{"id":4997,"date":"2026-05-20T09:00:20","date_gmt":"2026-05-20T01:00:20","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/05\/20\/lecun%e7%82%ae%e8%bd%b0hinton%ef%bc%9a%e4%bb%96%e8%ae%a4%e5%8f%afllm%e5%b0%b1%e6%98%af%e6%83%b3%e6%91%86%e7%83%82%e9%80%80%e4%bc%91%e4%ba%86%ef%bc%81\/"},"modified":"2026-05-20T09:00:20","modified_gmt":"2026-05-20T01:00:20","slug":"lecun%e7%82%ae%e8%bd%b0hinton%ef%bc%9a%e4%bb%96%e8%ae%a4%e5%8f%afllm%e5%b0%b1%e6%98%af%e6%83%b3%e6%91%86%e7%83%82%e9%80%80%e4%bc%91%e4%ba%86%ef%bc%81","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/05\/20\/lecun%e7%82%ae%e8%bd%b0hinton%ef%bc%9a%e4%bb%96%e8%ae%a4%e5%8f%afllm%e5%b0%b1%e6%98%af%e6%83%b3%e6%91%86%e7%83%82%e9%80%80%e4%bc%91%e4%ba%86%ef%bc%81\/","title":{"rendered":"LeCun\u70ae\u8f70Hinton\uff1a\u4ed6\u8ba4\u53efLLM\u5c31\u662f\u60f3\u6446\u70c2\u9000\u4f11\u4e86\uff01"},"content":{"rendered":"
\"LeCun\u70ae\u8f70Hinton\uff1a\u4ed6\u8ba4\u53efLLM\u5c31\u662f\u60f3\u6446\u70c2\u9000\u4f11\u4e86\uff01\"\/<\/div><\/figure>\n
\"LeCun\u70ae\u8f70Hinton\uff1a\u4ed6\u8ba4\u53efLLM\u5c31\u662f\u60f3\u6446\u70c2\u9000\u4f11\u4e86\uff01\"\/<\/div><\/figure>\n

Jay \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

Lecun\u8fd9\u6b21\u662f\u771f\u8ddfHinton\u7206\u4e86\u2026\u2026<\/p>\n

Hinton\u4e4b\u524d\u4ece\u6765\u6ca1\u7279\u522b\u5173\u6ce8\u8fc7LLM\u3002\u7ed3\u679c2023\u5e74GPT-4\u51fa\u6765\uff0c\u4ed6\u7a81\u7136\u8ddf\u987f\u609f\u4e86\u4e00\u6837\uff1a<\/p>\n

\u201c\u5929\u54ea\uff0c\u8fd9\u4e9b\u6a21\u578b\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\u4eba\u7c7b\u667a\u80fd\u4e86\uff0c\u5b83\u4eec\u53ef\u80fd\u6709\u4e3b\u89c2\u4f53\u9a8c\u2026\u2026\u201d<\/p>\n

\u5bf9\u4e8e\u8fd9\u79cd\u8f6c\u53d8\uff0cLecun\u8868\u793a\u2014\u2014<\/p>\n

\u5b8c\u5168\u4e0d\u8ba4\u540c\uff0c\u96be\u4ee5\u7406\u89e3\u3002<\/p>\n

\u6211\u611f\u89c9\u4ed6\u5c31\u662f\u60f3\u6446\u70c2\uff1a\u201c\u597d\u4e86\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u9700\u8981\u7684\uff0c\u6211\u53ef\u4ee5\u5ba3\u5e03\u80dc\u5229\u4e86\u3002\u201d<\/p>\n

\u201c\u55ef\u55ef\uff0c\u6211\u53ef\u4ee5\u9000\u4f11\u4e86\u3002\u7136\u540e\u5230\u5904\u53bb\u505a\u5173\u4e8eAI\u5371\u9669\u7684\u6f14\u8bb2\u3002\u201d<\/p>\n

\u7d27\u63a5\u7740\uff0c\u8bdd\u950b\u4e00\u8f6c\uff0c\u53c8\u628a\u77db\u5934\u6307\u5411\u4e86\u53e6\u4e00\u4f4d\u56fe\u7075\u5956\u5f97\u4e3b\u3002<\/p>\n

\u5176\u5b9e\u5f88\u591a\u4e8b\u60c5\u6211\u65e9\u5728\u51e0\u5e74\u524d\u5c31\u8bf4\u8fc7\uff0cHinton\u6700\u8fd1\u624d\u610f\u8bc6\u5230\u3002<\/p>\n

Bengio\u7684\u60c5\u51b5\u7c7b\u4f3c\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48Lecun\u5728\u88ab\u4e3b\u6301\u4eba\u95ee\u5230\u4e3a\u4f55\u5982\u6b64\u300c\u53e6\u7c7b\u300d\u65f6\uff0c\u56de\u7b54\uff1a<\/p>\n

