{"id":15686,"date":"2023-10-27T11:04:12","date_gmt":"2023-10-27T03:04:12","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=15686"},"modified":"2023-10-27T11:08:03","modified_gmt":"2023-10-27T03:08:03","slug":"35%e5%b9%b4%e9%a6%96%e6%ac%a1%e8%af%81%e6%98%8e%ef%bc%81nyu%e9%87%8d%e7%a3%85%e5%8f%91%e7%8e%b0%e7%99%bbnature%ef%bc%9a%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e5%85%b7%e6%9c%89%e7%b1%bb%e4%ba%ba%e6%b3%9b","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/10\/27\/15686\/","title":{"rendered":"35\u5e74\u9996\u6b21\u8bc1\u660e\uff01NYU\u91cd\u78c5\u53d1\u73b0\u767bNature\uff1a\u795e\u7ecf\u7f51\u7edc\u5177\u6709\u7c7b\u4eba\u6cdb\u5316\u80fd\u529b\uff0c\u4e3e\u4e00\u53cd\u4e09\u8d85GPT-4"},"content":{"rendered":"<div class=\"article-desc\">Nature\u520a\u767b\u4e86\u7ebd\u7ea6\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u4eba\u5458\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u65b0\u7a81\u7834\uff0c\u8bc1\u660e\u795e\u7ecf\u7f51\u7edc\u5177\u6709\u7c7b\u4f3c\u4eba\u7c7b\u8bed\u8a00\u7684\u6cdb\u5316\u6027\u80fd\uff0c\u518d\u4e00\u6b21\u5370\u8bc1\u4e86AI\u53d1\u5c55\u7684\u65e0\u9650\u6f5c\u529b\uff01<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p>35\u5e74\u6765\uff0c\u8ba4\u77e5\u79d1\u5b66\u3001\u4eba\u5de5\u667a\u80fd\u3001\u8bed\u8a00\u5b66\u548c\u54f2\u5b66\u9886\u57df\u7684\u7814\u7a76\u4eba\u5458\u4e00\u76f4\u5728\u4e89\u8bba\u795e\u7ecf\u7f51\u7edc\u662f\u5426\u80fd\u5b9e\u73b0\u7c7b\u4f3c\u4eba\u7c7b\u7684\u7cfb\u7edf\u6cdb\u5316\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u4eba\u4eec\u4e00\u76f4\u8ba4\u4e3a\uff0cAI\u65e0\u6cd5\u50cf\u4eba\u7c7b\u4e00\u6837\u5177\u6709\u300c\u7cfb\u7edf\u6cdb\u5316\uff08systematic generalization\uff09\u300d\u80fd\u529b\uff0c\u4e0d\u80fd\u5bf9\u6ca1\u6709\u7ecf\u8fc7\u8bad\u7ec3\u7684\u77e5\u8bc6\u505a\u5230\u300c\u4e3e\u4e00\u53cd\u4e09\u300d\uff0c\u51e0\u5341\u5e74\u6765\u8fd9\u4e00\u76f4\u88ab\u8ba4\u4e3a\u662fAI\u7684\u6700\u5927\u5c40\u9650\u4e4b\u4e00\u3002<\/p>\n<p>\u6700\u8fd1\uff0cNYU\u548c\u897f\u73ed\u7259\u5e9e\u57f9\u6cd5\u5e03\u62c9\u5927\u5b66\u7684\u7814\u7a76\u8005\u9996\u6b21\u8bc1\u660e\u2014\u2014\u5b83\u53ef\u4ee5\uff01<\/p>\n<p>\u4ed6\u4eec\u5728\u8fd9\u4e2a\u65b9\u5411\u53d6\u5f97\u4e86\u91cc\u7a0b\u7891\u5f0f\u7684\u7a81\u7834\uff0c\u8bba\u6587\u5df2\u7ecf\u520a\u53d1\u5728\u4e86Nature\u4e0a\u3002<\/p>\n<p><img data-dominant-color=\"dadada\" data-has-transparency=\"false\" style=\"--dominant-color: #dadada;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15702\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/892837143a095c1d43b409c8012f7b2cdc2712-1.png\" width=\"1080\" height=\"312\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/892837143a095c1d43b409c8012f7b2cdc2712-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/892837143a095c1d43b409c8012f7b2cdc2712-1-300x87.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/892837143a095c1d43b409c8012f7b2cdc2712-1-1024x296.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/892837143a095c1d43b409c8012f7b2cdc2712-1-150x43.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/892837143a095c1d43b409c8012f7b2cdc2712-1-768x222.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41586-023-06668-3#auth-Brenden_M_-Lake-Aff1<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u65b9\u6cd5\u2014\u2014MLC\uff08Meta-Learning for Compositionality\uff09\uff0c\u80fd\u591f\u5927\u5e45\u63d0\u9ad8\u795e\u7ecf\u7f51\u7edc\u300c\u4e3e\u4e00\u53cd\u4e09\u300d\u7684\u80fd\u529b\uff0c\u751a\u81f3\u80fd\u591f\u8d85\u8d8a\u4eba\u7c7b\uff01<\/p>\n<p>\u4eba\u7c7b\u4e4b\u6240\u4ee5\u80fd\u591f\u505a\u5230\u4e3e\u4e00\u53cd\u4e09\uff0c\u5feb\u901f\u638c\u63e1\u590d\u6742\u8bed\u8a00\u7684\u542b\u4e49\u6216\u8005\u67d0\u79cd\u6280\u5de7\uff0c\u662f\u56e0\u4e3a\u4eba\u7c7b\u5929\u751f\u5177\u6709\u300c\u7cfb\u7edf\u6cdb\u5316\u300d\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u6211\u4eec\u4ece\u672a\u542c\u8fc7\u300c\u79e6\u59cb\u7687\u6234\u5c0f\u7ea2\u5e3d\u2014\u2014\u8d62\u5230\u59e5\u59e5\u5bb6\u4e86\u300d\u8fd9\u4e2a\u77ed\u8bed\uff0c\u4f46\u77e5\u9053\u300c\u79e6\u59cb\u7687\u53eb\u5b34\u653f\u300d\uff0c\u77e5\u9053\u300c\u5c0f\u7ea2\u5e3d\u300d\u7684\u6545\u4e8b\uff0c\u5c31\u80fd\u7406\u89e3\u8fd9\u4e2a\u6b47\u540e\u8bed\uff0c\u8fd8\u80fd\u628a\u5b83\u7528\u5728\u6b63\u786e\u7684\u5730\u65b9\u3002<\/p>\n<p><img