\u5e26\u6765\u7684\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n<p><strong>\u672c\u7814\u7a76\u7684\u4e3b\u8981\u8d21\u732e\u5982\u4e0b<\/strong>\uff1a<\/p>\n<ul data-id=\"ua73dd4b-IG04fQiS\">\n<li data-id=\"ld70c578-iPHWSb9X\">\u5c06\u56fe\u9886\u57df\u7279\u5b9a\u7684\u7ed3\u6784\u77e5\u8bc6\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u5bf9\u9f50\uff0c\u4ee5\u63d0\u9ad8\u56fe\u5b66\u4e60\u7684\u6cdb\u5316\u3002<\/li>\n<li data-id=\"ld70c578-WD837Kmk\">\u63d0\u51fa\u7684\u65b9\u6cd5\u65e8\u5728\u901a\u8fc7\u56fe\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u56fe\u7ed3\u6784\u6570\u636e\u5bf9\u9f50\u3002\u6b64\u8303\u5f0f\u7ed3\u5408\u4e86\u81ea\u76d1\u7763\u6307\u4ee4\u5fae\u8c03\uff0c\u589e\u5f3a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u56fe\u7ed3\u6784\u77e5\u8bc6\u7684\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u3002\u6b64\u5916\uff0c\u5f15\u5165\u4e86\u5177\u4f53\u4efb\u52a1\u7684\u6307\u4ee4\u5fae\u8c03\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u5728\u4e0d\u540c\u56fe\u5b66\u4e60\u4efb\u52a1\u4e2d\u7684\u9002\u5e94\u6027\u3002<\/li>\n<li data-id=\"ld70c578-YPPCfQQe\">\u5b9e\u9a8c\u8bc4\u4f30\u4e86GraphGPT\u5728\u6709\u76d1\u7763\u548c\u96f6\u6837\u672c\u56fe\u5b66\u4e60\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u901a\u8fc7\u4e0e\u6700\u5148\u8fdb\u7684\u57fa\u7ebf\u8fdb\u884c\u6bd4\u8f83\uff0cGraphGPT\u5c55\u73b0\u51fa\u5728\u5404\u79cd\u8bbe\u7f6e\u4e2d\u4f18\u8d8a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h3>\u65b9\u6cd5<\/h3>\n<p>\u8fd9\u4e00\u90e8\u5206\uff0c\u5c06\u9610\u8ff0GraphGPT\u56fe\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\u7684\u6280\u672f\u7ec6\u8282\uff0c\u5176\u6574\u4f53\u6846\u67b6\u5982\u56fe2\u6240\u793a\uff1a<\/p>\n<p><img data-dominant-color=\"e0e2e0\" data-has-transparency=\"false\" style=\"--dominant-color: #e0e2e0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15836\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/685e53629723397cf3d6325e19bbca54552b5b-1.png\" width=\"1080\" height=\"355\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/685e53629723397cf3d6325e19bbca54552b5b-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/685e53629723397cf3d6325e19bbca54552b5b-1-300x99.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/685e53629723397cf3d6325e19bbca54552b5b-1-1024x337.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/685e53629723397cf3d6325e19bbca54552b5b-1-150x49.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/685e53629723397cf3d6325e19bbca54552b5b-1-768x252.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h4>\u7528\u300c\u6587\u672c-\u56fe\u300d\u5bf9\u9f50\u7f16\u7801\u7ed3\u6784\u4fe1\u606f<\/h4>\n<p>\u5728GraphGPT\u4e2d\u56fe\u7ed3\u6784\u7f16\u7801\u5668\u7684\u9009\u62e9\u53ef\u4ee5\u975e\u5e38\u7075\u6d3b\uff0c\u4f7f\u5176\u80fd\u591f\u5229\u7528\u4ece\u591a\u79cd\u56fe\u9884\u8bad\u7ec3\u8303\u5f0f\u4e2d\u83b7\u5f97\u7684\u5404\u79cd\u57fa\u7840GNN\u67b6\u6784\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u6709\u6548\u5730\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u56fe\u7ed3\u6784\u5bf9\u9f50\uff0c\u672c\u8282\u63a2\u7d22\u4e86\u80fd\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u826f\u597d\u534f\u4f5c\u7684\u56fe\u7ed3\u6784\u7f16\u7801\u65b9\u5f0f\u3002<\/p>\n<p>\u53d7\u4e4b\u524d\u7684\u7814\u7a76\u542f\u53d1\uff0c\u672c\u6587\u4ee5\u5bf9\u6bd4\u7684\u65b9\u5f0f\u5c06\u6587\u672c\u4fe1\u606f\u878d\u5165\u56fe\u7ed3\u6784\u7684\u7f16\u7801\u8fc7\u7a0b\u4e2d\u3002\u672c\u6587\u76f4\u63a5\u5c06\u5e26\u6709\u9884\u8bad\u7ec3\u53c2\u6570\u7684\u56fe\u7f16\u7801\u5668\u96c6\u6210\u5230GraphGPT\u6a21\u578b\u6846\u67b6\u4e2d\uff0c\u4ece\u800c\u65e0\u7f1d\u5730\u6574\u5408\u56fe\u7f16\u7801\u5668\u7684\u529f\u80fd\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u8ba9\u4e00\u4e2a\u56fe\u4e0e\u539f\u59cb\u6587\u672c\u5185\u5bb9\u5bf9\u5e94\uff0c\u5176\u4e2d\u4ee3\u8868\u8282\u70b9\u6570\uff0c\u8868\u793a\u7b2ci\u4e2a\u7ed3\u70b9\u7684\u6587\u672c\u957f\u5ea6\u3002\u901a\u8fc7\u4efb\u610f\u56fe\u7f16\u7801\u5668\uff08\u4f8b\u5982graph transformer\uff09\u548c\u6587\u672c\u7f16\u7801\u5668\uff08\u4f8b\u5982\u666e\u901atransformer\uff09\u5f97\u5230\u7f16\u7801\u540e\u7684\u56fe\u8868\u793a\u548c\u6587\u672c\u8868\u793a\u3002<\/p>\n<p>\u63a5\u7740\uff0c\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u8fdb\u884c\u4e0d\u540c\u7ef4\u5ea6\u7684\u300c\u6587\u672c-\u56fe\u300d\u5bf9\u9f50\uff1a<\/p>\n<p>\u5176\u4e2d\u4e3a\u5bf9\u6bd4\u6807\u7b7e\uff0c\u548c\u4e3a\u4e0d\u540c\u5bf9\u6bd4\u7b56\u7565\u7684\u8f6c\u6362\u51fd\u6570\u3002<\/p>\n<h4>\u4e24\u9636\u6bb5\u56fe\u6307\u4ee4\u5fae\u8c03<\/h4>\n<p><strong>1. \u81ea\u76d1\u7763\u6307\u4ee4\u5fae\u8c03<\/strong><\/p>\n<p>\u5728\u56fe\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\u7684\u7b2c\u4e00\u9636\u6bb5\uff0c\u5f15\u5165\u4e86\u81ea\u76d1\u7763\u6307\u4ee4\u5fae\u8c03\u673a\u5236\uff0c\u5176\u5c06\u56fe\u9886\u57df\u7279\u5b9a\u7684\u7ed3\u6784\u77e5\u8bc6\u6ce8\u5165\u5230\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u63d0\u9ad8\u5176\u63a8\u7406\u80fd\u529b\uff0c\u5e76\u4f7f\u5176\u80fd\u591f\u6709\u6548\u5730\u7406\u89e3\u56fe\u7ed3\u6784\u4e2d\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7ed3\u6784\u611f\u77e5\u7684\u56fe\u5339\u914d\u4efb\u52a1\uff0c\u5f15\u5bfc\u8bed\u8a00\u6a21\u578b\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u6807\u8bb0\u6765\u533a\u5206\u4e0d\u540c\u7684\u56fe\u7ed3\u70b9\u3002\u8fd9\u4e2a\u6307\u4ee4\u4efb\u52a1\u5728\u51c6\u786e\u5730\u5c06\u56fe\u7ed3\u70b9\u4e0e\u5176\u76f8\u5e94\u7684\u6587\u672c\u63cf\u8ff0\u5173\u8054\u8d77\u6765\u65b9\u9762\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528\uff0c\u4ece\u800c\u52a0\u6df1\u4e86\u6a21\u578b\u5bf9\u56fe\u7ed3\u6784\u6570\u636e\u7684\u7406\u89e3\u3002<\/p>\n<p><strong>\u6307\u4ee4\u8bbe\u8ba1<\/strong><\/p>\n<p>\u56fe\u5339\u914d\u4efb\u52a1\u7684\u6307\u4ee4\u5305\u62ec\u4e09\u4e2a\u90e8\u5206\uff1ai) \u56fe\u4fe1\u606f\uff0cii) \u4eba\u7c7b\u95ee\u9898\uff0c\u548c