\u4ece\u6765\u6ca1\u6709\u4ec0\u4e48\u6211\u548cHinton\u548cBengio\u5206\u9053\u626c\u9573\uff0c\u662f\u4ed6\u4eec\u53d8\u4e86\u3002<\/p>\n

\u65e2\u7136\u8981\u53ef\u6c57\u5927\u70b9\u5175\uff0c\u5f53\u7136\u907f\u514d\u4e0d\u4e86\u804a\u5230\u8001\u4e1c\u5bb6\u3002<\/p>\n

\u5230\u4e862024\u5e74\u521d\u3001\u5c24\u5176\u662f2025\u5e74\uff0cFAIR\u5df2\u7ecf\u4e0d\u7b26\u5408\u6211\u8ba4\u4e3a\u4fdd\u6301\u521b\u65b0\u3001\u7814\u7a76\u548c\u7a81\u7834\u6240\u9700\u8981\u7684\u6761\u4ef6\u4e86\u3002<\/p>\n

\u5f88\u591a\u4f18\u79c0\u7684\u4eba\u90fd\u8d70\u4e86\u3002<\/p>\n

\u81f3\u4e8e\u539f\u56e0\uff0cLecun\u8bf4\u5176\u5b9e\u624e\u514b\u4f2f\u683c\u5f88\u597d\uff0c\u9886\u5bfc\u5c42\u4e5f\u90fd\u5f88\u652f\u6301\u4ed6\u3002\u53ea\u4e0d\u8fc7\uff0cMeta\u4e5f\u5377\u5165LLM\u7ade\u8d5b\u540e\uff0c\u5b9e\u5728\u6ca1\u529e\u6cd5\u53ea\u987e\u7740\u57cb\u5934\u505a\u7814\u7a76\u4e86\u3002<\/p>\n

\u5bf9\u6b64\uff0cLecun\u8868\u793a\u5f88\u9057\u61be\u3002<\/p>\n

\u56e0\u4e3a\u5728\u4ed6\u770b\u6765\uff0c\u8981\u83b7\u5f97\u7a81\u7834\u6027\u7814\u7a76\u300c\u5176\u5b9e\u5f88\u7b80\u5355\u300d\u3002<\/p>\n

\u5c31\u96c7\u6700\u597d\u7684\u4eba\uff0c\u8fd9\u4e9b\u4eba\u6709\u55c5\u89c9\uff0c\u77e5\u9053\u8be5\u505a\u4ec0\u4e48\u3002\u4f60\u7ed9\u4ed6\u4eec\u6210\u529f\u6240\u9700\u7684\u8d44\u6e90\uff0c\u7136\u540e\u2026\u2026<\/p>\n

\u6eda\u5f00\uff0c\u522b\u6321\u8def\u3002<\/p>\n

\u4f46\u4e3b\u6301\u4eba\u8fd8\u662f\u4e0d\u592a\u6ee1\u610f\uff0c\u4e00\u8def\u5228\u6839\u95ee\u5e95\uff1a\u4e3a\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\uff1f\uff1f<\/p>\n

\u91cd\u70b9\u6000\u7591\u5bf9\u8c61\u2014\u2014\u4e9a\u5386\u5c71\u5927\u738b\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a<\/p>\n

Scale AI\u7684\u6536\u8d2d\u662f\u4e0d\u662f\u8fd9\u4e2a\u7eafLLM\u805a\u7126\u7684\u50ac\u5316\u5242\u4e4b\u4e00\uff1f<\/p>\n

LeCun\u7684\u56de\u7b54\u4e5f\u5f88\u5b9e\u5728\u4e86\uff0c\u771f\u662f\u95ee\u5565\u8bf4\u5565\u3002<\/p>\n

\u80af\u5b9a\u662f\u7684\u3002\u4f46\u6211\u4e0d\u786e\u5b9a\u6211\u662f\u5426\u6709\u8db3\u591f\u7684\u5185\u90e8\u4fe1\u606f\u6765\u8bc4\u8bba\u3002<\/p>\n

\u624e\u514b\u4f2f\u683c\u53ef\u80fd\u5728\u4e9a\u5386\u5c71\u5927\u738b\u8eab\u4e0a\u770b\u5230\u4e86\u67d0\u79cd\u63a5\u73ed\u4eba\u7684\u5f71\u5b50\uff0c\u4e00\u4e2a\u66f4\u5e74\u8f7b\u7248\u672c\u7684\u81ea\u5df1\u3002<\/p>\n

\u9664\u4e86\u8fd9\u4e9b\uff0c\u5f53\u7136\u4e5f\u4fdd\u7559\u4e86\u7ecf\u5178\u8282\u76ee\u3002<\/p>\n

Lecun\u7528\u5e26\u7740\u70b9\u8c03\u4f83\u7684\u8bed\u6c14\uff0c\u518d\u6b21\u5411LLM\u9635\u8425\u53d1\u8d77\u4e86\u6311\u8845\u3002<\/p>\n

