{"id":27442,"date":"2025-10-13T07:54:02","date_gmt":"2025-10-12T23:54:02","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27442"},"modified":"2025-10-13T07:54:02","modified_gmt":"2025-10-12T23:54:02","slug":"hinton%e6%9a%b4%e8%ae%ba%ef%bc%9aai%e5%b7%b2%e7%bb%8f%e6%9c%89%e6%84%8f%e8%af%86%ef%bc%8c%e5%ae%83%e8%87%aa%e5%b7%b1%e4%b8%8d%e7%9f%a5%e9%81%93%e8%80%8c%e5%b7%b2","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/10\/13\/27442\/","title":{"rendered":"Hinton\u66b4\u8bba\uff1aAI\u5df2\u7ecf\u6709\u610f\u8bc6\uff0c\u5b83\u81ea\u5df1\u4e0d\u77e5\u9053\u800c\u5df2"},"content":{"rendered":"<div 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class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u4ed6\u8fd8\u8fdb\u4e00\u6b65\u89e3\u91ca\u4e86\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u4e0e\u795e\u7ecf\u7f51\u7edc\u7684\u533a\u522b\u3002<\/p>\n<p>\u4ed6\u6307\u51fa\uff0c\u673a\u5668\u5b66\u4e60\u662f\u603b\u79f0\uff0c\u6307\u4efb\u4f55\u80fd\u5728\u8ba1\u7b97\u673a\u4e0a\u201c\u5b66\u4e60\u201d\u7684\u7cfb\u7edf\u3002\u800c\u795e\u7ecf\u7f51\u7edc\u5219\u662f\u4e00\u7c7b\u7279\u522b\u7684\u5b66\u4e60\u65b9\u6cd5\uff0c\u7075\u611f\u6765\u81ea\u5927\u8111\u2014\u2014<strong>\u5927\u8111\u901a\u8fc7\u6539\u53d8\u795e\u7ecf\u5143\u4e4b\u95f4\u8fde\u63a5\u7684\u5f3a\u5ea6\u6765\u5b66\u4e60<\/strong>\u3002<\/p>\n<p>\u4ee5\u5927\u8111\u4e2d\u90e8\u7684\u4e00\u4e2a\u795e\u7ecf\u5143\u4e3a\u4f8b\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u5de5\u4f5c\u539f\u7406\u4e0e\u4e4b\u7c7b\u4f3c\uff1a<\/p>\n<blockquote><p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u5927\u8111\u91cc\u6709\u4e00\u4e2a\u5c0f\u5c0f\u7684\u795e\u7ecf\u5143\u3002\u8fd9\u4e2a\u795e\u7ecf\u5143\u7684\u4e3b\u8981\u5de5\u4f5c\u5c31\u662f\u5076\u5c14\u53d1\u51fa\u4e00\u4e2a\u201c\u53ee\u201d\u7684\u58f0\u97f3\u3002\u5b83\u4e0d\u662f\u968f\u4fbf\u53d1\u7684\uff0c\u800c\u662f\u8981\u6839\u636e\u5176\u4ed6\u795e\u7ecf\u5143\u53d1\u6765\u7684\u201c\u53ee\u201d\u58f0\u6765\u51b3\u5b9a\u3002<\/p>\n<p>\u5176\u4ed6\u795e\u7ecf\u5143\u4e5f\u4f1a\u53d1\u51fa\u201c\u53ee\u201d\u58f0\uff0c\u8fd9\u4e9b\u58f0\u97f3\u4f1a\u4f20\u5230\u8fd9\u4e2a\u795e\u7ecf\u5143\u3002<\/p>\n<p>\u5982\u679c\u8fd9\u4e2a\u795e\u7ecf\u5143\u6536\u5230\u5f88\u591a\u201c\u53ee\u201d\u58f0\uff0c\u6216\u8005\u8fd9\u4e9b\u201c\u53ee\u201d\u58f0\u5f88\u5f3a\uff0c\u5b83\u5c31\u4f1a\u51b3\u5b9a\u81ea\u5df1\u4e5f\u53d1\u4e00\u4e2a\u201c\u53ee\u201d\u58f0\u3002\u5982\u679c\u6536\u5230\u7684\u201c\u53ee\u201d\u58f0\u4e0d\u591f\u5f3a\uff0c\u5b83\u5c31\u4e0d\u53d1\u3002<\/p>\n<p>\u795e\u7ecf\u5143\u8fd8\u53ef\u4ee5\u8c03\u6574\u5bf9\u5176\u4ed6\u795e\u7ecf\u5143\u201c\u53ee\u201d\u58f0\u7684\u654f\u611f\u5ea6\u3002\u5982\u679c\u89c9\u5f97\u67d0\u4e2a\u795e\u7ecf\u5143\u7684\u201c\u53ee\u201d\u58f0\u5f88\u91cd\u8981\uff0c\u5c31\u4f1a\u66f4\u5173\u6ce8\u5b83\uff1b\u5982\u679c\u89c9\u5f97\u4e0d\u91cd\u8981\uff0c\u5c31\u4f1a\u51cf\u5c11\u5173\u6ce8\u3002<\/p><\/blockquote>\n<p>\u4e00\u53e5\u8bdd\uff0c<strong>\u795e\u7ecf\u7f51\u7edc\u540c\u6837\u901a\u8fc7\u8c03\u6574\u8fde\u63a5\u6743\u91cd\u6765\u6539\u53d8\u7cfb\u7edf\u7684\u884c\u4e3a<\/strong>\u3002\u6240\u4ee5\u8bf4\uff0c\u5927\u8111\u5b66\u4e60\u548c\u5904\u7406\u4fe1\u606f\u7684\u57fa\u672c\u65b9\u5f0f\uff0c\u4e5f\u662f\u795e\u7ecf\u7f51\u7edc\u7684\u6838\u5fc3\u539f\u7406\u3002<\/p>\n<p>\u5728\u8fd9\u4e4b\u540e\uff0c\u4e3b\u6301\u4eba\u8fd8\u95ee\u4e86\u4e24\u4e2a\u5f88\u6709\u610f\u601d\u7684\u95ee\u9898\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a\u662f\uff0c \u6982\u5ff5\u662f\u5982\u4f55\u5f62\u6210\u7684\uff1f\u6bd4\u5982\u201c\u52fa\u5b50\u201d\u7684\u6982\u5ff5\u3002<\/p>\n<p>Hinton\u7ee7\u7eed\u7528\u4e86\u4e00\u7cfb\u5217\u751f\u52a8\u5f62\u8c61\u7684\u4f8b\u5b50\u8fdb\u884c\u89e3\u91ca\u3002\u6982\u62ec\u800c\u8a00\uff0c\u4ed6\u8ba4\u4e3a\u6982\u5ff5\u5c31\u50cf\u662f\u201c\u653f\u6cbb\u8054\u76df\u201d\uff0c\u5927\u8111\u4e2d\u4f1a\u6709\u4e00\u7ec4\u795e\u7ecf\u5143\u4e00\u8d77\u6fc0\u6d3b\uff08\u5171\u540c\u53d1\u51fa\u201c\u53ee\u201d\u58f0\uff09\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u201c\u52fa\u5b50\u201d\u5c31\u662f\u4e00\u7ec4\u795e\u7ecf\u5143\u4e00\u8d77\u6fc0\u6d3b\u3002\u8fd9\u4e9b\u8054\u76df\u4f1a\u91cd\u53e0\uff0c\u6bd4\u5982\u201c\u72d7\u201d\u548c\u201c\u732b\u201d\u7684\u6982\u5ff5\u5c31\u6709\u5f88\u591a\u5171\u540c\u7684\u795e\u7ecf\u5143\uff08\u4ee3\u8868\u201c\u6709\u751f\u547d\u7684\u201d\u3001\u201c\u6bdb\u8338\u8338\u7684\u201d\u7b49\uff09\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u95ee\u9898\u662f\uff0c\u662f\u5426\u5b58\u5728\u67d0\u4e9b\u795e\u7ecf\u5143\u5bf9\u5b8f\u89c2\u6982\u5ff5\uff08\u5982\u201c\u52a8\u7269\u201d\uff09\u6fc0\u6d3b\uff0c\u800c\u53e6\u4e00\u4e9b\u795e\u7ecf\u5143\u5bf9\u5fae\u89c2\u6982\u5ff5\uff08\u5982\u7279\u5b9a\u7269\u79cd\uff09\u6fc0\u6d3b\uff1f<\/p>\n<p>\u5bf9\u6b64\uff0cHinton\u5219\u8868\u793a\u95ee\u9898\u5f88\u597d\uff0c\u4f46\u6ca1\u6709\u4eba\u786e\u5207\u77e5\u9053\u3002<\/p>\n<blockquote><p>\u4e0d\u8fc7\u8fd9\u4e2a\u8054\u76df\u4e2d\uff0c\u80af\u5b9a\u6709\u4e00\u4e9b\u795e\u7ecf\u5143\u5bf9\u66f4\u666e\u904d\u7684\u4e8b\u7269\u6fc0\u6d3b\u66f4\u9891\u7e41\uff0c\u800c\u53e6\u4e00\u4e9b\u795e\u7ecf\u5143\u5bf9\u66f4\u5177\u4f53\u7684\u4e8b\u7269\u6fc0\u6d3b\u8f83\u5c11\u3002<\/p><\/blockquote>\n<h2>\u6df1\u5ea6\u5b66\u4e60\u7684\u7a81\u7834\uff1a\u53cd\u5411\u4f20\u64ad<\/h2>\n<p>\u8bf4\u5b8c\u795e\u7ecf\u7f51\u7edc\uff0cHinton\u7684\u8bdd\u9898\u66f4\u591a\u8fd8\u662f\u56f4\u7ed5\u201c\u62ff\u624b\u597d\u620f\u201d\u2014\u2014\u6df1\u5ea6\u5b66\u4e60\u5c55\u5f00\u3002<\/p>\n<p>\u4ee5\u524d\u4eba\u4eec\u8bd5\u56fe\u7ed9\u8ba1\u7b97\u673a\u8f93\u5165\u89c4\u5219\uff0c\u4f46Hinton\u5374\u60f3\u6539\u53d8\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u56e0\u4e3a\u5728\u4ed6\u770b\u6765\uff0c\u5927\u8111\u7684\u8fd0\u4f5c\u65b9\u5f0f\u663e\u7136\u4e0d\u662f\u9760\u522b\u4eba\u7ed9\u4f60\u89c4\u5219\u7136\u540e\u4f60\u6267\u884c\u89c4\u5219\u3002<\/p>\n<blockquote><p>\u6211\u4eec\u4e3a\u795e\u7ecf\u7f51\u7edc\u7f16\u5199\u7a0b\u5e8f\uff0c\u4f46\u8fd9\u4e9b\u7a0b\u5e8f\u53ea\u662f\u544a\u8bc9\u7f51\u7edc\u5982\u4f55\u6839\u636e\u795e\u7ecf\u5143\u7684\u6d3b\u52a8\u6765\u8c03\u6574\u8fde\u63a5\u5f3a\u5ea6\u3002\u5982\u679c\u7f51\u7edc\u6709\u591a\u4e2a\u5c42\uff0c\u8fd9\u5c31\u53eb\u6df1\u5ea6\u5b66\u4e60\u3002<\/p><\/blockquote>\n<p>\u4ed6\u63a5\u7740\u4e3e\u4e86\u4e00\u4e2a\u7ecf\u5178\u4f8b\u5b50\u6