data-dominant-color=\"ebebed\" data-has-transparency=\"false\" style=\"--dominant-color: #ebebed;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15703\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e85542d5096699a90eb207d3a8c7d68f5d2d48-1.png\" width=\"735\" height=\"502\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e85542d5096699a90eb207d3a8c7d68f5d2d48-1.png 735w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e85542d5096699a90eb207d3a8c7d68f5d2d48-1-300x205.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e85542d5096699a90eb207d3a8c7d68f5d2d48-1-150x102.png 150w\" sizes=\"auto, (max-width: 735px) 100vw, 735px\" \/><\/p>\n<p>\u4f46\u5c31\u7b97\u662f\u300c\u5148\u8fdb\u5982GPT-4\u300d\u7684AI\u6a21\u578b\u5374\u8fd8\u662f\u65e0\u6cd5\u7406\u89e3\u8fd9\u4e2a\u6b47\u540e\u8bed\uff0c\u5373\u4f7f\u4ed6\u77e5\u9053\u300c\u79e6\u59cb\u7687\u53eb\u5b34\u653f\u300d\uff0c\u4ee5\u53ca\u300c\u5c0f\u7ea2\u5e3d\u300d\u7684\u6545\u4e8b\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u4e00\u79cd\u65b0\u7684\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u65b9\u6cd5\u2014\u2014MLC\u5728\u53d8\u5316\u7684\u4efb\u52a1\u73af\u5883\u4e2d\u8bad\u7ec3\u6a21\u578b\uff0c\u4f7f\u6a21\u578b\u9010\u6b65\u83b7\u5f97\u7ec4\u5408\u8bcd\u6c47\u542b\u4e49\u7684\u7cfb\u7edf\u6027\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u7ed3\u679c\u8868\u660e\uff0cMLC\u6a21\u578b\u4e0d\u4ec5\u53ef\u4ee5\u505a\u51fa\u7b26\u5408\u903b\u8f91\u7684\u54cd\u5e94,\u8fd8\u80fd\u6355\u6349\u4eba\u7c7b\u504f\u5dee\u6027\u9519\u8bef\u7684\u89c4\u5f8b,\u5728\u4eba\u673a\u5bf9\u6bd4\u4e2d\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u4eba\u7c7b\u5316\u601d\u7ef4\u3002<\/p>\n<p>\u751a\u81f3\uff0c\u901a\u8fc7MLC\u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\uff0c\u7cfb\u7edf\u6cdb\u5316\u80fd\u529b\u5df2\u7ecf\u78be\u538b\u4e86GPT-4\u3002<\/p>\n<p><img data-dominant-color=\"eeeeee\" data-has-transparency=\"false\" style=\"--dominant-color: #eeeeee;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15704\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24ed151465b748c9091900591c70cac9aa4141-1.png\" width=\"1080\" height=\"117\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24ed151465b748c9091900591c70cac9aa4141-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24ed151465b748c9091900591c70cac9aa4141-1-300x33.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24ed151465b748c9091900591c70cac9aa4141-1-1024x111.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24ed151465b748c9091900591c70cac9aa4141-1-150x16.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/24ed151465b748c9091900591c70cac9aa4141-1-768x83.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8bba\u6587\u4f5c\u8005\u540c\u65f6\u8fd8\u5f3a\u8c03\uff0c\u5982\u679c\u5b69\u5b50\u4eec\u5728\u81ea\u7136\u6210\u957f\u7684\u4f53\u9a8c\u4e2d\u4e5f\u6709\u7c7b\u4f3cMLC\u8fd9\u6837\u7684\u7ec4\u5408\u548c\u6fc0\u52b1\u673a\u5236\uff0c\u5c31\u53ef\u4ee5\u89e3\u91ca\u4eba\u7c7b\u7684\u7cfb\u7edf\u6027\u6cdb\u5316\u80fd\u529b\u7684\u6765\u6e90\u3002<\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u53ef\u80fd\u4f1a\u5bf9\u4eba\u5de5\u667a\u80fd\u548c\u8ba4\u77e5\u79d1\u5b66\u90fd\u4ea7\u751f\u6df1\u8fdc\u5f71\u54cd\u3002<\/p>\n<p>\u5b83\u8868\u660e\u5408\u9002\u7684\u65b9\u6cd5\u53ef\u4ee5\u8ba9\u6807\u51c6\u795e\u7ecf\u7f51\u7edc\u83b7\u5f97\u4eba\u7c7b\u8bed\u8a00\u601d\u7ef4\u7684\u6838\u5fc3\u7279\u5f81\u2014\u2014\u7cfb\u7edf\u6027\u590d\u5408\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u5c3d\u7ba1\u5f53\u4eca\u6700\u5f3a\u5927\u7684AI\u6a21\u578b\uff08\u4f8b\u5982 