iii) GraphGPT\u7684\u56de\u5e94\u3002\u5728\u8fd9\u4e2a\u4efb\u52a1\u4e2d\uff0c\u5c06\u56fe\u4e2d\u7684\u6bcf\u4e2a\u8282\u70b9\u89c6\u4e3a\u4e2d\u5fc3\u8282\u70b9\uff0c\u5e76\u6267\u884ch\u8df3\u7684\u968f\u673a\u90bb\u5c45\u91c7\u6837\uff0c\u4ece\u800c\u5f97\u5230\u4e00\u4e2a\u5b50\u56fe\u7ed3\u6784\u3002\u5927\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u662f\u4eba\u7c7b\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5728\u56fe\u5339\u914d\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u6307\u4ee4\u5305\u62ec\u6307\u793a\u7b26token\u00a0<code>&lt;graph&gt;<\/code>\u00a0\u548c\u4e00\u4e2a\u88ab\u6253\u4e71\u7684\u8282\u70b9\u6587\u672c\u4fe1\u606f\u5217\u8868\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u8bba\u6587\u5f15\u7528\u56fe\u4e2d\uff0c\u8282\u70b9\u6587\u672c\u4fe1\u606f\u5bf9\u5e94\u4e8e\u8bba\u6587\u6807\u9898\u3002<\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5728\u56fe\u5339\u914d\u4efb\u52a1\u4e2d\u7684\u76ee\u6807\u662f\u5c06\u6bcf\u4e2a\u56fe\u7ed3\u70b9token\u4e0e\u5176\u76f8\u5e94\u7684\u8282\u70b9\u6587\u672c\u4fe1\u606f\u5bf9\u9f50\u3002\u8fd9\u9700\u8981\u6839\u636e\u56fe\u7ed3\u70b9token\u7684\u987a\u5e8f\u91cd\u65b0\u6392\u5e8f\u8282\u70b9\u6587\u672c\u4fe1\u606f\u5217\u8868\uff0c\u6709\u6548\u5730\u5c06\u6bcf\u4e2a\u56fe\u7ed3\u70b9token\u4e0e\u5176\u76f8\u5173\u7684\u6587\u672c\u63cf\u8ff0\u5173\u8054\u8d77\u6765\u3002<\/p>\n<p><strong>\u5fae\u8c03\u7b56\u7565<\/strong><\/p>\n<p>\u4e3a\u4e86\u9ad8\u6548\u5730\u4f18\u5316\u5fae\u8c03\u8fc7\u7a0b\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u8f7b\u91cf\u7ea7\u5bf9\u9f50\u6295\u5f71<\/strong>\u7b56\u7565\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u56fa\u5b9a\u5927\u8bed\u8a00\u6a21\u578b\u548c\u56fe\u7f16\u7801\u5668\u7684\u53c2\u6570\uff0c\u4ec5\u4e13\u6ce8\u4e8e\u4f18\u5316\u6295\u5f71\u5668\u7684\u53c2\u6570\u3002<\/p>\n<p>\u8bad\u7ec3\u540e\uff0c\u5047\u8bbe\u6295\u5f71\u5668\u5df2\u7ecf\u6210\u529f\u5730\u5b66\u4f1a\u4e86\u5c06\u7f16\u7801\u7684\u56fe\u8868\u793a\u6620\u5c04\u5230\u56fe\u7ed3\u70b9token\uff0c\u800c\u5927\u8bed\u8a00\u6a21\u578b\u5219\u64c5\u957f\u5c06\u8fd9\u4e9b\u56fe\u7ed3\u70b9token\u4e0e\u591a\u79cd\u8282\u70b9\u6587\u672c\u4fe1\u606f\u5bf9\u9f50\u3002\u4e3a\u4e86\u5c06\u56fe\u7ed3\u70b9token\u4e0e\u81ea\u7136\u8bed\u8a00token\u5bf9\u9f50\uff0c\u4f7f\u7528\u4e00\u4e2a\u6295\u5f71\u5668\uff0c\u5b83\u53ef\u4ee5\u7b80\u5355\u5230\u7528\u4e00\u4e2a\u5355\u4e00\u7684\u7ebf\u6027\u5c42\u5b9e\u73b0\u3002<\/p>\n<p>\u8fd9\u4e2a\u6295\u5f71\u5668\u5efa\u7acb\u4e86\u56fe\u7ed3\u70b9token\u548c\u81ea\u7136\u8bed\u8a00token\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\u3002\u901a\u8fc7\u5728\u539f\u59cb\u81ea\u7136\u8bed\u8a00token\u5e8f\u5217\u4e2d\u66ff\u6362\u6307\u793a\u7b26token<code>&lt;graph&gt;<\/code>\u4e3a\u5bf9\u9f50\u7684\u56fe\u7ed3\u70b9token\u5e8f\u5217{<code>&lt;graph_begin&gt;<\/code>,\u00a0<code>&lt;graph_token&gt;1<\/code>, &#8230;,\u00a0<code>&lt;graph_token&gt;n<\/code>,\u00a0<code>&lt;graph_end&gt;<\/code>}\uff0c\u4ece\u800c\u5f97\u5230\u4e86\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165token\u5e8f\u5217\u3002<\/p>\n<p>\u8003\u8651\u5230\u56fe\u5339\u914d\u8fc7\u7a0b\u662f\u65e0\u76d1\u7763\u7684\uff0c\u8fd9\u5c06\u6709\u673a\u4f1a\u5229\u7528\u6765\u81ea\u4e0d\u540c\u9886\u57df\u7684\u5927\u91cf\u672a\u6807\u8bb0\u7684\u56fe\u6570\u636e\uff0c\u4ee5\u589e\u5f3a\u5b66\u4e60\u5230\u7684\u6295\u5f71\u5668\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p><strong>2. \u7279\u5b9a\u4efb\u52a1\u6307\u4ee4\u5fae\u8c03<\/strong><\/p>\n<p>\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u7279\u5b9a\u4efb\u52a1\u6307\u4ee4\u5fae\u8c03\uff0c\u65e8\u5728\u5b9a\u5236\u6a21\u578b\u7684\u63a8\u7406\u884c\u4e3a\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u56fe\u5b66\u4e60\u4efb\u52a1\u7684\u7279\u5b9a\u7ea6\u675f\u548c\u8981\u6c42\uff0c\u5982\u8282\u70b9\u5206\u7c7b\u6216\u94fe\u63a5\u9884\u6d4b\u3002<\/p>\n<p>\u901a\u8fc7\u4f7f\u7528\u4efb\u52a1\u7279\u5b9a\u7684\u56fe\u6307\u4ee4\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u66f4\u9002\u5408\u5f53\u524d\u56fe\u5b66\u4e60\u4efb\u52a1\u7684\u54cd\u5e94\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86\u6a21\u578b\u5728\u5904\u7406\u5404\u79cd\u56fe\u5b66\u4e60\u4efb\u52a1\u65f6\u7684\u9002\u5e94\u6027\u548c\u6027\u80fd\u3002<\/p>\n<p>\u6307\u4ee4\u8bbe\u8ba1<\/p>\n<p>\u4e3a\u4e86\u4e3a\u6bcf\u4e2a\u8282\u70b9\u751f\u6210\u56fe\u4fe1\u606f\uff0c\u91c7\u7528\u7b2c\u4e00\u9636\u6bb5\u76f8\u540c\u7684\u90bb\u5c45\u91c7\u6837\u65b9\u6cd5\u3002\u5bf9\u4e8e\u8282\u70b9\u5206\u7c7b\u4efb\u52a1\uff0c\u4eba\u7c7b\u95ee\u9898\u6307\u4ee4\u5305\u542b\u6307\u793a\u7b26token<code>&lt;graph&gt;<\/code>\u548c\u5173\u4e8e\u4e2d\u5fc3\u8282\u70b9\u7684\u7279\u5b9a\u6587\u672c\u4fe1\u606f\u3002<\/p>\n<p>\u8fd9\u4e2a\u6307\u4ee4\u63d0\u793a\u8bed\u8a00\u6a21\u578b\u57fa\u4e8e\u56fe\u7ed3\u6784\u6570\u636e\u548c\u4f34\u968f\u7684\u6587\u672c\u4fe1\u606f\u6765\u9884\u6d4b\u4e2d\u5fc3\u8282\u70b9\u7684\u7c7b\u522b\u3002\u5728\u56fe3\u4e2d\u53ef\u4ee5\u770b\u5230\u4e0d\u540c\u4efb\u52a1\u7684\u6307\u4ee4\u6570\u636e\u7684\u6a21\u7248\u3002<\/p>\n<p><img data-dominant-color=\"e5e7e8\" data-has-transparency=\"false\" style=\"--dominant-color: #e5e7e8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15837\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/43ed30001df678130d7372eafa0570bbd4de20-1.png\" width=\"1080\" height=\"256\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/43ed30001df678130d7372eafa0570bbd4de20-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/43ed30001df678130d7372eafa0570bbd4de20-1-300x71.