{"id":839,"date":"2025-11-29T07:00:00","date_gmt":"2025-11-28T23:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=839"},"modified":"2025-11-28T13:11:55","modified_gmt":"2025-11-28T05:11:55","slug":"%e5%9b%be%e7%81%b5%e5%a5%96%e5%be%97%e4%b8%bb-yann-lecun%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%98%af%e6%ad%bb%e8%83%a1%e5%90%8c%ef%bc%8c%e4%b8%8b%e4%b8%80%e6%ad%a5%e6%8a%bc%e5%9c%a8","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/11\/29\/839\/","title":{"rendered":"\u56fe\u7075\u5956\u5f97\u4e3b Yann LeCun\uff1a\u5927\u6a21\u578b\u662f\u201c\u6b7b\u80e1\u540c\u201d\uff0c\u4e0b\u4e00\u6b65\u62bc\u5728\u54ea\u4e00\u6761\u8def\uff1f"},"content":{"rendered":"\n<p>LeCun\u79bbMeta\u521bAMI\uff0c\u79f0LLM\u662f\u6b7b\u80e1\u540c\uff0c\u62bc\u6ce8\u4e16\u754c\u6a21\u578b\u3002<\/p>\n\n\n\n<p>2025 \u5e74 11 \u6708 19 \u65e5\uff0c\u56fe\u7075\u5956\u5f97\u4e3b Yann LeCun \u5ba3\u5e03\uff1a\u81ea\u5df1\u5c06\u79bb\u5f00 Meta\uff0c\u8f6c\u5411\u521b\u529e\u4e00\u5bb6\u4e13\u6ce8 Advanced Machine Intelligence\uff08AMI\uff09\u7684\u65b0\u516c\u53f8\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e0d\u662f\u666e\u901a\u7684\u9ad8\u7ba1\u8df3\u69fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251128\/v2_7742f5ad6f0e46d1937484441629c858@5965293_oswg113110oswg1080oswg405_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\uff08CNBC\uff1aYann LeCun \u5373\u5c06\u79bb\u804c\uff0c\u521b\u7acb\u81ea\u5df1\u7684\u521d\u521b\u516c\u53f8\uff09<\/p>\n\n\n\n<p>\u8fd9\u4f4d\u56fe\u7075\u5956\u5f97\u4e3b\u6ca1\u6709\u9009\u62e9\u52a0\u5165 LLM \u7684\u519b\u5907\u7ade\u8d5b\uff0c\u800c\u662f\u6295\u8eab\u4e00\u4e2a\u88ab\u51b7\u843d\u591a\u5e74\u7684\u65b9\u5411\uff1a\u4e16\u754c\u6a21\u578b\u3002<\/p>\n\n\n\n<p>LeCun \u7528\u4e86\u4e00\u4e2a\u6781\u7aef\u8bcd\u8bed\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u662f\u901a\u5f80\u4eba\u7c7b\u667a\u80fd\u7684\u201c\u6b7b\u80e1\u540c\u201d\uff08dead end\uff09\u3002<\/p>\n\n\n\n<p>\u5728 11 \u6708 23 \u65e5\u7684\u4e00\u573a\u9898\u4e3a\u300aDo LLMs Understand?\u300b\u7684\u516c\u5f00\u5bf9\u8c08\u4e2d\uff0c\u4ed6\u76f4\u63a5\u6307\u51fa\uff1aLLM\u64c5\u957f\u8bed\u8a00\u8868\u8fbe\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u771f\u5b9e\u4e16\u754c\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<p>\u51e0\u4e4e\u540c\u65f6\uff0cOpenAI\u524d\u9996\u5e2d\u79d1\u5b66\u5bb6 Ilya Sutskever \u5728 11 \u6708 25 \u65e5\u7684\u64ad\u5ba2\u4e2d\u4e5f\u63d0\u51fa\uff1a\u201cJust Add