JEPA\u7c7b\u4e16\u754c\u6a21\u578b\uff0c\u4e94\u5e74\u5185\u7edf\u6cbbAI\u5708\u3002\uff08\u7b11\uff09<\/p>\n

\u8fd9\u662fLecun\u7684\u6700\u65b0\u4e00\u671f\u64ad\u5ba2\u4e13\u8bbf\uff0c\u4ed6\u8ddf\u4e3b\u6301\u4eba\u804a\u4e86\u5feb\u4e00\u4e2a\u534a\u5c0f\u65f6\uff0c\u5173\u4e8e\u4e16\u754c\u6a21\u578b\u3001JEPA\u3001\u4e3a\u4ec0\u4e48\u79bb\u5f00Meta\u3001\u4e3a\u4ec0\u4e48LLM\u8d70\u4e0d\u5230AGI\u2026\u2026<\/p>\n

\u597d\u4e45\u6ca1\u6709\u8fd9\u4e48\u9010\u5b57\u9010\u53e5\u5730\u542c\u8bbf\u8c08\u4e86\uff0c\u771f\u6709\u70b9\u529b\u7aed\u3002<\/p>\n

\u5168\u7a0b\u4e0d\u6562\u8df3\u8fc7\uff0c\u5168\u7a0b\u65e0\u5c3f\u70b9\uff0cLecun\u5168\u7a0b\u90fd\u5728\u75af\u72c2\u8f93\u51fa\u66b4\u8bba\uff1a<\/p>\n

\u4ee5\u4e0b\u9644\u4e0a\u8bbf\u8c08\u5168\u6587\u3002<\/p>\n

Enjoy\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u5f53\u5e74\u62bc\u6ce8\u795e\u7ecf\u7f51\u7edc\uff0c\u6240\u6709\u4eba\u90fd\u5728\u8d28\u7591\u4f60\uff0c\u7ed3\u679c\u8bc1\u660e\u4f60\u662f\u5bf9\u7684\u3002<\/p>\n

\u73b0\u5728\u4f60\u53c8\u5728\u505a\u4e00\u4e2a\u7c7b\u4f3c\u7684\u4e8b\u60c5\uff0c\u62bc\u6ce8against LLM\u548c\u4e3b\u6d41\u7684\u751f\u6210\u5f0f\u67b6\u6784\u3002<\/p>\n

\u4f60\u6700\u8fd1\u8fd8\u56f4\u7ed5\u8fd9\u4e2a\u65b9\u5411\u521b\u529e\u4e86\u65b0\u516c\u53f8AMI\u3002AMI\u5728\u505a\u4ec0\u4e48\uff1f<\/p>\n

LeCun\uff1a\u9996\u5148\u6211\u8981\u8bf4\u6e05\u695a\uff0cLLM\u6ca1\u6709\u4ec0\u4e48\u95ee\u9898\u3002<\/p>\n

LLM\u662f\u5f88\u591a\u975e\u5e38\u6709\u7528\u7684AI\u4ea7\u54c1\u7684\u57fa\u7840\uff0c\u6211\u81ea\u5df1\u4e5f\u5728\u7528\uff0c\u5b83\u4eec\u5f88\u597d\uff0c\u505a\u5b83\u4eec\u8be5\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n

\u4f46LLM\u4e0d\u662f\u901a\u5f80\u4eba\u7c7b\u6c34\u5e73\u667a\u80fd\u7684\u8def\u5f84\uff0c\u751a\u81f3\u4e0d\u662f\u901a\u5f80\u52a8\u7269\u6c34\u5e73\u667a\u80fd\u7684\u8def\u5f84\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u81ea\u5df1\u8fd8\u5e2e\u7740\u505a\u4e86\u6700\u65e9\u4e00\u6279\u4e3b\u8981\u7684\u5f00\u6e90LLM\u3002<\/p>\n

LeCun\uff1a\u6ca1\u9519\u3002\u6240\u4ee5AMI\u662f\u4ec0\u4e48\uff1fAMI\u4ee3\u8868Advanced Machine Intelligence\uff0c\u6211\u4eec\u7684\u5b9a\u4f4d\u662fAI for the real world\u3002<\/p>\n

\u4eca\u5929\u5927\u5bb6\u719f\u77e5\u7684AI\u6280\u672f\uff0c\u64c5\u957f\u7684\u662f\u8bed\u8a00\u64cd\u4f5c\u3002<\/p>\n

\u8bed\u8a00\u662f\u5f88\u7279\u6b8a\u7684\u4e00\u79cd\u4e1c\u897f\uff0c\u5b83\u7279\u522b\u9002\u5408\u76ee\u524d\u8fd9\u4e9b\u6210\u529f\u7684\u67b6\u6784\u3002<\/p>\n