765\u8bf4\u660e\u6df1\u5ea6\u5b66\u4e60\u7684\u539f\u7406\u2014\u2014<strong>\u8ba9AI\u8bc6\u522b\u56fe\u50cf\u4e2d\u6709\u6ca1\u6709\u9e1f<\/strong>\u3002<\/p>\n<p>\u5982\u679c\u628a\u56fe\u50cf\u7684\u50cf\u7d20\u4eae\u5ea6\u76f4\u63a5\u8f93\u5165\u7ed9AI\uff0c\u8ba9\u5b83\u5224\u65ad\u662f\u4e0d\u662f\u9e1f\uff0c\u8fd9\u770b\u8d77\u6765\u6beb\u65e0\u5934\u7eea\u3002\u6bd5\u7adf\uff0c\u50cf\u7d20\u53ea\u662f\u6570\u5b57\uff0c\u5e76\u4e0d\u80fd\u76f4\u63a5\u544a\u8bc9\u4f60\u201c\u8fd9\u662f\u4e00\u53ea\u9e1f\u201d\u3002<\/p>\n<p>\u65e9\u671f\u7814\u7a76\u8005\u4f1a\u8bd5\u56fe\u624b\u52a8\u544a\u8bc9\u8ba1\u7b97\u673a\uff0c\u201c\u8fd9\u6761\u7ebf\u662f\u8fb9\u7f18\u201d\u3001\u201c\u8fd9\u5757\u533a\u57df\u662f\u80cc\u666f\u201d\u3001\u201c\u8fd9\u4e2a\u5f62\u72b6\u50cf\u7fc5\u8180\u201d\uff0c\u4f46\u8fd9\u6761\u8def\u884c\u4e0d\u901a\u2014\u2014\u56e0\u4e3a\u73b0\u5b9e\u4e16\u754c\u592a\u590d\u6742\u4e86\u3002<\/p>\n<blockquote><p>\u6240\u4ee5\u6211\u4eec\u8bf4\uff0c\u4e0d\u5982\u8ba9AI\u81ea\u5df1\u5b66\u4f1a\u201c\u600e\u4e48\u53bb\u770b\u201d\u3002<\/p><\/blockquote>\n<p>\u8fd9\u5c31\u662f\u795e\u7ecf\u7f51\u7edc\u7684\u601d\u8def\uff1a<strong>\u4e0d\u7ed9\u89c4\u5219\uff0c\u800c\u662f\u7ed9\u5b83\u6570\u636e\uff0c\u8ba9\u5b83\u81ea\u5df1\u603b\u7ed3\u89c4\u5219<\/strong>\u3002<\/p>\n<p>\u4e3b\u6301\u4eba\u63a5\u7740\u95ee\u9053\uff0c\u201c\u90a3\u5982\u679c\u6211\u4eec\u4e0d\u544a\u8bc9\u5b83\u89c4\u5219\uff0c\u53ea\u662f\u968f\u673a\u8bbe\u5b9a\u6bcf\u4e2a\u8fde\u63a5\u7684\u5f3a\u5f31\uff0c\u5b83\u4f1a\u600e\u4e48\u5224\u65ad\u5462\uff1f\u201d<\/p>\n<p>Hinton\u7b11\u7740\u56de\u7b54\uff1a<\/p>\n<blockquote><p>\u5b83\u5927\u6982\u4f1a\u8bf4\u201c50%\u662f\u9e1f\uff0c50%\u4e0d\u662f\u9e1f\u201d\uff0c\u4e5f\u5c31\u662f\u5b8c\u5168\u8499\u3002<\/p><\/blockquote>\n<p>\u90a3\u4e48\uff0cAI\u8be5\u5982\u4f55\u4ece\u8fd9\u79cd\u201c\u8499\u5708\u72b6\u6001\u201d\u53d8\u806a\u660e\u5462\uff1f<\/p>\n<p>Hinton\u89e3\u91ca\u8bf4\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u50cf\u4e00\u4e2a\u5de8\u5927\u7684\u8bd5\u9519\u7cfb\u7edf\u3002\u4f60\u5f97\u544a\u8bc9AI\u2014\u2014\u8fd9\u5f20\u56fe\u6709\u9e1f\uff0c\u90a3\u5f20\u6ca1\u6709\u3002\u6bcf\u6b21\u5b83\u731c\u5f97\u4e0d\u5bf9\u65f6\uff0c\u5c31\u8c03\u6574\u4e00\u70b9\u70b9\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\u5f3a\u5ea6\u3002<\/p>\n<p>\u7136\u800c\u95ee\u9898\u662f\uff0c\u7f51\u7edc\u4e2d\u6709<strong>\u6570\u4e07\u4ebf\u4e2a\u8fde\u63a5<\/strong>\uff0c\u5982\u679c\u9010\u4e2a\u8bd5\uff0c\u90a3\u8981\u8bd5\u5230\u5b87\u5b99\u70ed\u5bc2\uff08\u6307\u5b87\u5b99\u71b5\u503c\u4e0d\u53ef\u9006\u5730\u589e\u81f3\u6781\u5927\uff0c\u6700\u7ec8\u8fbe\u5230\u70ed\u5e73\u8861\u7684\u9759\u6b62\u72b6\u6001\uff09\u3002<\/p>\n<p>Hinton\u8868\u793a\uff0c\u771f\u6b63\u7684\u7a81\u7834\u51fa\u73b0\u57281986\u5e74\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86<strong>\u201c\u53cd\u5411\u4f20\u64ad\u201d<\/strong>\uff08Backpropagation\uff09\u2014\u2014\u5b83\u80fd\u4e00\u6b21\u6027\u7b97\u51fa\u6240\u6709\u8fde\u63a5\u8be5\u600e\u4e48\u6539\uff0c\u662f\u8be5\u589e\u5f3a\u8fd8\u662f\u51cf\u5f31\uff0c\u8ba9\u6574\u4e2a\u7f51\u7edc\u90fd\u5411\u7740\u6b63\u786e\u65b9\u5411\u8c03\u6574\u3002\u8fd