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/43ed30001df678130d7372eafa0570bbd4de20-1-1024x243.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/43ed30001df678130d7372eafa0570bbd4de20-1-150x36.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/43ed30001df678130d7372eafa0570bbd4de20-1-768x182.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5fae\u8c03\u7b56\u7565<\/p>\n<p>\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\u4f7f\u7528\u7b2c\u4e00\u9636\u6bb5\u8bad\u7ec3\u5f97\u5230\u7684\u7ed3\u6784\u611f\u77e5\u6295\u5f71\u5668\u7684\u53c2\u6570\u4f5c\u4e3a\u521d\u59cb\u72b6\u6001\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4fdd\u6301\u5927\u8bed\u8a00\u6a21\u578b\u548c\u56fe\u7f16\u7801\u5668\u7684\u53c2\u6570\u4e0d\u53d8\uff0c\u4ec5\u4e13\u6ce8\u4e8e\u4f18\u5316\u524d\u4e00\u9636\u6bb5\u7684\u6295\u5f71\u5668\u7684\u53c2\u6570\uff0c\u786e\u4fdd\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u4e00\u6b65\u4e0e\u4e0b\u6e38\u4efb\u52a1\u5bf9\u9f50\uff0c\u589e\u5f3a\u5176\u7406\u89e3\u548c\u89e3\u91ca\u56fe\u7ed3\u6784\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5b8c\u6210\u4e0a\u8ff0\u7684\u4e24\u4e2a\u8bad\u7ec3\u9636\u6bb5\u540e\uff0cGraphGPT\u5df2\u7ecf\u83b7\u5f97\u4e86\u7406\u89e3\u7ed9\u5b9a\u56fe\u7ed3\u6784\u5e76\u5728\u63d0\u4f9b\u7684\u56fe\u4e0a\u6267\u884c\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/p>\n<p><strong>3. \u601d\u7ef4\u94fe\u84b8\u998f<\/strong><\/p>\n<p>\u9762\u5bf9\u591a\u6837\u7684\u56fe\u6570\u636e\uff0c\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u4f1a\u9047\u5230\u65b0\u7684\u6216\u4e0d\u719f\u6089\u7684\u6a21\u5f0f\u548c\u7ed3\u6784\u3002\u8fd9\u79cd\u5206\u5e03\u7684\u53d8\u5316\u53ef\u80fd\u5728\u751f\u6210\u51c6\u786e\u548c\u8fde\u8d2f\u7684\u56de\u5e94\u65f6\u5e26\u6765\u6311\u6218\uff0c\u7279\u522b\u662f\u5f53\u8282\u70b9\u7c7b\u7684\u6570\u91cf\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u56fe\u6570\u636e\u4e2d\u53d8\u5316\u65f6\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\u5e76\u5728\u5206\u5e03\u53d8\u5316\u7684\u60c5\u51b5\u4e0b\u63d0\u9ad8\u51c6\u786e\u6027\uff0c\u4e3aGraphGPT\u914d\u5907\u9010\u6b65\u63a8\u7406\u80fd\u529b\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u53d7\u601d\u7ef4\u94fe\u6280\u672f\uff08Chain-of-Thought\uff09\u6280\u672f\u7684\u542f\u53d1\uff0c\u63d0\u51fa\u901a\u8fc7\u6574\u5408\u601d\u7ef4\u94fe\u6280\u672f\uff0c\u63d0\u9ad8GraphGPT\u751f\u6210\u6587\u672c\u7684\u8fde\u8d2f\u6027\u548c\u4e00\u81f4\u6027\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u9075\u5faa\u903b\u8f91\u4e0a\u7684\u601d\u7ef4\u53d1\u5c55\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u5176\u7406\u89e3\u548c\u63a8\u7406\u7ed9\u5b9a\u56fe\u6570\u636e\u7684\u80fd\u529b\u3002<\/p>\n<p>\u7136\u800c\uff0c\u7531\u4e8e\u601d\u7ef4\u94fe\u6280\u672f\u7684\u589e\u76ca\u4e0e\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u5f3a\u76f8\u5173\uff0c\u5982\u4f55\u5728\u8f83\u5c0f\u7684\u6a21\u578b\u53c2\u6570\u4e0b\u6700\u5927\u7a0b\u5ea6\u83b7\u5f97\u601d\u7ef4\u94fe\u6280\u672f\u7684\u589e\u76ca\u6210\u4e3a\u5173\u952e\u3002<\/p>\n<p>\u4e3a\u4e86\u514b\u670d\u8fd9\u4e00\u70b9\uff0c\u4ece\u4e4b\u524d\u7684\u7814\u7a76\u4e2d\u6c72\u53d6\u7075\u611f\uff0c\u4ece\u4e00\u4e2a\u5c01\u95ed\u6e90\u3001\u5f3a\u5927\u7684\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT-3.5\uff0c\u62e5\u6709\u8d85\u8fc72000\u4ebf\u7684\u53c2\u6570\uff09\u4e2d\u84b8\u998f\u5f97\u5230\u601d\u7ef4\u94fe\u63a8\u7406\u80fd\u529b\uff0c\u4f7fGraphGPT\u80fd\u591f\u751f\u6210\u9ad8\u8d28\u91cf\u51c6\u786e\u7684\u56de\u7b54\uff0c\u5e76\u589e\u5f3a\u6a21\u578b\u7684\u9010\u6b65\u63a8\u7406\u80fd\u529b\uff0c\u540c\u65f6\u907f\u514d\u589e\u52a0\u53c2\u6570\u3002<\/p>\n<p>\u5bf9\u4e8e\u5f15\u6587\u56fe\u4e2d\u7684\u8282\u70b9\u5206\u7c7b\u4efb\u52a1\uff0c\u5c06\u8282\u70b9\u8868\u793a\u7684\u8bba\u6587\u7684\u6458\u8981\u3001\u6807\u9898\u4ee5\u53ca\u5206\u7c7b\u4efb\u52a1\u7684\u63cf\u8ff0\u4f5c\u4e3a\u8f93\u5165\u7684\u4e00\u90e8\u5206\uff0c\u4f7f\u7528GPT-3.5\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9010\u6b65\u63a8\u7406\uff0c\u901a\u8fc7\u987a\u5e8f\u7684\u601d\u8003\u8fc7\u7a0b\u5f97\u51fa\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n<p>\u5728\u751f\u6210\u7684\u8f93\u51fa\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4e0d\u4ec5\u4e3a\u8282\u70b9\u7c7b\u63d0\u4f9b\u9884\u6d4b\uff0c\u800c\u4e14\u4e3a\u6bcf\u4e2a\u9884\u6d4b\u63d0\u4f9b\u8be6\u7ec6\u7684\u89e3\u91ca\uff0c\u8fd9\u786e\u4fdd\u4e86\u6a21\u578b\u7684\u63a8\u7406\u548c\u51b3\u7b56\u8fc7\u7a0b\u662f\u900f\u660e\u548c\u53ef\u7406\u89e3\u7684\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6027\u80fd\uff0c\u5c06\u751f\u6210\u7684\u601d\u7ef4\u94fe\u6307\u4ee4\u6570\u636e\u4e0e\u4e4b\u524d\u4e3a\u4efb\u52a1\u7279\u5b9a\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5\u8bbe\u8ba1\u7684\u6307\u4ee4\u96c6\u6210\uff0c\u8fdb\u884c\u56fe\u6307\u4ee4\u5fae\u8c03\u3002<\/p>\n<h3>\u5b9e\u9a8c<\/h3>\n<h4>1. \u603b\u4f53\u6027\u80fd<\/h4>\n<p><strong>Obs.1 \u603b\u4f53\u6027\u80fd\u4f18\u8d8a\u6027\uff1a<\/strong>GraphGPT\u5728\u6709\u76d1\u7763\u548c\u96f6\u6837\u672c\u573a\u666f\u4e2d\u90fd\u7a33\u5b9a\u5730\u8d85\u8d8a\u4e86\u5404\u79cd\u6700\u5148\u8fdb\u7684\u57fa\u7ebf\u6a21\u578b\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5373\u4f7f\u662f\u6700\u8fd1\u5f00\u53d1\u7684\u5f3a\u5927\u7684\u57fa\u4e8eGNN\u7684\u6a21\u578b\uff0c\u5982NodeFormer\u3001DIFFormer\u548cGKD\uff0c\u5728\u76d1\u7763\u8bbe\u7f6e\u4e2d\u90fd\u5c55\u73b0\u51fa\u4e86\u826f\u597d\u7684\u7ed3\u6784\u5efa\u6a21\u80fd\u529b\uff0c\u4f46\u5f53\u5b83\u4eec\u88ab\u8f6c\u79fb\u5230\u6ca1\u6709\u8fdb\u4e00\u6b65\u8bad\u7ec3\u7684\u65b0\u6570\u636e\u96c6\u65f6\uff0c\u6027\u80fd\u663e\u8457\u4e0b\u964d\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cGraphGPT\u4e0d\u4ec5\u5728\u76d1\u7763\u4efb\u52a1\u4e2d\u8d85\u8d8a\u4e86\u6240\u6709\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\uff0c\u800c\u4e14\u5728\u96f6\u6837\u672c\u56fe\u5b66\u4e60\u573a\u666f\u4e2d\u5b9e\u73b0\u4e86\u663e\u8457\u76842-10\u500d\u7684\u51c6\u786e\u7387\u63d0\u5347\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5982Baichuan-7B\u548cVicuna-7B\u5728\u4e0d\u540c\u7684\u6570\u636e\u96c6\u4e2d\u90fd\u4fdd\u6301\u7a33\u5b9a\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c\u5b83\u4eec\u4ec5\u9650\u4e8e\u57fa\u4e8e\u6587\u672c\u4fe1\u606f\u8fdb\u884c\u9884\u6d4b\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cGraphGPT\u6709\u6548\u5730\u4fdd\u7559\u4e86\u56fe\u7ed3\u6784\u4fe1\u606f\uff0c\u4e3a\u56fe\u5b66\u4e60\u4efb\u52a1\u63d0\u4f9b\u4e86\u66f4\u5168\u9762\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><strong>Obs.2 \u7ed3\u6784\u611f\u77e5\u7684\u56fe\u5339\u914d\u4efb\u52a1\uff1a<\/strong>\u7b2c\u4e00\u9636\u6bb5\u6307\u4ee4\u5fae\u8c03\u7684\u81ea\u76d1\u7763\u56fe\u5339\u914d\u4efb\u52a1\uff0c\u5bf9\u4e8e\u589e\u5f3aGraphGPT\u7684\u96f6\u6837\u672c\u8fc1\u79fb\u80fd\u529b\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528\u3002\u7b2c\u4e00\u9636\u6bb5\u91cd\u70b9\u662f\u5c06\u7f16\u7801\u4e30\u5bcc\u7ed3\u6784\u4fe1\u606f\u7684\u56fe\u7ed3\u70b9token\u4e0e\u8bed\u8a00 token\u5bf9\u9f50\u3002<\/p>\n<p>\u8fd9\u79cd\u5bf9\u9f50\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u6df1\u5165\u5730\u7406\u89e3\u56fe\u6570\u636e\u7684\u56fa\u6709\u7ed3\u6784\u7279\u6027\u3002\u5982\u679c\u6ca1\u6709\u7b2c\u4e00\u9636\u6bb5\uff0c\u6a21\u578b\u53ea\u8fdb\u884c\u7279\u5b9a\u4efb\u52a1\u7684\u6307\u4ee4\u5fae\u8c03\u7684\u7b2c\u4e8c\u9636\u6bb5\uff0c\u6a21\u578b\u5f80\u5f80\u66f4\u5bb9\u6613\u5728\u7279\u5b9a\u6570\u636e\u96c6\u4e0a\u8fc7\u62df\u5408\u3002<\/p>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u7684\u6027\u80fd\u53ef\u80fd\u4e25\u91cd\u4f9d\u8d56\u4e8e\u6570\u636e\u96c6\u7279\u5b9a\u7684\u6a21\u5f0f\u548c\u7279\u6027\uff0c\u800c\u4e0d\u662f\u5bf9\u5e95\u5c42\u56fe\u7ed3\u6784\u7684\u771f\u6b63\u7406\u89e3\u3002\u8fd9\u53ef\u80fd\u9650\u5236\u4e86\u6a21\u578b\u5bf9\u65b0\u7684\u3001\u672a\u89c1\u8fc7\u7684\u6570\u636e\u96c6\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p><strong>Obs.3 \u601d\u7ef4\u94fe\u84b8\u998f\uff1a<\/strong>\u300c-std\u300d\u548c\u300c-cot\u300d\u53d8\u4f53\u8868\u660e\uff0c\u4f7f\u7528\u601d\u7ef4\u94fe\u84b8\u998f\u5bf9\u66f4\u590d\u6742\u7684\u56fe\u5b66\u4e60\u4efb\u52a1\u6709\u5f88\u5927\u7684\u5e2e\u52a9\u3002<\/p>\n<p>\u4f7f\u7528\u6807\u51c6\u6307\u4ee4\u6570\u636e\u96c6\u5fae\u8c03\u7684\u6a21\u578b\u5728\u8f6c\u79fb\u5230\u8f83\u7b80\u5355\u7684\u4efb\u52a1\u65f6\uff0c\u5982\u53ea\u67093\u4e2a\u7c7b\u7684PubMed\u6570\u636e\u96c6\uff0c\u5df2\u7ecf\u53ef\u4ee5\u53d6\u5f97\u663e\u8457\u7684\u7ed3\u679c\uff0c\u4f8b\u5982Arxiv-PubMed\u7684\u51c6\u786e\u7387\u4e3a0.7011\u3002\u7136\u800c\uff0c\u5f53\u5e94\u7528\u4e8e\u5982Cora\u6570\u636e\u96c6\u8fd9\u6837\u670970\u4e2a\u7c7b\u7684\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u5b83\u4eec\u7684\u6027\u80fd\u5f80\u5f80\u53ea\u662f\u4e2d\u7b49\u7684\u3002<\/p>\n<p>\u901a\u8fc7\u601d\u7ef4\u94fe\u84b8\u998f\u5229\u7528\u95ed\u6e90\u6a21\u578b\uff08GPT-3.5\uff09\u7684\u5f3a\u5927\u63a8\u7406\u80fd\u529b\uff0c\u6a21\u578b\u53ef\u4ee5\u6574\u5408\u8fd9\u4e9b\u77e5\u8bc6\u548c\u63a8\u7406\u80fd\u529b\uff0c\u5e76\u663e\u8457\u63d0\u9ad8\u5176\u5728\u590d\u6742\u56fe\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002<\/p>\n<p><img data-dominant-color=\"e8e8e8\" data-has-transparency=\"false\" style=\"--dominant-color: #e8e8e8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15838\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/9841f81505d15b1f29e580eb5732a937067929-1.png\" width=\"1080\" height=\"439\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/9841f81505d15b1f29e580eb5732a937067929-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/9841f81505d15b1f29e580eb5732a937067929-1-300x122.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/9841f81505d15b1f29e580eb5732a937067929-1-1024x416.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/9841f81505d15b1f29e580eb5732a937067929-1-150x61.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/9841f81505d15b1f29e580eb5732a937067929-1-768x312.