\u4f46\u73b0\u5b9e\u4e16\u754c\u5462\uff1f\u662f\u9ad8\u7ef4\u7684\u3001\u8fde\u7eed\u7684\u3001\u6709\u566a\u58f0\u7684\u3001\u6df7\u4e71\u7684\u3002\u96be\u5ea6\u5b8c\u5168\u4e0d\u5728\u4e00\u4e2a\u91cf\u7ea7\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u6211\u5927\u534a\u4e2a\u804c\u4e1a\u751f\u6daf\u5728\u505a\u7684\u4e8b\u60c5\uff0c\u8fc7\u53bb\u4e94\u516d\u5e74\u52a0\u901f\u63a8\u8fdb\uff0c\u6700\u8fd1\u4e24\u5e74\u53d6\u5f97\u4e86\u5b9e\u8d28\u6027\u8fdb\u5c55\u3002<\/p>\n

\u5230\u53bb\u5e74\u5e74\u5e95\uff0c\u5f88\u660e\u663eMeta\u5df2\u7ecf\u4e0d\u662f\u63a8\u8fdb\u8fd9\u4e2a\u9879\u76ee\u7684\u5408\u9002\u573a\u6240\u4e86\uff0c\u6240\u4ee5\u6211\u79bb\u5f00\u5e76\u521b\u529e\u4e86AMI\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u4f3c\u4e4e\u662f\u4e00\u4e2a\u884c\u4e1a\u8d8b\u52bf\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u4ece\u5927\u516c\u53f8\u6216\u7814\u7a76\u5b9e\u9a8c\u5ba4\u51fa\u6765\uff0c\u5e26\u7740\u81ea\u5df1\u5174\u594b\u7684\u7814\u7a76\u65b9\u5411\u521b\u4e1a\u3002<\/p>\n

LeCun\uff1a\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u5f88\u5947\u602a\u7684trade off\u3002<\/p>\n

\u6709\u4e24\u79cd\u6a21\u5f0f\u3002\u4e00\u79cd\u662f\u5927\u91cf\u63a2\u7d22\u6027\u7814\u7a76\uff0c\u5f88\u591a\u65b9\u5411\u5e76\u884c\u3002\u7136\u540e\u67d0\u4e2a\u4e1c\u897f\u597d\u50cfwork\u4e86\uff0c\u4f60\u9700\u8981\u7ee7\u7eed\u63a8\u8fdb\uff0c\u4f46\u5b83\u5df2\u7ecf\u4e0d\u662f\u7814\u7a76\u4e86\u3002<\/p>\n

\u505a\u8fd9\u4e9b\u4e8b\u7684\u4eba\u662f\u7814\u7a76\u5458\u2014\u2014\u81f3\u5c11\u5a92\u4f53\u8fd9\u4e48\u53eb\u4ed6\u4eec\u2014\u2014\u4f46\u5b9e\u9645\u4e0a\u5df2\u7ecf\u53d8\u6210\u4e86\u5de5\u7a0b\u548c\u4ea7\u54c1\u5316\u3002<\/p>\n

\u8fd9\u79cd\u4e8b\u5728Meta\u53d1\u751f\u8fc7\u597d\u51e0\u6b21\u3002<\/p>\n

2023\u5e74\u521d\uff0cFAIR\u5f00\u53d1\u7684Llama 1\u975e\u5e38\u6709\u524d\u666f\uff0cMeta\u4e13\u95e8\u521b\u5efa\u4e86Gen AI\u7ec4\u7ec7\u6765\u628a\u5b83\u53d8\u6210\u771f\u6b63\u7684\u4ea7\u54c1\uff0c\u540e\u6765\u51fa\u4e86Llama 2\u3001Llama 3\u3001Llama 4\u3002<\/p>\n

Llama 4\u6709\u70b9\u4ee4\u4eba\u5931\u671b\uff0c\u624e\u514b\u4f2f\u683c\u5bf9\u6b64\u4e0d\u6ee1\u610f\uff0c\u628a\u6574\u4e2a\u7ec4\u7ec7\u91cd\u7ec4\u4e86\uff0c\u6362\u4e86\u65b0\u4eba\u3002<\/p>\n

\u4f46\u8fc7\u53bb\u4e00\u5e74\u771f\u6b63\u53d1\u751f\u7684\u4e8b\u60c5\u662f\uff0cMeta\u610f\u8bc6\u5230\u81ea\u5df1\u843d\u540e\u4e86\uff0c\u4e8e\u662f\u628a\u6218\u7565\u91cd\u65b0\u805a\u7126\u5230\u8ffd\u8d76\u884c\u4e1a\u4e0a\u3002<\/p>\n

\u526f\u4f5c\u7528\u5c31\u662f\uff0c\u5927\u91cf\u7684\u63a2\u7d22\u6027\u7814\u7a76\u88ab\u964d\u4f4e\u4e86\u4f18\u5148\u7ea7\u3002<\/p>\n