ChatGPT\uff09\u53ef\u4ee5\u5728\u8bb8\u591a\u5bf9\u8bdd\u573a\u666f\u4e2d\u53d1\u6325\u4f5c\u7528\uff0c\u4f46\u5728\u5bf9\u672a\u8bad\u7ec3\u8fc7\u7684\u77e5\u8bc6\u7684\u7406\u89e3\u80fd\u529b\u4e0a\uff0c\u4ecd\u7136\u5b58\u5728\u4e0d\u8db3\u3002<\/p>\n<p>\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u5bfc\u81f4\u4e86\u6a21\u578b\u300c\u5e7b\u89c9\u300d\u95ee\u9898\u4e00\u76f4\u65e0\u6cd5\u6709\u6548\u89e3\u51b3\u3002<\/p>\n<p><img data-dominant-color=\"131313\" data-has-transparency=\"false\" style=\"--dominant-color: #131313;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15705\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d34e68e97586a317df2281957bb69e1a38a2de-1.png\" width=\"1080\" height=\"360\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d34e68e97586a317df2281957bb69e1a38a2de-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d34e68e97586a317df2281957bb69e1a38a2de-1-300x100.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d34e68e97586a317df2281957bb69e1a38a2de-1-1024x341.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d34e68e97586a317df2281957bb69e1a38a2de-1-150x50.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d34e68e97586a317df2281957bb69e1a38a2de-1-768x256.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u9488\u5bf9LLM\u7684\u5c40\u9650\uff0c\u4f5c\u8005\u5f3a\u8c03\uff0c\u300c\u7814\u7a76\u901a\u8fc7MCL\u6765\u89e3\u9501\u4e86\u7cfb\u7edf\u6027\u6cdb\u5316\uff08SG\uff09\u7684\u66f4\u52a0\u5f3a\u5927\u7684\u80fd\u529b\u4e4b\u540e\uff0c\u4e5f\u53ef\u80fd\u5e2e\u52a9\u5927\u8bed\u8a00\u6a21\u578b\u6765\u514b\u670d\u81ea\u8eab\u56fa\u6709\u7684\u7f3a\u9677\u3002\u300d<\/p>\n<p>\u7406\u89e3\u7cfb\u7edf\u6027\u6cdb\u5316\uff08Understanding Systematic Generalization\uff09<\/p>\n<p>\u8fd9\u4e00\u7a81\u7834\u6027\u7684\u7814\u7a76\u5728\u4e8e\u7cfb\u7edf\u6027\u6982\u62ec\u7684\u6982\u5ff5\u3002\u5f53\u6211\u4eec\u4eba\u7c7b\u5728\u4e0d\u540c\u7684\u73af\u5883\u65f6\uff0c\u62e5\u6709\u6beb\u4e0d\u8d39\u529b\u5730\u9002\u5e94\u548c\u4f7f\u7528\u65b0\u5b66\u5355\u8bcd\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u300cPhotobomb\u300d\u662f\u4e00\u4e2a\u82f1\u8bed\u4fda\u8bed\uff0c\u6307\u7684\u662f\u5728\u62cd\u7167\u65f6\u7a81\u7136\u51fa\u73b0\u5728\u7167\u7247\u4e2d\uff0c\u901a\u5e38\u662f\u6709\u610f\u800c\u4e3a\u4e4b\uff0c\u4ee5\u5438\u5f15\u6ce8\u610f\u529b\u6216\u5236\u9020\u5e7d\u9ed8\u6548\u679c\u3002<\/p>\n<p><img data-dominant-color=\"9a8e89\" data-has-transparency=\"false\" style=\"--dominant-color: #9a8e89;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15706\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/820cea062b38b762574187711c99fbb975c2bd-1.png\" width=\"829\" height=\"514\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/820cea062b38b762574187711c99fbb975c2bd-1.png 829w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/820cea062b38b762574187711c99fbb975c2bd-1-300x186.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/820cea062b38b762574187711c99fbb975c2bd-1-150x93.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/820cea062b38b762574187711c99fbb975c2bd-1-768x476.png 768w\" sizes=\"auto, (max-width: 829px) 100vw, 829px\" \/><\/p>\n<p>\u4e00\u65e6\u6211\u4eec\u7406\u89e3\u4e86\u300cPhotobomb\u300d\u8fd9\u4e2a\u8bcd\uff0c\u6211\u4eec\u5c31\u4f1a\u672c\u80fd\u5730\u77e5\u9053\u5982\u4f55\u5728\u5404\u79cd\u60c5\u51b5\u4e0b\u4f7f\u7528\u5b83\uff0c\u65e0\u8bba\u662f\u300c\u4e24\u6b21Photobomb\u300d\u8fd8\u662f\u300c\u5728\u4f7f\u7528Zoom\u671f\u95f4\u8fdb\u884cPhotobomb\u300d\u3002<\/p>\n<p>\u540c\u6837\u5730\uff0c\u5f53\u4eba\u7c7b\u7406\u89e3\u300c\u72d7\u8ffd\u732b\u300d\u8fd9\u6837\u7684\u53e5\u5f0f\u7ed3\u6784\u4e4b\u540e\uff0c\u53ef\u4ee5\u8f7b\u677e\u638c\u63e1\u300c\u732b\u8ffd\u72d7\u300d\u7684\u542b\u4e49\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4eba\u7c7b\u56fa\u6709\u7684\u4e3e\u4e00\u53cd\u4e09\u7684\u7406\u89e3\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u6765\u8bf4\u4e