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><strong>2. \u6cdb\u5316\u6027\u80fd\u529b\u63a2\u7d22<\/strong><\/p>\n<p><strong>\u66f4\u591a\u7684\u6570\u636e\u6fc0\u53d1\u66f4\u5f3a\u7684\u8fc1\u79fb\u80fd\u529b\uff1a<\/strong>\u672c\u8282\u9996\u5148\u7814\u7a76\u4e86\u6570\u636e\u91cf\u5bf9GraphGPT\u8fc1\u79fb\u80fd\u529b\u7684\u5f71\u54cd\uff0c\u5982\u88681\u4e2d\u7684\u300c(Arxiv + PubMed)-Cora\u300d\u5217\u6240\u793a\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u5b9e\u9a8c\u4e2d\uff0c\u4f7f\u7528Arxiv\u548cPubMed\u6570\u636e\u96c6\u7684\u7ec4\u5408\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u5728Cora\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u96f6\u6837\u672c\u6d4b\u8bd5\u3002<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u901a\u8fc7\u7ed3\u5408\u76f8\u5bf9\u8f83\u5c0f\u7684PubMed\u6570\u636e\u96c6\uff08\u5305\u542b20,000+\u9879\uff09\uff0cGraphGPT\u5728Cora\u4e0a\u7684\u8f6c\u79fb\u6027\u80fd\u5f97\u5230\u4e86\u663e\u8457\u7684\u63d0\u9ad8\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5355\u72ec\u5728Arxiv\u548cPubMed\u4e0a\u8bad\u7ec3\u7684\u57fa\u4e8eGNN\u7684\u6a21\u578b\u7684\u8f6c\u79fb\u6027\u80fd\u5374\u6709\u6240\u4e0b\u964d\u3002<\/p>\n<p><strong>\u66f4\u591a\u7684\u6570\u636e\u4f46\u662f\u4e0d\u9057\u5fd8\uff1a<\/strong>\u672c\u8282\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u7ed3\u5408Arxiv\u548cPubMed\u6307\u4ee4\u6570\u636e\u5728\u539f\u59cbArxiv\u6570\u636e\u4e0a\u7684\u6027\u80fd\uff0c\u5982\u88681\u4e2d\u7684\u300c(Arxiv + PubMed)-Arxiv\u300d\u5217\u6240\u793a\u3002<\/p>\n<p>\u7ed3\u679c\u8868\u660e\uff0c\u5927\u591a\u6570\u4f20\u7edf\u7684\u57fa\u4e8eGNN\u7684\u65b9\u6cd5\u5728Arxiv\u4e0a\u7ecf\u8fc7\u8fed\u4ee3\u8bad\u7ec3\u540e\u6027\u80fd\u663e\u8457\u4e0b\u964d\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cGraphGPT\u53cd\u800c\u8868\u73b0\u5f97\u66f4\u597d\u3002<\/p>\n<p>\u672c\u6587\u5c06\u8fd9\u4e00\u73b0\u8c61\u5f52\u56e0\u4e8e\u57fa\u4e8eGNN\u7684\u6a21\u578b\u4e2d\u53d1\u751f\u7684\u707e\u96be\u6027\u9057\u5fd8\uff0c\u5373\u5728\u8f83\u5c0f\u7684PubMed\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u7684\u7ed3\u6784\u5efa\u6a21\u80fd\u529b\u53d7\u5230\u635f\u5bb3\u3002<\/p>\n<p>\u7136\u800c\uff0c\u901a\u8fc7\u4e24\u9636\u6bb5\u7684\u56fe\u7ed3\u6784\u6307\u4ee4\u5fae\u8c03\uff0c\u6a21\u578b\u6709\u6548\u5730\u7f13\u89e3\u4e86\u8fd9\u4e00\u95ee\u9898\uff0c\u4f7f\u5f97GraphGPT\u80fd\u591f\u901a\u8fc7\u4fdd\u7559\u6cdb\u5316\u7684\u56fe\u7ed3\u6784\u6a21\u5f0f\u6765\u7ef4\u6301\u751a\u81f3\u589e\u5f3a\u5176\u6027\u80fd\u3002<\/p>\n<p><strong>\u53ef\u6cdb\u5316\u7684\u591a\u4efb\u52a1\u56fe\u5b66\u4e60\u5668\uff1a<\/strong>\u8fd1\u671f\u5173\u4e8e\u6307\u4ee4\u5fae\u8c03\u7684\u7814\u7a76\u8868\u660e\uff0c\u6df7\u5408\u4e0d\u540c\u7684\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p>\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u786e\u4fdd\u6307\u4ee4\u6761\u76ee\u7684\u6570\u91cf\u4e00\u81f4\u7684\u60c5\u51b5\u4e0b\uff0c\u6df7\u5408\u4e86\u4e0d\u540c\u7c7b\u578b\u7684\u6307\u4ee4\u6570\u636e\uff0c\u5305\u62ec\u6807\u51c6\u6307\u4ee4\uff08-std\uff09\u3001\u601d\u7ef4\u94fe\u6307\u4ee4\uff08-cot\uff09\u3001\u6807\u51c6\u6307\u4ee4\uff0850%\uff09\u548c\u601d\u7ef4\u94fe\u6307\u4ee4\uff0850%\uff09\u7684\u6df7\u5408\uff08-mix\uff09\uff0c\u4ee5\u53ca\u94fe\u8def\u9884\u6d4b\u6307\u4ee4\uff08Link\uff09\u3002<\/p>\n<p>\u7ed3\u679c\u5206\u522b\u5728\u88682\u548c\u88683\u4e2d\u5448\u73b0\u3002\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u6709\u6548\u7684\u6570\u636e\u6df7\u5408\u65b9\u6848\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8GraphGPT\u5728\u5404\u79cd\u8bbe\u7f6e\u4e0b\u7684\u6027\u80fd\u3002<\/p>\n<p>\u6dfb\u52a0\u94fe\u8def\u9884\u6d4b\u6307\u4ee4\u540e\u663e\u8457\u63d0\u9ad8\u4e86\u6a21\u578b\u5728\u8282\u70b9\u5206\u7c7b\u4e2d\u7684\u6027\u80fd\uff0c\u5728\u52a0\u5165\u8282\u70b9\u5206\u7c7b\u540e\uff0c\u94fe\u8def\u9884\u6d4b\u7684\u6027\u80fd\u4e5f\u8d85\u8fc7\u4e86\u73b0\u6709\u6a21\u578b\u3002<\/p>\n<p>\u5728\u6df7\u5408\u4e86\u4e0d\u540c\u4efb\u52a1\u7684\u6307\u4ee4\u540e\uff0c\u6a21\u578b\u5c55\u73b0\u51fa\u4e86\u6709\u6548\u5904\u7406\u5404\u79cd\u56fe\u5b66\u4e60\u4efb\u52a1\u5e76\u5c06\u5176\u77e5\u8bc6\u8f6c\u79fb\u5230\u5176\u4ed6\u672a\u89c1\u6570\u636e\u96c6\u7684\u80fd\u529b\u3002<\/p>\n<p><img data-dominant-color=\"eaeaea\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeaea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15839\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/12e313a24f5daaa4eb0927c0c5ec57e29e1941-1.png\" width=\"1030\" height=\"772\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/12e313a24f5daaa4eb0927c0c5ec57e29e1941-1.png 1030w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/12e313a24f5daaa4eb0927c0c5ec57e29e1941-1-300x225.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/12e313a24f5daaa4eb0927c0c5ec57e29e1941-1-1024x768.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/12e313a24f5daaa4eb0927c0c5ec57e29e1941-1-150x112.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/12e313a24f5daaa4eb0927c0c5ec57e29e1941-1-768x576.png 768w\" sizes=\"auto, (max-width: 1030px) 100vw, 1030px\" \/><img data-dominant-color=\"eaeaea\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeaea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15840\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/364dbb67357093e1ea6008c010784a9a770838-1.png\" width=\"780\" height=\"484\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/364dbb67357093e1ea6008c010784a9a770838-1.png 780w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/364dbb67357093e1ea6008c010784a9a770838-1-300x186.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/364dbb67357093e1ea6008c010784a9a770838-1-150x93.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/364dbb67357093e1ea6008c010784a9a770838-1-768x477.png 768w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/p>\n<p><strong>3. \u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n<p><img data-dominant-color=\"dddddd\" data-has-transparency=\"false\" style=\"--dominant-color: #dddddd;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15841\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7191d4290a18a7d4550284285a3b4c7b9bec2-1.png\" width=\"1034\" height=\"228\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7191d4290a18a7d4550284285a3b4c7b9bec2-1.png 1034w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7191d4290a18a7d4550284285a3b4c7b9bec2-1-300x66.