\u6211\u505a\u7684JEPA\u548c\u4e16\u754c\u6a21\u578b\u7684\u5de5\u4f5c\u5012\u6ca1\u6709\u53d7\u5f71\u54cd\uff0c\u4f46\u516c\u53f8\u5176\u4ed6\u90e8\u5206\u5b8c\u5168\u805a\u7126\u5728LLM\u4e0a\u4e86\u3002<\/p>\n

\u8fd9\u8ba9\u6211\u5f88\u6e05\u695a\uff0cMeta\u4e0d\u518d\u662f\u63a8\u8fdb\u8fd9\u4e2a\u9879\u76ee\u7684\u5408\u9002\u5730\u65b9\u3002<\/p>\n

\u6211\u4eec\u6709\u4e86\u521d\u6b65\u6210\u679c\uff0c\u9700\u8981\u4ece\u7814\u7a76\u8f6c\u5411\u771f\u6b63\u7684\u6280\u672f\u5f00\u53d1\u3001\u89c4\u6a21\u5316\u548c\u4ea7\u54c1\u5316\u3002<\/p>\n

\u540c\u65f6\u6211\u4eec\u4e5f\u610f\u8bc6\u5230\uff0c\u5927\u90e8\u5206\u5e94\u7528\u573a\u666fMeta\u5176\u5b9e\u4e0d\u592a\u611f\u5174\u8da3\uff0c\u6bd4\u5982\u5236\u9020\u4e1a\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u5728\u8ffd\u6c42\u4e16\u754c\u6a21\u578b\u8fd9\u4e2a\u5927\u65b9\u5411\u3002\u4f46\u4e5f\u6709\u5176\u4ed6\u4eba\u4ece\u66f4\u504f\u751f\u6210\u5f0f\u7684\u89d2\u5ea6\u5207\u5165\u4e16\u754c\u6a21\u578b\uff0c\u6bd4\u5982Google\u7684Genie\u3001\u5404\u79cd\u89c6\u9891\u6a21\u578b\uff0cVLA\uff0c\u8fd8\u6709\u674e\u98de\u98de\u505a\u76843D\u7a7a\u95f4\u6a21\u578b\u2026\u2026\u4f60\u600e\u4e48\u770bJEPA\u6a21\u578b\u548c\u8fd9\u4e9b\u65b9\u6cd5\u7684\u6bd4\u8f83\uff1f<\/p>\n

LeCun\uff1a\u4e16\u754c\u6a21\u578b\u6b63\u5728\u5feb\u901f\u53d8\u6210\u4e00\u4e2abuzzword\uff0c\u5728\u7814\u7a76\u9886\u57df\u5df2\u7ecf\u662f\u4e86\uff0c\u5728\u5de5\u4e1a\u754c\u4e5f\u5f00\u59cb\u4e86\u3002<\/p>\n

VLA\u6211\u5c31\u4e0d\u591a\u8bf4\u4e86\u3002\u8fd9\u6761\u8def\u73b0\u5728\u666e\u904d\u88ab\u8ba4\u4e3a\u8d70\u4e0d\u901a\u4e86\uff0c\u4e0d\u591f\u53ef\u9760\uff0c\u9700\u8981\u7684\u8bad\u7ec3\u6570\u636e\u592a\u591a\u3002<\/p>\n

\u90a3\u4ec0\u4e48\u662f\u4e16\u754c\u6a21\u578b\uff1f\u4ece\u6839\u672c\u4e0a\u8bf4\uff0c\u4e16\u754c\u6a21\u578b\u5c31\u662f\u8ba9\u4e00\u4e2a\u667a\u80fd\u4f53\u80fd\u9884\u6d4b\u81ea\u5df1\u884c\u4e3a\u7684\u540e\u679c\u3002<\/p>\n

\u6211\u65e0\u6cd5\u60f3\u8c61\u4f60\u600e\u4e48\u80fd\u6784\u5efa\u4e00\u4e2aagent\u7cfb\u7edf\uff0c\u800c\u8fd9\u4e2a\u7cfb\u7edf\u6ca1\u6709\u9884\u6d4b\u81ea\u5df1\u884c\u4e3a\u540e\u679c\u7684\u80fd\u529b\u3002\u5982\u679c\u4eba\u7c7b\u4e0d\u8003\u8651\u540e\u679c\u5c31\u884c\u52a8\uff0c\u522b\u4eba\u4f1a\u89c9\u5f97\u6211\u4eec\u662f\u50bb\u5b50\u3002<\/p>\n

\u6240\u4ee5\u4e16\u754c\u6a21\u578b\u5c31\u662f\u8fd9\u4e48\u56de\u4e8b\uff0c\u80fd\u591f\u9884\u6d4b\u4f60\u81ea\u5df1\u884c\u4e3a\u7684\u540e\u679c\uff0c\u4f60\u5c31\u53ef\u4ee5\u89c4\u5212\u4e00\u7cfb\u5217\u884c\u52a8\u6765\u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\u3001\u8fbe\u6210\u4e00\u4e2a\u76ee\u6807\u3002<\/p>\n