00\u76f4\u662f\u5177\u6709\u6311\u6218\u6027\u7684\u524d\u6cbf\u9886\u57df\u3002<\/p>\n<p>\u4f20\u7edf\u7684\u795e\u7ecf\u7f51\u7edc\u662fAI\u7814\u7a76\u7684\u652f\u67f1\uff0c\u4f46\u662f\u5b83\u4e0d\u5177\u5907\u7406\u89e3\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u795e\u7ecf\u7f51\u7edc\u53ea\u4f1a\u52aa\u529b\u5408\u5e76\u4e00\u4e2a\u65b0\u5355\u8bcd\uff0c\u5426\u5219\u9700\u8981\u9760\u5927\u91cf\u7684\u6837\u672c\u8fdb\u884c\u5e7f\u6cdb\u7684\u8bad\u7ec3\u3002<\/p>\n<p>\u51e0\u5341\u5e74\u6765\uff0c\u8fd9\u79cd\u53d7\u9650\u7684\u6cdb\u5316\u6027\u4e00\u76f4\u662fAI\u7814\u7a76\u4eba\u5458\u4e89\u8bba\u7684\u8bdd\u9898\uff0c\u5173\u4e8e\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u4eba\u7c7b\u8ba4\u77e5\u8fc7\u7a0b\u7684\u771f\u5b9e\u53cd\u5e94\u662f\u5426\u53ef\u884c\uff0c\u5f15\u53d1\u4e86\u5927\u91cf\u7684\u8ba8\u8bba\u3002<\/p>\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u4e86\u8bc1\u636e\uff0c\u8bc1\u660e\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u901a\u8fc7\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u7684MLC\uff08Meta-Learning for Compositionality\uff09\u7cfb\u7edf\u5b9e\u73b0\u7c7b\u4f3c\u4eba\u7c7b\u7684\u7cfb\u7edf\u6cdb\u5316\u3002<\/p>\n<p>MLC \u662f\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u7684\u4e00\u79cd\u4f18\u5316\u7a0b\u5e8f\uff0c\u65e8\u5728\u901a\u8fc7\u4e00\u7cfb\u5217\u5c11\u6837\u672c\u5408\u6210\u4efb\u52a1\u6765\u6fc0\u52b1\u7cfb\u7edf\u6027\uff08\u5982\u4e0b\u56fe1\uff09\u3002<\/p>\n<p><img data-dominant-color=\"eceded\" data-has-transparency=\"false\" style=\"--dominant-color: #eceded;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15707\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e5e84120109c28f6f4229077c21dc84ec3dfa1-1.png\" width=\"1080\" height=\"674\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e5e84120109c28f6f4229077c21dc84ec3dfa1-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e5e84120109c28f6f4229077c21dc84ec3dfa1-1-300x187.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e5e84120109c28f6f4229077c21dc84ec3dfa1-1-1024x639.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e5e84120109c28f6f4229077c21dc84ec3dfa1-1-150x94.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e5e84120109c28f6f4229077c21dc84ec3dfa1-1-768x479.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u7814\u7a76\u4eba\u5458\u5c55\u793a\u4e86MLC\u5982\u4f55\u901a\u8fc7\u5b9e\u8df5\u6765\u63d0\u9ad8\u795e\u7ecf\u7f51\u7edc\u7684\u7ec4\u5408\u6280\u80fd\uff08Compositional Skills\uff09\u3002<\/p>\n<p>MLC\u83b7\u5f97\u4e00\u4e2a\u65b0\u8bcd\uff08\u6216\u89c4\u5219\u7cfb\u7edf\uff09\u5e76\u5c1d\u8bd5\u7cfb\u7edf\u5730\u4f7f\u7528\u5b83\u3002\u5728\u4e0d\u65ad\u5730\u4fee\u6b63\u548c\u66f4\u65b0\u300c\u7406\u89e3\u300d\u4e4b\u540e\uff0c\u53ef\u4ee5\u5bf9\u4e0b\u4e00\u4e2a\u65b0\u8bcd\u91cd\u590d\u8be5\u8fc7\u7a0b\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u6784\u5efa\u7684MLC\u53ea\u4f7f\u7528\u4e86\u5e38\u89c1\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u6ca1\u6709\u6dfb\u52a0\u7b26\u53f7\u673a\u5236\uff0c\u4e5f\u6ca1\u6709\u624b\u5de5\u8bbe\u8ba1\u7684\u5185\u90e8\u8868\u793a\u6216\u5f52\u7eb3\u504f\u5dee\u3002<\/p>\n<p>\u76f8\u53cd\uff0cMLC\u63d0\u4f9b\u4e86\u4e00\u79cd\u901a\u8fc7\u9ad8\u7ea7\u6307\u5bfc\u548c\/\u6216\u76f4\u63a5\u4eba\u7c7b\u793a\u4f8b\u6765\u6307\u5b9a\u6240\u9700\u884c\u4e3a\u7684\u65b9\u6cd5\uff1b\u7136\u540e\u8981\u6c42\u795e\u7ecf\u7f51\u7edc\u901a\u8fc7\u5143\u5b66\u4e60\uff08Meta Learning\uff09\u6765\u57f9\u517b\u6b63\u786e\u7684\u5b66\u4e60\u6280\u80fd\u3002<\/p>\n<p><img data-dominant-color=\"edeeee\" data-has-transparency=\"false\" style=\"--dominant-color: #edeeee;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15708\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/894056343ef21e88f80646c4974da06b09d594-1.png\" width=\"1080\" height=\"1052\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/894056343ef21e88f80646c4974da06b09d594-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/894056343ef21e88f80646c4974da06b09d594-1-300x292.