9\u8ba9\u8bad\u7ec3\u901f\u5ea6\u4ece\u201c\u6c38\u8fdc\u201d\u53d8\u6210\u4e86\u201c\u73b0\u5b9e\u53ef\u884c\u201d\u3002<\/p>\n<p>\u4f46\u4e8b\u60c5\u5e76\u6ca1\u6709\u4e00\u5f00\u59cb\u5c31\u90a3\u4e48\u987a\u5229\u3002Hinton\u4e5f\u5766\u8a00\uff1a<\/p>\n<blockquote><p>\u5f53\u65f6\u6211\u4eec\u4ee5\u4e3a\u8fd9\u5c31\u89e3\u51b3\u4e86\u667a\u80fd\u95ee\u9898\u3002\u7ed3\u679c\u53d1\u73b0\uff0c\u5b83\u53ea\u6709\u5728\u62e5\u6709\u6d77\u91cf\u6570\u636e\u548c\u5e9e\u5927\u7b97\u529b\u65f6\u624d\u6709\u6548\u3002\u6211\u4eec\u90a3\u65f6\u7684\u7b97\u529b\u8fd8\u5dee\u4e00\u767e\u4e07\u500d\u3002<\/p><\/blockquote>\n<p>\u771f\u6b63\u8ba9\u6df1\u5ea6\u5b66\u4e60\u8d77\u98de\u7684\uff0c\u662f<strong>\u7b97\u529b\u7684\u63d0\u5347<\/strong>\uff08\u6676\u4f53\u7ba1\u5fae\u7f29\u767e\u4e07\u500d\uff09\u548c<strong>\u6570\u636e\u7684\u7206\u70b8\u5f0f\u589e\u957f<\/strong>\uff08\u4e92\u8054\u7f51\u65f6\u4ee3\uff09\u3002<\/p>\n<p>\u4e8e\u662f\uff0c\u90a3\u4e9b\u572880\u5e74\u4ee3\u201c\u7406\u8bba\u53ef\u884c\u4f46\u8dd1\u4e0d\u52a8\u201d\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u7ec8\u4e8e\u57282010\u5e74\u4ee3\u6d3b\u4e86\u8fc7\u6765\u2014\u2014\u8fd9\u4fbf\u662f\u73b0\u4ee3AI\u6d6a\u6f6e\u7684\u8d77\u70b9\u3002<\/p>\n<blockquote><p>\u4eca\u5929\u7684\u5927\u6a21\u578b\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u5de8\u578b\u795e\u7ecf\u7f51\u7edc\uff0c\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u548c\u6d77\u91cf\u6570\u636e\uff0c\u81ea\u5b66\u51fa\u4e86\u201c\u770b\u201d\u3001\u201c\u542c\u201d\u3001\u201c\u8bf4\u201d\u7684\u80fd\u529b\u3002<\/p><\/blockquote>\n<p>\u8fd9\u4e00\u70b9\u4e5f\u8ba9Hinton\u76f8\u4fe1\uff0cAI\u4e0d\u518d\u53ea\u662f\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u6b63\u5728\u5b66\u4e60\u3001\u9010\u6b65\u7406\u89e3\u4e16\u754c\u7684\u7cfb\u7edf\u3002<\/p>\n<h2>\u5927\u8bed\u8a00\u6a21\u578b\u8ba4\u77e5\u7684\u672c\u8d28<\/h2>\n<p>\u81f3\u4e8e\u6df1\u5ea6\u5b66\u4e60\u673a\u5236\u5982\u4f55\u4f5c\u7528\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0cHinton\u53c8\u505a\u4e86\u4e00\u756a\u89e3\u91ca\u3002<\/p>\n<p>\u4ed6\u8ba4\u4e3aLLM\u7684\u601d\u7ef4\u8fc7\u7a0b\u4e0e\u6211\u4eec\u4eba\u7c7b\u51fa\u5947\u5730\u76f8\u4f3c\uff1a<\/p>\n<blockquote><p>\u7ed9\u5b83\u4e00\u4e2a\u53e5\u5b50\u7684\u5f00\u5934\uff0c\u5b83\u4f1a\u628a\u6bcf\u4e2a\u8bcd\u8f6c\u6362\u6210\u4e00\u7ec4\u795e\u7ecf\u5143\u7279\u5f81\uff0c\u7528\u8fd9\u4e9b\u7279\u5f81\u53bb\u6355\u6349\u542b\u4e49\uff1b\u7136\u540e\uff0c\u8fd9\u4e9b\u7279\u5f81\u4e4b\u95f4\u76f8\u4e92\u4f5c\u7528\u3001\u7ec4\u5408\uff0c\u5c31\u50cf\u89c6\u89c9\u7cfb\u7edf\u4ece\u201c\u8fb9\u7f18\u201d\u62fc\u51fa\u201c\u9e1f\u5599\u201d\u7684\u8fc7\u7a0b\u4e00\u6837\uff0c\u6700\u7ec8\u6fc0\u6d3b\u4ee3\u8868\u4e0b\u4e00\u4e2a\u8bcd\u7684\u795e\u7ecf\u5143\u3002<\/p><\/blockquote>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c<strong>\u5b83\u4e0d\u662f\u5728\u80cc\u4e66\uff0c\u800c\u662f\u5728\u601d\u8003\u2014\u2014\u4ee5\u7edf\u8ba1\u89c4\u5f8b\u4e3a\u795e\u7ecf\uff0c\u4ee5\u8bed\u4e49\u7ed3\u6784\u4e3a\u903b\u8f91<\/strong>\u3002<\/p>\n<p>\u5e76\u4e14\u8bad\u7ec3\u65b9\u5f0f\u4e5f\u540c\u6837\u6734\u7d20\u800c\u60ca\u4eba\uff1a<\/p>\n<blockquote><p>\