\u901a\u8fc7\u89c4\u5212\u3001\u63a8\u7406\u3001\u641c\u7d22\u548c\u4f18\u5316\u6765\u505a\u8fd9\u4ef6\u4e8b\uff0c\u800c\u4e0d\u662f\u50cfLLM\u90a3\u6837\u4e00\u4e2atoken\u63a5\u4e00\u4e2atoken\u5730\u81ea\u56de\u5f52\u9884\u6d4b\u3002\u4f60\u662f\u5728\u641c\u7d22\u4e00\u4e2a\u80fd\u5b8c\u6210\u4efb\u52a1\u7684\u6700\u4f18\u884c\u52a8\u5e8f\u5217\u3002<\/p>\n

LLM\u6ca1\u6709\u9884\u6d4b\u81ea\u5df1\u884c\u4e3a\u540e\u679c\u7684\u80fd\u529b\uff0c\u4e5f\u6ca1\u6709\u771f\u6b63\u7684\u89c4\u5212\u80fd\u529b\uff0c\u56e0\u4e3a\u63a8\u7406\u5c31\u662f\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\uff0c\u4e0d\u662f\u641c\u7d22\u3002<\/p>\n

\u6240\u4ee5\uff0c\u667a\u80fd\u884c\u4e3a\u9700\u8981\u4e09\u4e2a\u7279\u5f81\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u9884\u6d4b\u884c\u4e3a\u540e\u679c\u7684\u80fd\u529b\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u901a\u8fc7\u4f18\u5316\u548c\u641c\u7d22\u6765\u89c4\u5212\u7684\u80fd\u529b\uff0c\u627e\u5230\u80fd\u4ea7\u751f\u6b63\u786e\u7ed3\u679c\u7684\u884c\u52a8\u5e8f\u5217\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u5c31\u662f\u4f60\u600e\u4e48\u9884\u6d4b\u884c\u4e3a\u7684\u540e\u679c\u3002<\/p>\n

\u6bd4\u5982\u6211\u9762\u524d\u6709\u4e00\u4e2a\u6ca1\u6709\u76d6\u7684\u6c34\u74f6\u3002\u5982\u679c\u6211\u63a8\u74f6\u5b50\u5e95\u90e8\uff0c\u5b83\u4f1a\u5728\u684c\u4e0a\u6ed1\u52a8\u3002\u5982\u679c\u6211\u63a8\u74f6\u5b50\u9876\u90e8\uff0c\u5b83\u53ef\u80fd\u4f1a\u7ffb\u5012\u3002<\/p>\n

\u4f46\u6211\u4eec\u65e0\u6cd5\u7cbe\u786e\u9884\u6d4b\u74f6\u5b50\u4f1a\u5f80\u54ea\u4e2a\u65b9\u5411\u5012\u3002\u6211\u4eec\u4e0d\u53ef\u80fd\u5728\u50cf\u7d20\u7ea7\u522b\u9884\u6d4b\u8fd9\u4e9b\u3002<\/p>\n

\u6211\u4eec\u5927\u8111\u4e2d\u7684\u4e16\u754c\u6a21\u578b\uff0c\u9884\u6d4b\u7684\u662f\u4e00\u4e2a\u62bd\u8c61\u5c42\u9762\u7684\u8868\u5f81\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u4e2a\u67b6\u6784\u7684\u8bbe\u8ba1\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u53d7\u4eba\u8111\u542f\u53d1\u7684\uff1f<\/p>\n

LeCun\uff1a\u81f3\u5c11\u662f\u53d7\u8ba4\u77e5\u79d1\u5b66\u7684\u542f\u53d1\u3002\u80fd\u4e0d\u80fd\u76f4\u63a5\u7ffb\u8bd1\u6210\u4e00\u4e2a\u5177\u4f53\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u8fd9\u4e2d\u95f4\u6709\u5f88\u5927\u7684gap\u3002<\/p>\n

\u8ba4\u77e5\u79d1\u5b66\u786e\u5b9e\u662f\u4e00\u4e2a\u52a8\u673a\u3002\u5fc3\u7406\u5b66\u4e2d\u7684\u7cfb\u7edf\u4e8c\u5c31\u662f\u8fd9\u4e2a\u610f\u601d\uff0c\u4f60\u5728\u505a\u6df1\u601d\u719f\u8651\u7684\u3001\u53cd\u601d\u6027\u7684\u884c\u4e3a\u65f6\uff0c\u4f1a\u60f3\u8c61\u3001\u9884\u6d4b\u81ea\u5df1\u884c\u4e3a\u7684\u540e\u679c\uff0c\u7136\u540e\u636e\u6b64\u89c4\u5212\u3002\u8ddf\u7cfb\u7edf\u4e00\u90a3\u79cd\u672c\u80fd\u7684\u3001\u53cd\u5e94\u6027\u7684\u884c\u4e3a\u4e0d\u540c\u3002<\/p>\n