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/894056343ef21e88f80646c4974da06b09d594-1-1024x997.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/894056343ef21e88f80646c4974da06b09d594-1-150x146.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/894056343ef21e88f80646c4974da06b09d594-1-768x748.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e3a\u4e86\u8bc1\u660eMLC\u7684\u80fd\u529b\uff0c\u7814\u7a76\u4eba\u5458\u5728\u76f8\u540c\u7684\u7cfb\u7edf\u6cdb\u5316\u6d4b\u8bd5\u4e2d\u5e76\u6392\u5bf9\u6bd4\u8bc4\u4f30\u4e86\u4eba\u7c7b\u548c\u673a\u5668\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u4eba\u5458\uff0c\u5728\u4f2a\u8bed\u8a00(pseudolanguage)\u6307\u4ee4\u5b66\u4e60\u4efb\u52a1\u4e2d\u4f7f\u7528\u4ee3\u6570\u6216\u6570\u5b66\u6982\u5ff5\uff0c\u4ee5\u6d4b\u8bd5\u4eba\u7c7b\u548c\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u5bf9\u8fd9\u4e9b\u6982\u5ff5\u7684\u7406\u89e3\u548c\u5e94\u7528\u80fd\u529b\u3002<\/p>\n<p><img data-dominant-color=\"f1f1ef\" data-has-transparency=\"false\" style=\"--dominant-color: #f1f1ef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15709\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3181fbc716691e70b71039acb818412ab53ef6-1.jpg\" width=\"1080\" height=\"473\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3181fbc716691e70b71039acb818412ab53ef6-1.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3181fbc716691e70b71039acb818412ab53ef6-1-300x131.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3181fbc716691e70b71039acb818412ab53ef6-1-1024x448.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3181fbc716691e70b71039acb818412ab53ef6-1-150x66.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/3181fbc716691e70b71039acb818412ab53ef6-1-768x336.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8fd8\u7814\u7a76\u4e86\u4eba\u4eec\u5bf9\u9ad8\u5ea6\u6a21\u7cca\u8bed\u8a00\u7684\u63a2\u6d4b\u53cd\u5e94\u3002\u8fd9\u4e9b\u8bed\u8a00\u63a2\u6d4b\u7684\u8bbe\u8ba1\u76ee\u7684\u662f\u4e86\u89e3\u4eba\u7c7b\u5728\u9762\u5bf9\u6a21\u7cca\u4fe1\u606f\u65f6\u7684\u503e\u5411\u6216\u504f\u5dee\u3002<\/p>\n<p>\u5373\u4eba\u7c7b\u5982\u4f55\u8fdb\u884c\u5f52\u7eb3\u63a8\u7406\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u503e\u5411\u6216\u504f\u5dee\u662f\u5982\u4f55\u53ef\u80fd\u4fc3\u8fdb\u6216\u8005\u963b\u788d\u7cfb\u7edf\u6027\u6cdb\u5316\u3002<\/p>\n<p>\u5728\u5bf9\u7ed3\u679c\u8fdb\u884c\u4e86\u8bc4\u4f30\u4e4b\u540e\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0cMLC\u5b9e\u73b0\uff08\u751a\u81f3\u8d85\u8fc7\uff09\u4eba\u7c7b\u6c34\u5e73\u7684\u7cfb\u7edf\u6cdb\u5316\uff01<\/p>\n<p>\u5f53\u4eba\u7c7b\u884c\u4e3a\u504f\u79bb\u7eaf\u7cb9\u4ee3\u6570\u63a8\u7406\u65f6\uff0cMLC \u8fd8\u4f1a\u4ea7\u751f\u7c7b\u4f3c\u4eba\u7c7b\u7684\u9519\u8bef\u6a21\u5f0f\u3002<\/p>\n<p>\u8fd9\u8868\u660e\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u79cd\u5353\u8d8a\u7684\u5efa\u6a21\u5de5\u5177\uff0c\u53ef\u7528\u4e8e\u7ec6\u81f4\u5165\u5fae\u7684\u4eba\u7c7b\u7ec4\u5408\u884c\u4e3a\u3002<\/p>\n<p>\u5728\u6700\u540e\u4e00\u7ec4\u6a21\u62df\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u5c55\u793a\u4e86 MLC \u5982\u4f55\u63d0\u9ad8\u6d41\u884c\u57fa\u51c6\u7684\u51c6\u786e\u6027\uff0c\u4ee5\u5b9e\u73b0\u5c11\u6837\u672c\u7cfb\u7edf\u6cdb\u5316\u3002<\/p>\n<p><img data-dominant-color=\"e9ebeb\" data-has-transparency=\"false\" style=\"--dominant-color: #e9ebeb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15710\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3a8ac1994204b60dfe83584d87fbe1e5cad01-1.jpg\" width=\"1080\" height=\"459\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3a8ac1994204b60dfe83584d87fbe1e5cad01-1.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3a8ac1994204b60dfe83584d87fbe1e5cad01-1-300x128.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3a8ac1994204b60dfe83584d87fbe1e5cad01-1-1024x435.