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7191d4290a18a7d4550284285a3b4c7b9bec2-1-1024x226.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7191d4290a18a7d4550284285a3b4c7b9bec2-1-150x33.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7191d4290a18a7d4550284285a3b4c7b9bec2-1-768x169.png 768w\" sizes=\"auto, (max-width: 1034px) 100vw, 1034px\" \/><\/p>\n<p><strong>\u56fe\u6307\u4ee4\u5fae\u8c03\u7684\u6548\u679c\uff1a<\/strong>\u5728\u672c\u5c0f\u8282\u7684\u7814\u7a76\u4e2d\uff0c\u4f7f\u7528\u53d8\u4f53\u300cw\/o GS\u300d\u63a2\u8ba8\u4e86\u5c06\u56fe\u7ed3\u6784\u4fe1\u606f\u7eb3\u5165\u5927\u8bed\u8a00\u6a21\u578b\u7684\u597d\u5904\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u53d8\u4f53\u4e2d\uff0c\u76f4\u63a5\u91c7\u7528\u5927\u8bed\u8a00\u6a21\u578b\u57fa\u5ea7\uff08\u5177\u4f53\u4e3aVicuna-7B-v1.5\uff09\u5728\u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8282\u70b9\u5206\u7c7b\uff0c\u800c\u4e0d\u7eb3\u5165\u56fe\u7ed3\u6784\u4fe1\u606f\u3002<\/p>\n<p>\u7814\u7a76\u7ed3\u679c\u663e\u793a\uff0cGraphGPT\u660e\u663e\u4f18\u4e8e\u7f3a\u4e4f\u7ed3\u6784\u4fe1\u606f\u7684\u57fa\u5ea7\u6a21\u578b\u3002\u8fd9\u8868\u660e\u63d0\u51fa\u7684\u56fe\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u66f4\u6709\u6548\u5730\u7406\u89e3\u56fe\u7ed3\u6784\u4fe1\u606f\u3002<\/p>\n<p>\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u79cd\u6027\u80fd\u7684\u63d0\u9ad8\u662f\u5728\u4e0d\u6539\u53d8\u5927\u8bed\u8a00\u6a21\u578b\u539f\u59cb\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\u5b9e\u73b0\u7684\u3002<\/p>\n<p>\u76f8\u53cd\uff0c\u5b83\u5b8c\u5168\u662f\u901a\u8fc7\u8f7b\u91cf\u7ea7\u5bf9\u9f50\u6295\u5f71\u5668\u6765\u5b9e\u73b0\uff0c\u8be5\u6295\u5f71\u5668\u901a\u8fc7\u4e00\u5c42\u7ebf\u6027\u6295\u5f71\u64cd\u4f5c\u5bf9\u9f50\u56fe\u7ed3\u70b9token\u548c\u81ea\u7136\u8bed\u8a00token\u3002<\/p>\n<p><strong>\u5927\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u8bed\u4e49\u63a8\u7406\u7684\u6548\u679c\uff1a<\/strong>\u672c\u5c0f\u8282\u901a\u8fc7\u4ec5\u4f7f\u7528\u9ed8\u8ba4\u7684\u56fe\u7f16\u7801\u5668\u8fdb\u884c\u6709\u76d1\u7763\u548c\u96f6\u6837\u672c\u9884\u6d4b\uff0c\u6765\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u5bf9GraphGPT\u7684\u5f71\u54cd\uff0c\u8fd9\u4e2a\u53d8\u4f53\u88ab\u79f0\u4e3a\u300cw\/o LR\u300d\u3002<\/p>\n<p>\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u6574\u5408\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684GraphGPT\u663e\u8457\u63d0\u9ad8\u4e86\u56fe\u7f16\u7801\u5668\u7684\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u96f6\u6837\u672c\u6761\u4ef6\u4e0b\u3002\u8fd9\u8868\u660e\u5927\u8bed\u8a00\u6a21\u578b\u6ce8\u5165\u7684\u4e30\u5bcc\u8bed\u4e49\u4fe1\u606f\u4e3a\u6027\u80fd\u63d0\u4f9b\u4e86\u663e\u8457\u7684\u589e\u76ca\u3002<\/p>\n<p><strong>4. \u6a21\u578b\u6548\u7387\u7814\u7a76<\/strong><\/p>\n<p><img data-dominant-color=\"e5e5e5\" data-has-transparency=\"false\" style=\"--dominant-color: #e5e5e5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15842\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a2133f774e6a0713c25318b688851ae170bbd2-1.png\" width=\"978\" height=\"320\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a2133f774e6a0713c25318b688851ae170bbd2-1.png 978w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a2133f774e6a0713c25318b688851ae170bbd2-1-300x98.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a2133f774e6a0713c25318b688851ae170bbd2-1-150x49.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a2133f774e6a0713c25318b688851ae170bbd2-1-768x251.png 768w\" sizes=\"auto, (max-width: 978px) 100vw, 978px\" \/><\/p>\n<p><strong>\u8bad\u7ec3\u6548\u7387\uff1a<\/strong>\u63d0\u51fa\u7684\u6307\u4ee4\u5fae\u8c03\u6846\u67b6\u9075\u5faa\u4e24\u9636\u6bb5\u7684\u8fc7\u7a0b\uff0c\u5176\u4e2d\u5927\u8bed\u8a00\u6a21\u578b\u548c\u56fe\u7f16\u7801\u5668\u7684\u53c2\u6570\u90fd\u88ab\u51bb\u7ed3\uff0c\u53ea\u6709\u300c\u56fe-\u6587\u300d\u5bf9\u9f50\u6295\u5f71\u5668\u88ab\u5fae\u8c03\u3002\u5728\u4e00\u4e2a4\u536140G Nvidia A100\u73af\u5883\u4e2d\uff0c\u5bf9\u51bb\u7ed3\u548c\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\u53c2\u6570\uff08\u5206\u522b\u7528\u300c-freeze\u300d\u548c\u300c-tune\u300d\u8868\u793a\uff09\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/p>\n<p>\u8be5\u7814\u7a76\u5206\u6790\u4e86\u5728\u8bad\u7ec3\u65f6\u95f4\u3001\u5fae\u8c03\u53c2\u6570\u7684\u6570\u91cf\u548cGPU\u5360\u7528\uff08\u6bcf\u4e2aGPU\u7684MiB\uff09\u65b9\u9762\u7684\u65f6\u95f4\u548c\u7a7a\u95f4\u6548\u7387\u3002\u5728\u76f8\u540c\u7684\u5b9e\u9a8c\u6761\u4ef6\u4e0b\uff0c\u5f53\u8c03\u6574\u5927\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u65f6\uff0c\u5373\u4f7f\u6279\u5904\u7406\u5927\u5c0f\u4e3a1\uff0c\u4e5f\u4f1a\u9047\u5230GPU\u5185\u5b58\u6ea2\u51fa\uff08OOM\uff09\u9519\u8bef\u3002<\/p>\n<p>\u7136\u800c\uff0c\u901a\u8fc7\u4f7f\u7528\u63d0\u51fa\u7684\u5fae\u8c03\u7b56\u7565\uff0c\u5373\u4f7f\u6279\u5904\u7406\u5927\u5c0f\u4e3a2\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4ecd\u7136\u7a33\u5b9a\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e0e\u5168\u91cf\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\u76f8\u6bd4\uff0c\u63d0\u51fa\u7684\u5fae\u8c03\u7b56\u7565\u7684\u53c2\u6570\u6570\u91cf\u51cf\u5c11\u4e8650\u500d\u4ee5\u4e0a\u3002<\/p>\n<p><img data-dominant-color=\"f0f1f2\" data-has-transparency=\"false\" style=\"--dominant-color: #f0f1f2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15843\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22a0f0c695c8c6f9a916423d8c1c5c97a4ca74-1.png\" width=\"998\" height=\"320\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22a0f0c695c8c6f9a916423d8c1c5c97a4ca74-1.png 998w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22a0f0c695c8c6f9a916423d8c1c5c97a4ca74-1-300x96.