\u6240\u4ee5\u6709\u7075\u611f\u6765\u6e90\uff0c\u4f46\u4e5f\u6709\u5927\u91cf\u7684\u5b9e\u8bc1\u8bc1\u636e\u8868\u660e\uff0c\u4f60\u4e0d\u5e94\u8be5\u53bb\u751f\u6210\u50cf\u7d20\u3002<\/p>\n

\u6211\u5bf9\u901a\u8fc7\u9884\u6d4b\u6765\u5efa\u7acb\u4e16\u754c\u6a21\u578b\u8fd9\u4ef6\u4e8b\u611f\u5174\u8da3\u5f88\u4e45\u4e86\u3002<\/p>\n

\u5927\u7ea6\u4e94\u5e74\u524d\u6709\u4e00\u4e2a\u987f\u609f\u7684\u65f6\u523b\uff0c\u6211\u610f\u8bc6\u5230\u6240\u6709\u6210\u529f\u5b66\u5230\u4e86\u597d\u7684\u56fe\u50cf\u548c\u89c6\u9891\u8868\u5f81\u7684\u67b6\u6784\uff0c\u90fd\u662f\u975e\u751f\u6210\u5f0f\u7684\u3002<\/p>\n

VAE\uff0c\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff0c\u6216\u8005\u66f4\u5e7f\u4e49\u7684\u81ea\u7f16\u7801\u5668\uff0c\u76f4\u89c9\u4e0a\u4f3c\u4e4e\u662f\u5b66\u4e60\u8f93\u5165\u7684\u62bd\u8c61\u8868\u5f81\u7684\u81ea\u7136\u65b9\u5f0f\u3002\u4f60\u628a\u56fe\u50cf\u8f93\u5165\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u8bad\u7ec3\u5b83\u5728\u8f93\u51fa\u7aef\u91cd\u5efa\u8f93\u5165\u3002<\/p>\n

\u4f46\u5982\u679c\u4f60\u7528\u4e00\u4e2a\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u76f4\u63a5\u8fd9\u4e48\u505a\uff0c\u4ec0\u4e48\u6709\u8da3\u7684\u4e8b\u60c5\u90fd\u4e0d\u4f1a\u53d1\u751f\uff0c\u5b83\u53ea\u662f\u5b66\u5230\u4e86\u6052\u7b49\u51fd\u6570\uff0c\u5b8c\u5168\u6ca1\u610f\u4e49\u3002<\/p>\n

\u7528VAE\u6765\u5b66\u56fe\u50cf\u8868\u5f81\uff0c\u80fd\u5f97\u5230\u4e00\u4e9b\u4e1c\u897f\uff0c\u4f46\u6548\u679c\u771f\u7684\u4e0d\u597d\u3002\u7a00\u758f\u81ea\u7f16\u7801\u5668\u4e5f\u4e00\u6837\u3002<\/p>\n

\u8fd8\u6709\u4e00\u7c7b\u6280\u672f\uff0c\u53ebdenoising auto encoder\uff0cMAE\u662f\u5b83\u7684\u4e00\u4e2a\u53d8\u4f53\uff0cBERT\u5728NLP\u91cc\u4e5f\u662f\u7c7b\u4f3c\u7684\u601d\u8def\u3002\u4f60\u628a\u56fe\u50cf\u635f\u574f\u4e00\u90e8\u5206\uff0c\u7136\u540e\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u6062\u590d\u539f\u59cb\u56fe\u50cf\u3002<\/p>\n

FAIR\u66fe\u7ecf\u6709\u4e00\u4e2a\u5927\u9879\u76ee\u505a\u8fd9\u4ef6\u4e8b\uff0c\u6295\u5165\u4e86\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\uff0c\u7ed3\u679c\u975e\u5e38\u4ee4\u4eba\u5931\u671b\u3002<\/p>\n

\u4f46\u540c\u65f6\uff0c\u4e00\u4e9b\u76f8\u540c\u7684\u4eba\u548c\u5df4\u9ece\u3001\u7ebd\u7ea6\u7684\u5176\u4ed6\u4eba\uff0c\u5728\u505a\u53e6\u4e00\u5957\u6280\u672f\uff0c\u7528\u7684\u662f\u975e\u751f\u6210\u5f0f\u67b6\u6784\u3002<\/p>\n

\u4f60\u62ff\u4e00\u5f20\u56fe\u50cf\uff0c\u635f\u574f\u5b83\uff0c\u628a\u4e24\u4e2a\u7248\u672c\u5206\u522b\u9001\u5165\u7f16\u7801\u5668\uff0c\u7136\u540e\u7528\u4e00\u4e2a\u9884\u6d4b\u5668\uff0c\u4ece\u635f\u574f\u7248\u672c\u7684\u8868\u5f81\u53bb\u9884\u6d4b\u539f\u59cb\u7248\u672c\u7684\u8868\u5f81\u3002<\/p>\n