GPUs\uff08\u62fc\u7b97\u529b\uff09\u201d\u7684\u65f6\u4ee3\u7ed3\u675f\u4e86\u3002<\/p>\n\n\n\n<p>\u4e00\u5468\u4e4b\u5185\uff0c\u4e24\u4f4d\u6df1\u5ea6\u5b66\u4e60\u5148\u9a71\u4e0d\u7ea6\u800c\u540c\u5730\u8d28\u7591\u4e3b\u6d41\u8def\u7ebf\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e0d\u662f\u5076\u7136\uff0c\u800c\u662f\u6280\u672f\u8def\u7ebf\u96c6\u4f53\u8f6c\u5411\u7684\u4fe1\u53f7\uff1a\u540eLLM\u65f6\u4ee3\uff0c\u6b63\u5728\u6210\u5f62\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7b2c\u4e00\u8282 | \u4e3a\u4ec0\u4e48\u4ed6\u8bf4\u5927\u6a21\u578b\u662f\u6b7b\u80e1\u540c\uff1f<\/strong><\/h2>\n\n\n\n<p>\u5728\u8ba8\u8bba\u4e16\u754c\u6a21\u578b\u4e4b\u524d\uff0c\u5fc5\u987b\u5148\u641e\u6e05\u695a\uff1a\u4e3a\u4ec0\u4e48Yann LeCun \u4f1a\u628a LLM \u79f0\u4e3a\u201c\u6b7b\u80e1\u540c\u201d\u3002<\/p>\n\n\n\n<p>\u4ed6\u7ed9\u51fa\u7684\u7b54\u6848\uff0c\u6bd4\u5916\u754c\u4ee5\u4e3a\u7684\u66f4\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p><strong>\u2460 \u6a21\u578b\u8d8a\u6765\u8d8a\u5927\uff0c\u4f46\u7406\u89e3\u6ca1\u6709\u8ddf\u4e0a<\/strong><\/p>\n\n\n\n<p>LeCun \u7684\u539f\u8bdd\u662f\uff1aLLM \u5728\u8bed\u8a00\u5c42\u9762\u8868\u73b0\u4e0d\u9519\uff0c\u4f46\u5b83\u4eec\u5e76\u4e0d\u7406\u89e3\u4e16\u754c\u3002\u6ca1\u6709\u5e38\u8bc6\uff0c\u4e5f\u6ca1\u6709\u56e0\u679c\u5173\u7cfb\uff0c\u53ea\u662f\u5927\u91cf\u7edf\u8ba1\u76f8\u5173\u6027\u7684\u5806\u53e0\u3002<\/p>\n\n\n\n<p>\u6362\u53e5\u8bdd\u8bf4\uff1a\u89c4\u6a21\u80fd\u8ba9\u6a21\u578b\u66f4\u50cf\u4f1a\u8bf4\u8bdd\u7684\u4eba\uff0c\u4f46\u4e0d\u80fd\u8ba9\u5b83\u66f4\u50cf\u61c2\u4e16\u754c\u7684\u4eba\u3002<\/p>\n\n\n\n<p>\u4e8b\u5b9e\u4e0a\uff0cMeta \u7684 Llama 4 \u5c31\u662f\u6700\u597d\u7684\u4f8b\u8bc1\u30022025 \u5e74 4 \u6708\u53d1\u5e03\u540e\uff0c\u5b83\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u8868\u73b0\u8fdc\u4e0d\u5982\u57fa\u51c6\u6d4b\u8bd5\uff0c\u751a\u81f3\u88ab\u5f00\u53d1\u8005\u8d28\u7591\u8fc7\u5ea6\u4f18\u5316\u4e86\u8bc4\u6d4b\u6307\u6807\u3002<\/p>\n\n\n\n<p>\u6b63\u5e94\u9a8c\u4e86 LeCun \u7684\u5224\u65ad\uff1a\u8bed\u8a00\u6d41\u7545\u5ea6\u63d0\u5347\u4e86\uff0c\u4f46\u4e16\u754c\u7406\u89e3\u529b\u6ca1\u6709\u8ddf\u4e0a\u3002<\/p>\n\n\n\n<p><strong>\u2461 LLM\u7684\u80fd\u529b\u5929\u82b1\u677f\uff0c\u5df2\u7ecf\u5728\u5b9e\u9a8c\u5ba4\u91cc\u663e\u9732<\/strong><\/p>\n\n\n\n<p>\u4ed6\u5728\u516c\u5f00\u5bf9\u8bdd\u4e2d\u5f3a\u8c03\uff1a\u6211\u4eec\u770b\u5230\u6027\u80fd\u6b63\u5728\u9971\u548c\u3002\u66f4\u5927\u7684\u6a21\u578b\uff0c\u4e0d\u4e00\u5b9a\u5e26\u6765\u66f4\u9ad8\u7684\u771f\u5b9e\u667a\u80fd\u3002<\/p>\n\n\n\n<p>\u8bad\u7ec