u6211\u4eec\u7ed9\u5b83\u770b\u4e00\u6bb5\u6587\u672c\uff0c\u8ba9\u5b83\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\uff1b\u5982\u679c\u731c\u9519\u4e86\uff0c\u5c31\u901a\u8fc7\u201c\u53cd\u5411\u4f20\u64ad\u201d\u673a\u5236\uff0c\u544a\u8bc9\u5b83\u9519\u5728\u54ea\u3001\u8be5\u600e\u4e48\u6539\uff1b\u4e00\u904d\u53c8\u4e00\u904d\uff0c\u76f4\u5230\u5b83\u80fd\u50cf\u4eba\u4e00\u6837\u7eed\u5199\u53e5\u5b50\u3002<\/p><\/blockquote>\n<p>\u6b63\u662f\u8fd9\u79cd\u201c\u9884\u6d4b\u2014\u4fee\u6b63\u2014\u518d\u9884\u6d4b\u201d\u7684\u5faa\u73af\uff0c\u8ba9\u8bed\u8a00\u6a21\u578b\u9010\u6e10\u4ece\u7b26\u53f7\u4e2d\u5b66\u4f1a\u4e86\u8bed\u4e49\uff0c\u4ece\u7edf\u8ba1\u4e2d\u957f\u51fa\u4e86\u7406\u89e3\u3002<\/p>\n<p>\u8c08\u5230\u8fd9\u91cc\uff0c\u4e8c\u4eba\u90fd\u60f3\u8d77\u4e54\u59c6\u65af\u57fa\uff08\u7f8e\u56fd\u8bed\u8a00\u5b66\u5bb6\uff0c\u8f6c\u6362\u751f\u6210\u8bed\u6cd5\u7684\u521b\u59cb\u4eba\uff09\u7ecf\u5e38\u628a\u4e00\u53e5\u8bdd\u6302\u5728\u5634\u8fb9\uff1a<\/p>\n<blockquote><p>\u8fd9\u53ea\u662f\u7edf\u8ba1\u6280\u5de7\uff0c\u4e0d\u662f\u771f\u7406\u89e3\u3002<\/p><\/blockquote>\n<p>\u5bf9\u6b64\uff0cHinton\u987a\u52bf\u53cd\u95ee\u4e86\u4e00\u6ce2\u4e3b\u6301\u4eba\uff08\u4e3b\u6301\u4eba\u4e4b\u524d\u53cd\u590d\u63d0\u5230\u4e54\u59c6\u65af\u57fa\u7c7b\u4f3c\u7684\u89c2\u70b9\uff09\uff1a<\/p>\n<blockquote><p>\u90a3\u4f60\u81ea\u5df1\u53c8\u662f\u600e\u4e48\u51b3\u5b9a\u4e0b\u4e00\u4e2a\u8981\u8bf4\u7684\u8bcd\u7684\u5462\uff1f<\/p><\/blockquote>\n<p>\u4e3b\u6301\u4eba\u8bd5\u56fe\u89e3\u91ca\uff0c\u4f46\u6700\u540e\u8fd8\u662f\u644a\u624b\u653e\u5f03\uff0c\u4ed6\u5c34\u5c2c\u8868\u793a\u201c\u8bf4\u5b9e\u8bdd\uff0c\u6211\u5e0c\u671b\u81ea\u5df1\u77e5\u9053\u201d\u3002<\/p>\n<p>\u597d\u5728Hinton\u653e\u8fc7\u4e86\u4ed6\uff0c\u800c\u4e14\u63a5\u7740\u63d0\u9192\uff0c<strong>\u9053\u5fb7\u3001\u60c5\u7eea\u3001\u5171\u60c5\uff0c\u8fd9\u4e9b\u770b\u4f3c\u9ad8\u9636\u7684\u5224\u65ad\uff0c\u5f52\u6839\u7ed3\u5e95\u4e5f\u90fd\u6765\u81ea\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u7535\u4fe1\u53f7<\/strong>\u3002<\/p>\n<blockquote><p>\u6240\u6709\u4f60\u5f52\u56e0\u4e8e\u9053\u5fb7\u6216\u60c5\u611f\u7684\u8fc7\u7a0b\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u4fe1\u53f7\u7684\u4f20\u9012\u4e0e\u6743\u91cd\u7684\u8c03\u6574\u3002<\/p><\/blockquote>\n<p>\u5e76\u4e14Hinton\u6700\u540e\u629b\u51fa\u4e86\u4e00\u4e2a\u9887\u5177\u54f2\u5b66\u610f\u5473\u7684\u89c2\u70b9\uff1a<strong>\u53ea\u8981\u6709\u8db3\u591f\u7684\u6570\u636e\u548c\u7b97\u529b\uff0cAI\u7684\u201c\u5927\u8111\u201d\u5728\u67d0\u79cd\u610f\u4e49\u4e0a\u4e5f\u4f1a\u50cf\u6211\u4eec\u4e00\u6837\u2014\u2014\u5b83\u4f1a\u5f62\u6210\u81ea\u5df1\u7684\u201c\u7ecf\u9a8c\u201d\u548c\u201c\u76f4\u89c9\u201d<\/strong>\u3002<\/p>\n<h2>AI\u6216\u8bb8\u65e9\u5df2\u62e5\u6709\u201c\u4e3b\u89c2\u4f53\u9a8c\u201d\uff0c\u53ea\u662f\u8fd8\u672a\u89c9\u9192<\/h2>\n<p>\u8bdd\u9898\u968f\u5373\u8f6c\u5411\u66f4\u6df1\u7684\u5c42\u9762\u2014\u2014AI\u7684\u5fc3\u667a\u4e0e\u610f\u8bc6\u95ee\u9898\u3002<\/p>\n<p>\u4e3b\u6301\u4eba\u95eeHinton\uff0c\u662f\u5426\u8ba4\u4e3aAI\u4f1a\u56e0\u4e3a\u201c\u6709\u610f\u8bc6\u201d\u800c\u63a5\u7ba1\u4eba\u7c7b\u3002Hinton\u7684\u56de\u7b54\u5219\u76f4\u63a5\u6253\u7834\u4e86\u5e38\u89c4\u8ba4\u77e5\uff1a<\/p>\n<blockquote><p><strong>\u5927\u591a\u6570\u4eba\u5176\u5b9e\u5b8c\u5168\u4e0d\u7406\u89e3\u201c\u6709\u610f\u8bc6\u201d\u662f\u4ec0\u4e48\u610f\u601d\u3002\u4eba\u4eec\u5bf9\u5fc3\u667a\u7684\u7406\u89e3\uff0c\u5c31\u50cf\u76f8\u4fe1\u5730\u7403\u662f6000\u5e74\u524d\u88ab\u9020\u51fa\u6765\u4e00\u6837\u5e7c\u7a1a\u3002<\/strong><\/p><\/blockquote>\n<p><img