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22a0f0c695c8c6f9a916423d8c1c5c97a4ca74-1-150x48.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22a0f0c695c8c6f9a916423d8c1c5c97a4ca74-1-768x246.png 768w\" sizes=\"auto, (max-width: 998px) 100vw, 998px\" \/><\/p>\n<p><strong>\u63a8\u7406\u6548\u7387\uff1a<\/strong>\u672c\u5c0f\u8282\u8fdb\u4e00\u6b65\u901a\u8fc7\u4e0ebaichuan-7B\u3001vicuna-7B-v1.1\u548cvicuna-7B-v1.5\u8fdb\u884c\u6bd4\u8f83\uff0c\u8bc4\u4f30\u4e86GraphGPT\u7684\u63a8\u7406\u901f\u5ea6\u548c\u51c6\u786e\u6027\u3002<\/p>\n<p>\u5b9e\u9a8c\u4f7f\u7528\u5355\u5f2040G Nvidia A100\uff0c\u6d4b\u91cf\u4e86\u5728Arxiv\u548cCora\u601d\u7ef4\u94fe\u6307\u4ee4\u6570\u636e\u96c6\u4e0a\u7684\u63a8\u7406\u65f6\u95f4\uff08\u6bcf\u4e2a\u54cd\u5e94\u6240\u7528\u7684\u79d2\u6570\uff09\uff0c\u7ed3\u679c\u5982\u56fe4\u6240\u793a\u3002GraphGPT\u5c55\u793a\u4e86\u5353\u8d8a\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\u8f83\u4f4e\u7684\u63a8\u7406\u65f6\u95f4\u5e76\u4e0d\u4e00\u5b9a\u610f\u5473\u7740\u66f4\u597d\u7684\u6027\u80fd\uff1abaichuan-7B\u63d0\u4f9b\u5feb\u901f\u4f46\u5f80\u5f80\u662f\u4e0d\u6b63\u786e\u6216\u4e0d\u76f8\u5173\u7684\u7b54\u6848\uff0c\u800cvicuna-7B-v1.1\u548cvicuna-7B-v1.5\u9700\u8981\u66f4\u957f\u3001\u66f4\u590d\u6742\u7684\u63a8\u7406\u6b65\u9aa4\u6765\u5f97\u5230\u66f4\u597d\u7684\u7b54\u6848\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cGraphGPT\u901a\u8fc7\u7b80\u77ed\u7684\u63a8\u7406\u8fc7\u7a0b\u5b9e\u73b0\u4e86\u51c6\u786e\u7684\u9884\u6d4b\uff0c\u63d0\u9ad8\u4e86\u63a8\u7406\u6548\u7387\u3002<\/p>\n<p><strong>5. \u6a21\u578b\u6848\u4f8b\u7814\u7a76<\/strong><\/p>\n<p><img data-dominant-color=\"dedfdf\" data-has-transparency=\"false\" style=\"--dominant-color: #dedfdf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15844\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a1c548229ef6f16217b66208964a2a7db30f64-1.png\" width=\"1080\" height=\"724\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a1c548229ef6f16217b66208964a2a7db30f64-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a1c548229ef6f16217b66208964a2a7db30f64-1-300x201.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a1c548229ef6f16217b66208964a2a7db30f64-1-1024x686.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a1c548229ef6f16217b66208964a2a7db30f64-1-150x101.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a1c548229ef6f16217b66208964a2a7db30f64-1-768x515.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u672c\u8282\u5bf9GraphGPT\u5728\u4e0b\u6e38\u56fe\u5b66\u4e60\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u8fdb\u884c\u4e86\u8be6\u7ec6\u5206\u6790\uff0c\u5e76\u4f7f\u7528\u4e0d\u540c\u7c7b\u578b\u7684\u6307\u4ee4\u5c06\u5176\u4e0e\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/p>\n<p>\u5b9e\u9a8c\u4f7f\u7528Arxiv\u6570\u636e\u63d0\u793aChatGPT\u548cGraphGPT\uff0c\u4e0d\u540c\u7c7b\u578b\u7684\u6307\u4ee4\u5305\u62ec\u4ec5\u4f7f\u7528\u8282\u70b9\u5185\u5bb9\uff08\u6807\u9898\u548c\u6458\u8981\uff09\u3001\u5e26\u6709\u57fa\u4e8e\u6587\u672c\u7684\u56fe\u7ed3\u6784\u7684\u8282\u70b9\u5185\u5bb9\u4ee5\u53ca\u672c\u6587\u8bbe\u8ba1\u7684\u56fe\u6307\u4ee4\u3002<\/p>\n<p>\u7ed3\u679c\u5982\u56fe5\u4e2d\u6240\u793a\uff0c\u6e05\u695a\u5730\u8868\u660e\uff0c\u5c3d\u7ba1ChatGPT\u7684\u53c2\u6570\u6570\u91cf\u5de8\u5927\uff08\u8d85\u8fc7200B\uff09\uff0c\u4f46\u4ec5\u57fa\u4e8e\u8282\u70b9\u6587\u672c\u4fe1\u606f\u6216\u5e26\u6709\u57fa\u4e8e\u6587\u672c\u7684\u56fe\u7ed3\u6784\u7684\u8282\u70b9\u5185\u5bb9\u8fdb\u884c\u51c6\u786e\u9884\u6d4b\u4ecd\u7136\u56f0\u96be\u3002<\/p>\n<p>\u5c24\u5176\u662f\u5904\u7406\u5177\u6709\u9ad8\u5ea6\u4ea4\u53c9\u5b66\u79d1\u7279\u6027\u7684\u8bba\u6587\u65f6\uff0c\u5982\u4f8b\u5b50\u4e2d\u6240\u5c55\u793a\u7684\u673a\u5668\u5b66\u4e60\u548c\u786c\u4ef6\u67b6\u6784\u7684\u4ea4\u53c9\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cGraphGPT\u59cb\u7ec8\u63d0\u4f9b\u51c6\u786e\u7684\u9884\u6d4b\u5e76\u63d0\u4f9b\u5408\u7406\u7684\u89e3\u91ca\u3002<\/p>\n<p>\u8fd9\u662f\u56e0\u4e3aGraphGPT\u63a5\u53d7\u4e00\u4e2a\u5e26\u6709103\u4e2a\u8282\u70b9\u7684\u5b50\u56fe\u7ed3\u6784\uff0c\u5141\u8bb8\u5b83\u4ece\u90bb\u8fd1\u8282\u70b9\u7684\u5f15\u6587\u5173\u7cfb\u4e2d\u63d0\u53d6\u4e30\u5bcc\u7684\u7ed3\u6784\u4fe1\u606f\uff0c\u4ece\u800c\u5b9e\u73b0\u51c6\u786e\u7684\u9884\u6d4b\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4f7f\u7528\u56fe\u7ed3\u70b9token\u6765\u8868\u793a\u56fe\u7ed3\u6784\u4f5c\u4e3a\u8f93\u5165\u5230\u5927\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u6cd5\u6bd4\u81ea\u7136\u8bed\u8a00\u89e3\u51b3\u65b9\u6848\u66f4\u4e3a\u9ad8\u6548\u3002<\/p>\n<p>\u5728\u4e00\u4e2a103\u8282\u70b9\u7684\u5b50\u56fe\u7684\u60c5\u51b5\u4e0b\uff0cGraphGPT\u53ea\u9700\u8981\u5c06750\u4e2atoken\u8f93\u5165\u5230LLM\u4e2d\uff0c\u800c\u57fa\u4e8e\u6587\u672c\u7684\u65b9\u6cd5\u9700\u89814649\u4e2atoken\u3002\u8fd9\u79cd\u663e\u8457\u7684token\u6d88\u8017\u51cf\u5c11\u8f6c\u5316\u4e3a\u8bad\u7ec3\u548c\u63a8\u7406\u8d44\u6e90\u9700\u6c42\u7684\u5927\u5e45\u51cf\u5c11\u3002<\/p>\n<h3>\u603b\u7ed3\u4e0e\u672a\u6765\u5de5\u4f5c<\/h3>\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u6709\u6548\u4e14\u53ef\u6269\u5c55\u