3\u6570\u636e\u6b63\u5728\u903c\u8fd1\u6781\u9650\uff0c\u7b97\u529b\u6210\u672c\u5448\u6307\u6570\u4e0a\u6da8\uff0c\u800c\u7406\u89e3\u529b\u5374\u6ca1\u6709\u540c\u6b65\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f\u4ed6\u6240\u8c13\u7684\u6b7b\u80e1\u540c\uff1a\u7ee7\u7eed\u5806\u7b97\u529b\uff0c\u8fb9\u9645\u6536\u76ca\u8d8a\u6765\u8d8a\u4f4e\u3002<\/p>\n\n\n\n<p>OpenAI\u524d\u9996\u5e2d\u79d1\u5b66\u5bb6Ilya 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wp-block-quote-is-layout-flow\">\n<p><strong>\u8bed\u8a00\u662f\u4eba\u7c7b\u667a\u80fd\u7684\u526f\u4ea7\u54c1\uff0c\u4e0d\u662f\u6838\u5fc3\u673a\u5236\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u8fd9\u53e5\u8bdd\u80cc\u540e\u7684\u903b\u8f91\u662f\uff1a\u8bed\u8a00\u53ea\u63cf\u8ff0\u4e16\u754c\u7684\u4e00\u90e8\u5206\uff0c\u800c\u771f\u6b63\u7684\u667a\u80fd\u6765\u81ea\u5bf9\u7269\u7406\u4e16\u754c\u7684\u5efa\u6a21\u3001\u9884\u6d4b\u548c\u884c\u52a8\u3002<\/p>\n\n\n\n<p>\u4f46LLM\u505a\u4e0d\u5230\u8fd9\u4e00\u70b9\u3002\u5b83\u4eec\u8fde\u676f\u5b50\u4e3a\u4ec0\u4e48\u4e0d\u4f1a\u7a7f\u8fc7\u684c\u5b50\u90fd\u4e0d\u7406\u89e3\u3002\u5b83\u4eec\u77e5\u9053\u8bed\u8a00\u4e2d\u7684\u89c4\u5f8b\uff0c\u5374\u4e0d\u77e5\u9053\u4e16\u754c\u7684\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p>\u98de\u673a\u7684\u8bbe\u8ba1\u7075\u611f\u6765\u81ea\u9e1f\u7c7b\uff0c\u4f46\u4e0d\u662f\u7b80\u5355\u6a21\u4eff\u9e1f\u7c7b\u7684\u98de\u884c\u65b9\u5f0f\u3002\u540c\u6837\uff0c\u667a\u80fd\u4e5f\u4e0d\u662f\u9760\u6a21\u4eff\u8bed\u8a00\u8868\u9762\u89c4\u5f8b\u4ea7\u751f\u7684\u3002<\/p>\n\n\n\n<p><strong>\u2463 LLM\u505a\u4e0d\u5230\u89c4\u5212\uff0c\u66f4\u505a\u4e0d\u5230\u884c\u52a8<\/strong><\/p>\n\n\n\n<p>LeCun \u7684\u6279\u5224\u91cd\u70b9\u5728\u4e8e\uff1aLLM \u53ea\u662f\u5728\u5bf9\u8bdd\u91cc\u770b\u8d77\u6765\u806a\u660e\uff0c\u4f46\u5728\u6d89\u53ca\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u957f\u671f\u89c4\u5212\u3001\u5177\u8eab\u4ea4\u4e92\u65f6\uff0c\u80fd\u529b\u9aa4\u964d\u3002<\/p>\n\n\n\n<p>\u4ed6\u4e3e\u4e86\u4e00\u4e2a\u523a\u773c\u7684\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n<p>\u4e00\u4e2a\u5341\u51e0\u5c81\u7684\u5b69\u5b50\uff0c20\u5c0f\u65f6\u5c31\u80fd\u5b66\u4f1a\u5f00\u8f66\u3002 \u4f46\u6211\u4eec\u5230\u73b0\u5728\u8fd8\u6ca1\u6709level 5\u7684\u81ea\u52a8\u9a7e\u9a76\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u5b69\u5b50\u7b2c\u4e00\u6b21\u5c31\u80fd\u6e05\u7406\u9910\u684c\u3001\u88c5\u6ee1\u6d17\u7897\u673a\u3002 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