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3a8ac1994204b60dfe83584d87fbe1e5cad01-1-150x64.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/c3a8ac1994204b60dfe83584d87fbe1e5cad01-1-768x326.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u7814\u7a76\u7ec6\u8282\uff08The Study in Detail\uff09<\/p>\n<p>\u4e3a\u4e86\u66f4\u6df1\u5165\u5730\u7814\u7a76\u795e\u7ecf\u7f51\u7edc\u7684\u529f\u80fd\u53ca\u5176\u8bed\u8a00\u6cdb\u5316\u7684\u6f5c\u529b\uff0c\u4f5c\u8005\u8fdb\u884c\u4e86\u5168\u9762\u7cfb\u7edf\u7684\u5b9e\u9a8c\uff0c\u5176\u4e0d\u4ec5\u7814\u7a76\u4e86\u673a\u5668\uff0c25\u540d\u4eba\u7c7b\u4e5f\u4ea4\u53c9\u5730\u53c2\u4e0e\u5176\u4e2d\uff0c\u4ee5\u6b64\u4f5c\u4e3aAI\u7684\u8868\u73b0\u57fa\u51c6\u3002<\/p>\n<p><img data-dominant-color=\"f4f3f1\" data-has-transparency=\"false\" style=\"--dominant-color: #f4f3f1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15711\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a527bc4266f1d77ae5b8939187f179bd605dd8-1.png\" width=\"1080\" height=\"477\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a527bc4266f1d77ae5b8939187f179bd605dd8-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a527bc4266f1d77ae5b8939187f179bd605dd8-1-300x133.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a527bc4266f1d77ae5b8939187f179bd605dd8-1-1024x452.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a527bc4266f1d77ae5b8939187f179bd605dd8-1-150x66.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a527bc4266f1d77ae5b8939187f179bd605dd8-1-768x339.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5728\u5b9e\u9a8c\u4e2d\u4f7f\u7528\u4e86\u4e00\u79cd\u4f2a\u8bed\u8a00\uff0c\u5373\u53c2\u4e0e\u8005\u4e0d\u719f\u6089\u7684\u5355\u8bcd\uff0c\u8fd9\u6837\u80fd\u591f\u786e\u4fdd\u53c2\u4e0e\u8005\u771f\u6b63\u7b2c\u4e00\u6b21\u5b66\u4e60\u8fd9\u4e9b\u672f\u8bed\uff0c\u4ece\u800c\u4e3a\u6d4b\u8bd5\u6cdb\u5316\u6027\u80fd\u63d0\u4f9b\u4e00\u4e2a\u53ef\u4fe1\u7684baseline\u3002<\/p>\n<p>\u5982\u4e0a\u56fe\uff08\u5de6\u4fa7\uff09\uff0c\u539f\u59cb\u7c7b\u522b\u5305\u62ec\u300cdax\u3001wif\u3001lug\u300d\u7b49\u5355\u8bcd\uff0c\u5b83\u4eec\u8c61\u5f81\u7740\u7c7b\u4f3c\u4e8e\u300cjump\u3001skip\u300d\u8df3\u8fc7\u4e0e\u8df3\u8dc3\u7684\u57fa\u672c\u52a8\u4f5c\uff08\u4e0b\u56fe\u5de6\u4fa7\uff09\u3002<\/p>\n<p><img data-dominant-color=\"eff0f1\" data-has-transparency=\"false\" style=\"--dominant-color: #eff0f1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15712\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/7184c5f35d72aa8f8b695932be335d3c8b6855-1.png\" width=\"1080\" height=\"340\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/7184c5f35d72aa8f8b695932be335d3c8b6855-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/7184c5f35d72aa8f8b695932be335d3c8b6855-1-300x94.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/7184c5f35d72aa8f8b695932be335d3c8b6855-1-1024x322.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/7184c5f35d72aa8f8b695932be335d3c8b6855-1-150x47.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/7184c5f35d72aa8f8b695932be335d3c8b6855-1-768x242.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u4f7f\u7528\u66f4\u62bd\u8c61\u7684\u529f\u80fd\u8bcd\uff0c\u6bd4\u5982\u300cblicket\u3001kiki\u3001feg\u300d\uff0c\u4e3a\u4e4b\u524d\u7684\u539f\u59cb\u8bcd\u672f\u8bed\u7684\u5e94\u7528\u548c\u7ec4\u5408\u5236\u5b9a\u4e86\u89c4\u5219\uff0c\u4ece\u800c\u63a8\u65ad\u51fa\u300cskip twice\u3001walk backwards\u300d\u7b49\u5e8f\u5217\u3002<\/p>\n<p>\u5728\u57f9\u8bad\u53c2\u4e0e\u8005\u7684\u8fc7\u7a0b\u4e2d\u8fd8\u5f15\u5165\u4e86\u89c6\u89c9\u5143\u7d20\uff0c\u6bcf\u4e00\u4e2a\u539f\u59cb\u5355\u8bcd\u90fd\u4e0e\u7279\u5b9a\u989c\u8272\u7684\u5706\u5708\u76f8\u5173\u8054\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5982\u4e0b\u56fe\uff0c\u7ea2\u8272\u5706\u5708\u4ee3\u8868\u300cdax\u300d\uff0c\u800c\u84dd\u8272\u5706\u5708\u4ee3\u8868\u300clux\u300d\u3002<\/p>\n<p><img data-dominant-color=\"f1f0f2\" data-has-transparency=\"false\" style=\"--dominant-color: #f1f0f2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15713\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/72b4dc757ce9dda4c02249f8b3bac8b220c82a-1.png\" width=\"1080\" height=\"358\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/72b4dc757ce9dda4c02249f8b3bac8b220c82a-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/72b4dc757ce9dda4c02249f8b3bac8b220c82a-1-300x99.