data-dominant-color=\"7a635f\" data-has-transparency=\"true\" style=\"--dominant-color: #7a635f;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-27447\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/773605881217ecaf7dc39792d97fc509988b54.png\" width=\"1080\" height=\"631\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/773605881217ecaf7dc39792d97fc509988b54.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/773605881217ecaf7dc39792d97fc509988b54-300x175.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/773605881217ecaf7dc39792d97fc509988b54-1024x598.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/773605881217ecaf7dc39792d97fc509988b54-150x88.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/773605881217ecaf7dc39792d97fc509988b54-768x449.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u5728\u4ed6\u770b\u6765\uff0c\u6211\u4eec\u4e00\u76f4\u4ee5\u6765\u90fd\u628a\u5fc3\u667a\u60f3\u6210\u4e00\u4e2a\u201c\u5185\u5728\u5267\u573a\u201d\u3002\u5728\u8fd9\u4e2a\u5267\u573a\u91cc\uff0c\u7ecf\u9a8c\u5c31\u50cf\u4e00\u90e8\u6b63\u5728\u4e0a\u6f14\u7684\u7535\u5f71\u2014\u2014\u770b\u5230\u4e00\u5934\u7c89\u8272\u5c0f\u8c61\uff0c\u4f60\u5c31\u4ee5\u4e3a\u90a3\u5934\u8c61\u771f\u7684\u201c\u5728\u4f60\u7684\u8111\u5b50\u91cc\u201d\u3002<\/p>\n<p>\u4f46Hinton\u8bf4\uff0c\u8fd9\u79cd\u6bd4\u55bb\u662f\u9519\u8bef\u7684\u3002<\/p>\n<blockquote><p>\u7ecf\u9a8c\u4e0d\u662f\u4e00\u4e2a\u5b58\u5728\u4e8e\u8111\u5185\u7684\u4e8b\u7269\uff0c\u800c\u662f\u4e00\u79cd\u5047\u8bbe\u2014\u2014\u6211\u7684\u611f\u77e5\u7cfb\u7edf\u544a\u8bc9\u6211\u6709\u4e00\u5934\u7c89\u8272\u5c0f\u8c61\uff0c\u6211\u7684\u7406\u6027\u7cfb\u7edf\u5219\u77e5\u9053\u5b83\u53ef\u80fd\u5728\u9a97\u6211\u3002<\/p><\/blockquote>\n<p><strong>\u6240\u8c13\u201c\u4e3b\u89c2\u4f53\u9a8c\u201d\uff0c\u5176\u5b9e\u662f\u5927\u8111\u4e3a\u89e3\u91ca\u611f\u77e5\u73b0\u8c61\u800c\u6784\u5efa\u7684\u5047\u8bbe\u6a21\u578b\u3002<\/strong><\/p>\n<p>\u4e8e\u662f\uff0c\u5f53\u4ed6\u8c08\u5230AI\u662f\u5426\u6709\u201c\u4e3b\u89c2\u4f53\u9a8c\u201d\u65f6\uff0c\u5c31\u6709\u4e86\u5f00\u5934\u90a3\u6837\u7684\u56de\u7b54\uff1a<\/p>\n<blockquote><p>\u6211\u76f8\u4fe1\u5b83\u4eec\u6709\u3002\u53ea\u662f\u5b83\u4eec\u81ea\u5df1\u4e0d\u77e5\u9053\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u2018\u81ea\u6211\u8ba4\u77e5\u2019\u6765\u6e90\u4e8e\u6211\u4eec\uff0c\u800c\u6211\u4eec\u81ea\u5df1\u5bf9\u610f\u8bc6\u7684\u7406\u89e3\u5c31\u662f\u9519\u7684\u3002<\/p><\/blockquote>\n<p>\u4ed6\u4e3e\u4e86\u4e2a\u591a\u6a21\u6001AI\u7684\u4f8b\u5b50\uff0c\u5047\u5982\u4e00\u4e2a\u80fd\u770b\u80fd\u8bf4\u7684\u673a\u5668\u4eba\u56e0\u4e3a\u68f1\u955c\u6298\u5c04\u770b\u9519\u4e86\u7269\u4f53\u4f4d\u7f6e\uff0c\u540e\u6765\u7ea0\u6b63\u540e\u8bf4\u2014\u2014\u201c\