7684\u56fe\u7ed3\u6784\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u65e8\u5728\u63d0\u9ad8\u56fe\u7ed3\u6784\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6240\u63d0\u51fa\u7684\u6846\u67b6\uff0cGraphGPT\uff0c\u901a\u8fc7\u53cc\u9636\u6bb5\u56fe\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\u5c06\u56fe\u9886\u57df\u7279\u5b9a\u7684\u7ed3\u6784\u77e5\u8bc6\u6ce8\u5165\u5230\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u3002<\/p>\n<p>\u901a\u8fc7\u5229\u7528\u4e00\u4e2a\u7b80\u5355\u800c\u6709\u6548\u7684\u56fe\u6587\u5bf9\u9f50\u6295\u5f71\u5668\uff0c\u4f7f\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u7406\u89e3\u548c\u89e3\u91ca\u56fe\u7684\u7ed3\u6784\u3002\u5728\u4e0d\u540c\u8bbe\u7f6e\u4e0b\u7684\u5e7f\u6cdb\u8bc4\u4f30\u8bc1\u660e\u4e86\u6a21\u578b\u5728\u76d1\u7763\u548c\u96f6\u6837\u672c\u56fe\u5b66\u4e60\u573a\u666f\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u8be5\u6a21\u578b\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u591a\u79cd\u4e0b\u6e38\u6570\u636e\u96c6\u548c\u4efb\u52a1\uff0c\u800c\u4e0d\u4f1a\u906d\u53d7\u707e\u96be\u6027\u7684\u9057\u5fd8\u3002<\/p>\n<p>\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u662f\u63a2\u7d22\u4fee\u526a\u6280\u672f\u6765\u538b\u7f29LLM\u7684\u5197\u4f59\u6216\u4e0d\u592a\u91cd\u8981\u7684\u53c2\u6570\uff0c\u4ece\u800c\u51cf\u5c11\u6574\u4f53\u6a21\u578b\u5927\u5c0f\uff0c\u540c\u65f6\u4fdd\u6301\u5176\u6027\u80fd\u3002<\/p>\n<p>One More Thing<\/p>\n<p><strong>\u5173\u4e8e\u56fe\u57fa\u7840\u6a21\u578b\u7684\u601d\u8003\uff1a<\/strong>\u6700\u8fd1\u57fa\u7840\u6a21\u578b\uff08Foundation Models\uff09\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\uff08CV\uff09\u90fd\u6709\u84ec\u52c3\u7684\u53d1\u5c55\uff0c\u6d8c\u73b0\u4e86\u8bb8\u591a\u4e0d\u53ef\u601d\u8bae\u7684\u5e94\u7528\uff08\u5982ChatGPT\uff0cSegment Anything\uff09\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u56fe\u5b66\u4e60\u9886\u57df\uff0c\u5982\u4f55\u6784\u9020\u57fa\u7840\u6a21\u578b\uff0c\u56fe\u5b66\u4e60\u9886\u57df\u7684\u57fa\u7840\u6a21\u578b\u662f\u5426\u5b58\u5728\u4e00\u76f4\u60ac\u800c\u672a\u5b9a\u3002\u8fd9\u662f\u7531\u4e8e\u4e0d\u540c\u56fe\u7ed3\u6784\u7684\u300c\u8bed\u4e49\u300d\u5b58\u5728\u8f83\u5927\u533a\u522b\uff0c\u65e0\u6cd5\u7528\u4e00\u4e2a\u7edf\u4e00\u7684\u6a21\u578b\u505a\u5230\u8de8\u6570\u636e\u96c6\uff0c\u591a\u4efb\u52a1\u7684\u56fe\u7ed3\u6784\u5efa\u6a21\u3002<\/p>\n<p>\u6211\u4eec\u7684\u5de5\u4f5c\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5f3a\u5927\u7684\u8bed\u4e49\u5efa\u6a21\u80fd\u529b\uff0c\u540c\u65f6\u7528\u56fe\u6307\u4ee4\u5fae\u8c03\u7684\u65b9\u6cd5\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u62e5\u6709\u7ed3\u6784\u7406\u89e3\u80fd\u529b\uff0c\u53ef\u4ee5\u4f5c\u4e3a<strong>\u56fe\u57fa\u7840\u6a21\u578b<\/strong>\u7684\u4e00\u4e2a\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n<p><strong>\u5173\u4e8eData-Centric \u56fe\u5b66\u4e60\u7684\u601d\u8003\uff1a<\/strong>\u57fa\u7840\u6a21\u578b\u7684\u53d1\u5c55\u5c55\u73b0\u4e86<strong>\u6570\u636e\u4e3a\u4e2d\u5fc3<\/strong>\u7684\u4eba\u5de5\u667a\u80fd\uff08Data-Centric AI\uff09\u7684\u6709\u6548\u6027\u548c\u4f18\u8d8a\u6027\u3002\u7136\u800c\uff0c\u7531\u4e8e\u4e0d\u540c\u7684\u56fe\u7ed3\u6784\u4e4b\u95f4\u7684\u300c\u7ed3\u6784\u5173\u7cfb\u300d\u65e0\u6cd5\u50cfNLP\u4e2d\u8f6c\u6362\u4e3a\u7edf\u4e00\u7684token\u8868\u793a\u6216\u8005CV\u4e2d\u7684\u50cf\u7d20\u8868\u793a\uff0c\u5982\u4f55\u5b9a\u4e49\u548c\u5f00\u53d1Data-Centric \u56fe\u5b66\u4e60\u4e00\u76f4\u5c1a\u65e0\u5b9a\u8bba\u3002<\/p>\n<p>\u6211\u4eec\u5728\u5b9e\u9a8c\u4e2d\u53d1\u73b0\uff0cGraphGPT\u53ef\u4ee5\u5728\u6df7\u5408\u591a\u79cd\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u5f70\u663e\u51fa\u66f4\u5f3a\u7684\u51c6\u786e\u5ea6\uff0c\u6cdb\u5316\u6027\u548c\u591a\u4efb\u52a1\u5c5e\u6027\uff0c\u7f13\u89e3\u4e86\u4f20\u7edf\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u76f8\u4fe1\u6240\u63d0\u51fa\u7684\u56fe\u6307\u4ee4\u5fae\u8c03\u6846\u67b6\u53ef\u4ee5\u5f88\u597d\u7684\u4f5c\u4e3aData-Centric \u56fe\u5b66\u4e60\u7684\u4e00\u4e2a\u7814\u7a76\u57fa\u7840\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15818\" class=\"pvc_stats total_only  \" data-element-id=\"15818\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>GraphGPT\u6846\u67b6\u5c06\u56fe\u7ed3\u6784\u6a21\u578b\u548c\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u53c2\u6570\u5bf9\u9f50\uff0c\u5229\u7528\u53cc\u9636\u6bb5\u56fe\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\u63d0\u9ad8\u6a21\u578b\u5bf9\u56fe\u7ed3\u6784\u7684\u7406\u89e3\u80fd\u529b\u548c [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15818\" class=\"pvc_stats total_only  \" data-element-id=\"15818\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":15819,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,80],"tags":[666,820],"class_list":["post-15818","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-80","tag-chatgpt","tag-820"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15818","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=15818"}],"version-history":[{"count":3,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15818\/revisions"}],"predecessor-version":[{"id":15845,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15818\/revisions\/15845"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/15819"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=15818"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=15818"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=15818"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}