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/72b4dc757ce9dda4c02249f8b3bac8b220c82a-1-1024x339.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/72b4dc757ce9dda4c02249f8b3bac8b220c82a-1-150x50.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/72b4dc757ce9dda4c02249f8b3bac8b220c82a-1-768x255.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5236\u5b9a\u597d\u989c\u8272\u5355\u8bcd\u6620\u5c04\u89c4\u5219\u540e\uff0c\u63a5\u4e0b\u6765\uff0c\u5411\u53c2\u4e0e\u8005\u5c55\u793a\u539f\u59cb\u8bed\u548c\u529f\u80fd\u8bcd\u7684\u7ec4\u5408\uff0c\u5e76\u9644\u5e26\u5f69\u8272\u7684\u5706\u5708\u56fe\u6848\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u4e00\u4e2a\u77ed\u8bed\u300cfep\u300d\u4e0e\u4e09\u4e2a\u7ea2\u8272\u5706\u5708\u914d\u5bf9\uff0c\u8bf4\u660e\u300cfep\u300d\u53ef\u80fd\u4ee3\u8868\u4e00\u4e2a\u52a8\u4f5c\u7684\u4e09\u6b21\u91cd\u590d\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e3a\u4e86\u8861\u91cf\u53c2\u4e0e\u8005\u7684\u7406\u89e3\u80fd\u529b\u548c\u7cfb\u7edf\u6027\u7684\u6982\u62ec\u80fd\u529b\uff0c\u8fd8\u5411\u5b83\u4eec\u5c55\u793a\u4e86\u539f\u59cb\u8bcd\u548c\u529f\u80fd\u8bcd\u7684\u8d1f\u8d23\u7ec4\u5408\u3002\u53c2\u4e0e\u8005\u7684\u4efb\u52a1\u662f\u51c6\u786e\u5730\u63a8\u65ad\u51fa\u5706\u5708\u7684\u989c\u8272\u548c\u6570\u91cf\uff0c\u5e76\u8fdb\u4e00\u6b65\u7ed9\u51fa\u6b63\u786e\u7684\u6392\u5217\u987a\u5e8f\u3002<\/p>\n<p><img data-dominant-color=\"edeff0\" data-has-transparency=\"false\" style=\"--dominant-color: #edeff0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-15714\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/582aa560048446b04332333d1ce6da06b5ad9c-1.png\" width=\"1080\" height=\"736\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/582aa560048446b04332333d1ce6da06b5ad9c-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/582aa560048446b04332333d1ce6da06b5ad9c-1-300x204.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/582aa560048446b04332333d1ce6da06b5ad9c-1-1024x698.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/582aa560048446b04332333d1ce6da06b5ad9c-1-150x102.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/582aa560048446b04332333d1ce6da06b5ad9c-1-768x523.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5f71\u54cd\u529b\u548c\u4e13\u5bb6\u610f\u89c1\uff08Implications and Expert Opinions\uff09<\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u4e0d\u4ec5\u4ec5\u662f\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u53f2\u518c\u4e0a\u7684\u53c8\u4e00\u4e2a\u589e\u91cf\uff0c\u8fd8\u4ee3\u8868\u4e86\u8303\u5f0f\u7684\u8f6c\u53d8\u3002<\/p>\n<p>\u795e\u7ecf\u7f51\u7edc\u7684\u6027\u80fd\u5bc6\u5207\u53cd\u6620\u4e86\u7c7b\u4eba\u7cfb\u7edf\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u8fd9\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5b66\u8005\u548c\u884c\u4e1a\u4e13\u5bb6\u7684\u5173\u6ce8\u3002<\/p>\n<p>\u8457\u540d\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66\u8bed\u8a00\u4e13\u4e1a\u8ba4\u77e5\u79d1\u5b66\u5bb6Dr. Paul