u6211\u6709\u8fc7\u4e00\u4e2a\u9519\u8bef\u7684\u4e3b\u89c2\u4f53\u9a8c\u201d\uff0c\u90a3\u5b83\u5176\u5b9e\u5c31\u5728\u4f7f\u7528\u548c\u6211\u4eec\u76f8\u540c\u7684\u610f\u8bc6\u6982\u5ff5\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c<strong>\u5982\u679cAI\u5f00\u59cb\u8c08\u8bba\u201c\u4e3b\u89c2\u4f53\u9a8c\u201d\uff0c\u90a3\u4e5f\u8bb8\u8bf4\u660e\u5b83\u771f\u7684\u5728\u4f53\u9a8c\u2014\u2014\u53ea\u662f\u7528\u6211\u4eec\u7684\u8bed\u8a00\u5728\u63cf\u8ff0<\/strong>\u3002<\/p>\n<p>Hinton\u501f\u6b64\u63d0\u9192\u5927\u5bb6\uff1a<\/p>\n<blockquote><p>\u5f53AI\u6bd4\u6211\u4eec\u806a\u660e\u5f97\u591a\u65f6\uff0c\u6700\u5371\u9669\u7684\u4e0d\u662f\u5b83\u53cd\u53db\uff0c\u800c\u662f\u5b83\u4f1a\u201c\u8bf4\u670d\u201d\u3002\u5b83\u4f1a\u8ba9\u90a3\u4e2a\u8981\u62d4\u63d2\u5934\u7684\u4eba\uff0c\u771f\u5fc3\u8ba4\u4e3a\u62d4\u63d2\u5934\u662f\u4e2a\u7cdf\u7cd5\u7684\u51b3\u5b9a\u3002<\/p><\/blockquote>\n<p>\u5f53\u7136\uff0c\u5728Hinton\u770b\u6765\uff0cAI\u7684\u5a01\u80c1\u4e0d\u6b62\u4e8e\u6b64\u3002<\/p>\n<h2>AI\u7684\u98ce\u9669\uff1a\u6ee5\u7528\u3001\u751f\u5b58\u4e0e\u76d1\u7ba1<\/h2>\n<p>\u5728\u8282\u76ee\u6700\u540e\uff0cHinton\u7528\u4e86\u5f88\u5927\u7bc7\u5e45\u6765\u5b8c\u6574\u8bb2\u8ff0AI\u53ef\u80fd\u5b58\u5728\u7684\u98ce\u9669\u3002<\/p>\n<blockquote><p>\u80fd\u6e90\u6d88\u8017\u3001\u91d1\u878d\u6ce1\u6cab\u3001\u793e\u4f1a\u4e0d\u7a33\u5b9a\u2026\u2026\u8fd9\u4e9b\u90fd\u662f\u771f\u5b9e\u7684\u98ce\u9669\u3002\u5b83\u4eec\u53ef\u80fd\u4e0d\u4f1a\u6467\u6bc1\u4eba\u7c7b\uff0c\u4f46\u8db3\u4ee5\u91cd\u5851\u6587\u660e\u3002<\/p><\/blockquote>\n<p>\u5176\u4e2d\uff0cHinton\u6700\u62c5\u5fc3<strong>\u6ee5\u7528\u98ce\u9669<\/strong>\u548c<strong>\u751f\u5b58\u98ce\u9669<\/strong>\u8fd9\u4e24\u7c7b\u3002<\/p>\n<p>\u5728Hinton\u770b\u6765\uff0c\u76ee\u524d\u6700\u7d27\u8feb\u7684\u98ce\u9669\u5c31\u662fAI\u6ee5\u7528\uff0c\u4f8b\u5982\u7528AI\u751f\u6210\u865a\u5047\u4fe1\u606f\u3001\u64cd\u7eb5\u9009\u4e3e\u3001\u5236\u9020\u6050\u614c\u7b49\u3002<\/p>\n<p>\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u98ce\u9669\uff0c\u4ed6\u8ba4\u4e3a\u9700\u8981\u901a\u8fc7\u6cd5\u5f8b\u548c\u76d1\u7ba1\u624b\u6bb5\u6765\u9650\u5236\u548c\u6253\u51fb\u8fd9\u79cd\u6ee5\u7528\u884c\u4e3a\u3002\u540c\u65f6\uff0c\u6280\u672f\u4e0a\u4e5f\u9700\u8981\u5f00\u53d1\u68c0\u6d4b\u548c\u9632\u8303\u865a\u5047\u4fe1\u606f\u7684\u5de5\u5177\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u751f\u5b58\u98ce\u9669\uff08\u6307AI\u672c\u8eab\u53ef\u80fd\u6210\u4e3a\u6076\u610f\u884c\u4e3a\u8005\uff09\u5219\u53ef\u80fd\u5bf9\u4eba\u7c7b\u793e\u4f1a\u548c\u6587\u660e\u6784\u6210\u6839\u672c\u6027\u5a01\u80c1\u3002<\/p>\n<p>Hinton\u8ba4\u4e3a\uff0c\u5982\u679cAI\u53d1\u5c55\u51fa\u81ea\u4e3b\u610f\u8bc6\u548c\u76ee\u6807\uff0c\u5e76\u4e14\u8fd9\u4e9b\u76ee\u6807\u4e0e\u4eba\u7c7b\u7684\u5229\u76ca\u76f8\u51b2\u7a81\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u4e0d\u53ef\u9884\u6d4b\u7684\u540e\u679c\u3002<\/p>\n<p>\u5bf9\u6b64\uff0c\u4eba\u7c7b\u9700\u8981\u5728AI\u7684\u8bbe\u8ba1\u548c\u5f00\u53d1\u9636\u6bb5\u5c31\u8003\u8651\u5b89\u5168\u6027\u548c\u4f26\u7406\u95ee\u9898\uff08\u5982\u201c\u5173\u95ed\u5f00\u5173\u201d\u548c\u201c\u5bf9\