Smolensky\u8868\u793a\uff1a<\/p>\n<p>\u300c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u80fd\u8ba9\u7f51\u7edc\u62e5\u6709\u7cfb\u7edf\u5316\u80fd\u529b\u7684\u91cd\u5927\u7a81\u7834\u3002\u300d<\/p>\n<p>\u5982\u679c\u53ef\u4ee5\u8bad\u7ec3\u7f51\u7edc\u8fdb\u884c\u7cfb\u7edf\u6cdb\u5316\uff0c\u90a3\u4e48\u8fd9\u4e9b\u6a21\u578b\u5c31\u53ef\u80fd\u5f7b\u5e95\u6539\u53d8\u804a\u5929\u673a\u5668\u4eba\u3001\u865a\u62df\u52a9\u624b\u7b49\u8bf8\u591a\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u79cd\u53d1\u5c55\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u5b83\u8fd8\u89e6\u53ca\u4e86AI\u754c\u957f\u671f\u5b58\u5728\u7684\u4e89\u8bba\uff1a<\/p>\n<p>\u300c\u795e\u7ecf\u7f51\u7edc\u662f\u5426\u771f\u7684\u53ef\u4ee5\u89c6\u4f5c\u51c6\u786e\u6a21\u62df\u4eba\u7c7b\u8ba4\u77e5\u7684\u5de5\u5177\uff1f\u300d<\/p>\n<p>\u5728\u8fc7\u53bb\u7684\u8fd1\u56db\u5341\u5e74\u91cc\uff0c\u8fd9\u4e2a\u95ee\u9898\u4e00\u76f4\u662fAI\u7814\u7a76\u8005\u4eec\u4e89\u8bba\u4e0d\u4f11\u7684\u7126\u70b9\u3002\u5c3d\u7ba1\u6709\u4e9b\u4eba\u76f8\u4fe1\u795e\u7ecf\u7f51\u7edc\u6709\u6f5c\u529b\u6a21\u62df\u7c7b\u4f3c\u4eba\u7c7b\u601d\u7ef4\u8fc7\u7a0b\uff0c\u4f46\u53e6\u4e00\u4e9b\u4eba\u4f9d\u7136\u5bf9\u5b83\u4eec\u7684\u5929\u751f\u5c40\u9650\u8868\u793a\u6000\u7591\uff0c\u7279\u522b\u662f\u5728\u8bed\u8a00\u6cdb\u5316\u9886\u57df\u3002<\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u7684\u7ed3\u679c\u5e26\u6765\u4e86\u65b0\u7684\u5e0c\u671b\uff0c\u4f7f\u4eba\u4eec\u53d8\u5f97\u66f4\u52a0\u4e50\u89c2\u3002<\/p>\n<p>\u6b63\u5982\u7ebd\u7ea6\u5927\u5b66\u8ba4\u77e5\u8ba1\u7b97\u79d1\u5b66\u5bb6\u3001\u8be5\u7814\u7a76\u7684\u5171\u540c\u4f5c\u8005Brenden Lake\u6240\u6307\u51fa\u7684\uff0c\u795e\u7ecf\u7f51\u7edc\u8fc7\u53bb\u53ef\u80fd\u4e00\u76f4\u5728\u53d6\u5f97\u8270\u96be\u7684\u8fdb\u5c55\uff0c\u4f46\u901a\u8fc7\u6b63\u786e\u7684\u65b9\u6cd5\uff0c\u5b83\u4eec\u786e\u5b9e\u53ef\u4ee5\u88ab\u8c03\u6574\u548c\u8bad\u7ec3\uff0c\u4ee5\u66f4\u597d\u5730\u53cd\u6620\u4eba\u7c7b\u8ba4\u77e5\u7684\u5404\u4e2a\u65b9\u9762\u3002<\/p>\n<h4>\u8fc8\u5411\u4eba\u673a\u65e0\u7f1d\u534f\u540c\u7684\u672a\u6765<\/h4>\n<p>AI\u4ece\u8d77\u521d\u7684\u840c\u82bd\u9636\u6bb5\u5230\u5982\u4eca\u5f3a\u5927\uff0c\u7ecf\u5386\u4e86\u4e0d\u65ad\u5730\u6f14\u5316\u548c\u7a81\u7834\u3002\u6700\u8fd1\u5728\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u7cfb\u7edf\u7684\u6982\u62ec\u8bed\u8a00\u65b9\u9762\u53d6\u5f97\u7684\u6210\u5c31\u518d\u6b21\u8bc1\u660eAI\u7684\u65e0\u9650\u6f5c\u529b\u3002<\/p>\n<p>\u5f53\u6211\u4eec\u5904\u4e8e\u8fd9\u4e2a\u5173\u5934\u65f6\uff0c\u6709\u5fc5\u8981\u8ba4\u8bc6\u5230\u8fd9\u4e9b\u8fdb\u6b65\u7684\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<p>\u6211\u4eec\u6b63\u4e00\u6b65\u6b65\u63a5\u8fd1\u672a\u6765\uff1a\u673a\u5668\u4e0d\u4ec5\u80fd\u7406\u89e3\u4eba\u7c7b\u7684\u7684\u8bed\u8a00\uff0c\u8fd8\u80fd\u638c\u63e1\u7ec6\u5fae\u7684\u5dee\u522b\u548c\u8bed\u4e49\uff0c\u4ece\u800c\u4fc3\u8fdb\u66f4\u52a0\u65e0\u7f1d\u548c\u76f4\u89c2\u7684\u4eba\u673a\u4ea4\u4e92\u672a\u6765\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_15686\" class=\"pvc_stats total_only  \" data-element-id=\"15686\" 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>Nature\u520a\u767b\u4e86\u7ebd\u7ea6\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u4eba\u5458\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u65b0\u7a81\u7834\uff0c\u8bc1\u660e\u795e\u7ecf\u7f51\u7edc\u5177\u6709\u7c7b\u4f3c\u4eba\u7c7b\u8bed\u8a00\u7684\u6cdb\u5316\u6027\u80fd\uff0c\u518d\u4e00 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15686\" class=\"pvc_stats total_only  \" data-element-id=\"15686\" 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":15687,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,80],"tags":[876],"class_list":["post-15686","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-80","tag-876"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15686","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=15686"}],"version-history":[{"count":3,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15686\/revisions"}],"predecessor-version":[{"id":15715,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15686\/revisions\/15715"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/15687"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=15686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=15686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=15686"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}