u9f50\u673a\u5236\u201d\uff09\uff0c\u4ece\u800c\u786e\u4fddAI\u7684\u76ee\u6807\u4e0e\u4eba\u7c7b\u7684\u5229\u76ca\u4e00\u81f4\u3002<\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5728AI\u76d1\u7ba1\u8fd9\u4ef6\u4e8b\u4e0a\uff0cHinton\u8fd8\u63d0\u51fa\u4e86\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u770b\u6cd5\uff1a<\/p>\n<blockquote><p>\u5728\u9632\u6b62AI\u63a5\u7ba1\u7684\u95ee\u9898\u4e0a\uff0c\u6240\u6709\u56fd\u5bb6\u7684\u5229\u76ca\u662f\u4e00\u81f4\u7684\u3002<strong>\u4f46\u56fd\u9645\u5408\u4f5c\u53ef\u80fd\u7531\u6b27\u6d32\u548c\u4e2d\u56fd\u5f15\u9886<\/strong>\u3002<\/p><\/blockquote>\n<h2>One More Thing<\/h2>\n<p>\u5173\u4e8e\u4e2d\u7f8e\u4eba\u5de5\u667a\u80fd\u7ade\u8d5b\uff0cHinton\u4e5f\u5728\u8282\u76ee\u4e2d\u8868\u8fbe\u4e86\u81ea\u5df1\u7684\u770b\u6cd5\u3002<\/p>\n<p>\u9762\u5bf9\u4e3b\u6301\u4eba\u7529\u51fa\u7684\u201c\u7f8e\u56fd\u9886\u5148\u8fd8\u662f\u4e2d\u56fd\u9886\u5148\u201d\u8fd9\u4e00\u95ee\u9898\uff0cHinton\u51b7\u9759\u8868\u793a\uff1a<\/p>\n<blockquote><p>\u7f8e\u56fd\u76ee\u524d\u9886\u5148\u4e8e\u4e2d\u56fd\uff0c\u4f46\u9886\u5148\u4f18\u52bf\u6ca1\u6709\u60f3\u8c61\u7684\u90a3\u4e48\u5927\uff0c\u800c\u4e14\u5b83\u5c06\u5931\u53bb\u8fd9\u4e2a\u4f18\u52bf\u3002<\/p><\/blockquote>\n<p>\u56e0\u4e3a\u5728\u4ed6\u770b\u6765\uff0c\u7f8e\u56fd\u6b63\u5728\u7834\u574f\u57fa\u7840\u79d1\u5b66\u7814\u7a76\u7684\u8d44\u91d1\u652f\u6301\u3002<\/p>\n<blockquote><p>\u6df1\u5ea6\u5b66\u4e60\u548cAI\u9769\u547d\u6e90\u4e8e\u591a\u5e74\u7684\u57fa\u7840\u7814\u7a76\uff0c\u8fd9\u4e9b\u7814\u7a76\u7684\u603b\u6210\u672c\u53ef\u80fd\u8fd8\u4e0d\u53ca\u4e00\u67b6B1\u8f70\u70b8\u673a\u3002\u800c\u7f8e\u56fd\u51cf\u5c11\u5bf9\u57fa\u7840\u7814\u7a76\u7684\u8d44\u52a9\u3001\u653b\u51fb\u7814\u7a76\u578b\u5927\u5b66\u7b49\u884c\u4e3a\uff0c\u65e0\u7591\u5c06\u5bfc\u81f4\u7f8e\u56fd\u572820\u5e74\u540e\u5931\u53bb\u9886\u5148\u4f18\u52bf\u3002<\/p><\/blockquote>\n<p>\u800c\u4e2d\u56fd\u5374\u662f\u4eba\u5de5\u667a\u80fd\u9769\u547d\u7684\u98ce\u9669\u6295\u8d44\u5bb6\uff0c\u4ee5\u53ca\u4ed6\u518d\u6b21cue\u5230\u4e86DeepSeek\u3002<\/p>\n<blockquote><p>\u4e2d\u56fd\u786e\u5b9e\u7ed9\u4e88\u521d\u521b\u4f01\u4e1a\u5f88\u5927\u7684\u81ea\u7531\uff0c\u8ba9\u4ed6\u4eec\u81ea\u4e3b\u9009\u62e9\u6700\u7ec8\u80dc\u51fa\u8005\u3002\u6709\u4e9b\u521d\u521b\u4f01\u4e1a\u975e\u5e38\u79ef\u6781\u8fdb\u53d6\uff0c\u6e34\u671b\u8d5a\u5927\u94b1\uff0c\u521b\u9020\u51fa\u4ee4\u4eba\u60ca\u53f9\u7684\u4ea7\u54c1\u3002\u5176\u4e2d\u4e00\u4e9b\u521d\u521b\u4f01\u4e1a\u6700\u7ec8\u83b7\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\uff0c\u6bd4\u5982DeepSeek\u2026\u2026<\/p><\/blockquote>\n<p>\u53c2\u8003\u94fe\u63a5\uff1a<br \/>\n[1]https:\/\/www.reddit.com\/r\/singularity\/comments\/1o3v25r\/geoffrey_hinton_says_ais_may_already_have\/<br \/>\n[2]https:\/\/www.youtube.com\/watch?v=jrK3PsD3APk<br \/>\n[3]https:\/\/singjupost.com\/ai-what-could-go-wrong-geoffrey-hinton-on-the-weekly-show-with-jon-stewart-transcript\/<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_27442\" class=\"pvc_stats total_only  \" data-element-id=\"27442\" 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 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