\u8fd9\u5c31\u662fJEPA\u3002\u4e00\u4e2a\u7f16\u7801\u5668\u5bf9\u4e00\u4e2a\u89c2\u5bdf\u7f16\u7801\uff0c\u53e6\u4e00\u4e2a\u7f16\u7801\u5668\u5bf9\u53e6\u4e00\u4e2a\u89c2\u5bdf\u7f16\u7801\uff0c\u7136\u540e\u7528\u4e00\u4e2a\u9884\u6d4b\u5668\u4ece\u7b2c\u4e8c\u4e2a\u7684\u8868\u5f81\u9884\u6d4b\u7b2c\u4e00\u4e2a\u7684\u8868\u5f81\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u73b0\u5728\u5f88\u591a\u673a\u5668\u4eba\u516c\u53f8\u53d1\u5e03\u7684demo\u8d8a\u6765\u8d8aimpressive\uff0c\u4f3c\u4e4e\u5c55\u793a\u4e86\u67d0\u79cd\u89c4\u5212\u548c\u63a8\u7406\u80fd\u529b\uff0c\u5373\u4f7f\u9762\u5bf9\u6ca1\u89c1\u8fc7\u7684\u623f\u95f4\u6216\u4efb\u52a1\u7248\u672c\u4e5f\u80fd\u6267\u884c\u3002\u4f60\u600e\u4e48\u770b\uff1f<\/p>\n

LeCun\uff1a\u786e\u5b9e\u6709\u771f\u5b9e\u7684\u8fdb\u5c55\uff0c\u6709\u4e9bdemo\u786e\u5b9e\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002\u4f46\u8fd9\u4e9b\u7cfb\u7edf\u9700\u8981\u6d77\u91cf\u7684\u6570\u636e\u6765\u8bad\u7ec3\uff0c\u8981\u4e48\u901a\u8fc7\u9065\u64cd\u4f5c\u91c7\u96c6\uff0c\u8981\u4e48\u901a\u8fc7\u4eba\u624b\u63e1\u7740\u5939\u6301\u5668\u64cd\u4f5c\u6765\u6536\u96c6\u2026\u2026<\/p>\n

\u4e3b\u8981\u9760\u6a21\u4eff\u5b66\u4e60\u8bad\u7ec3\uff0c\u52a0\u4e0a\u4e00\u70b9\u5728\u4eff\u771f\u4e2d\u505a\u7684\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n

\u95ee\u9898\u5728\u4e8e\uff0c\u6a21\u4eff\u5b66\u4e60\u9700\u8981\u5927\u91cf\u6570\u636e\uff0c\u800c\u4e14\u5bf9\u6bcf\u4e2a\u4f60\u60f3\u8ba9\u673a\u5668\u4eba\u5b8c\u6210\u7684\u4efb\u52a1\u90fd\u8981\u5355\u72ec\u6536\u96c6\u6570\u636e\uff0c\u6210\u672c\u9ad8\u3001\u4e5f\u6bd4\u8f83\u8106\u5f31\u3002<\/p>\n

\u800c\u5982\u679c\u7cfb\u7edf\u6709\u4e00\u4e2a\u4e16\u754c\u6a21\u578b\uff0c\u80fd\u9884\u6d4b\u52a8\u4f5c\u7684\u7ed3\u679c\uff0c\u5b83\u5c31\u53ef\u4ee5\u76f4\u63a5\u89c4\u5212\u884c\u52a8\u53bb\u5b8c\u6210\u4e00\u4e2a\u65b0\u4efb\u52a1\uff0c\u4e0d\u9700\u8981\u4e13\u95e8\u4e3a\u8fd9\u4e2a\u4efb\u52a1\u8bad\u7ec3\u3002<\/p>\n

\u4e16\u754c\u6a21\u578b\u5e26\u6765\u7684\u6cdb\u5316\u80fd\u529b\u8981\u5927\u5f97\u591a\uff0c\u7528\u66f4\u5c11\u7684\u8bad\u7ec3\u6570\u636e\u5c31\u80fd\u8986\u76d6\u66f4\u5bbd\u7684\u4efb\u52a1\u8c31\u3002<\/p>\n

\u4efb\u52a1\u4e4b\u95f4\u786e\u5b9e\u6709\u534f\u540c\u6548\u5e94\uff0c\u4f60\u8bad\u7ec3\u7cfb\u7edf\u5b8c\u6210\u7684\u4efb\u52a1\u8d8a\u591a\uff0c\u5b83\u5b66\u65b0\u4efb\u52a1\u9700\u8981\u7684\u6570\u636e\u5c31\u8d8a\u5c11\u3002<\/p>\n

\u4f46\u4e16\u754c\u6a21\u578b\u7684\u5e0c\u671b\u662f\uff0c\u80fdzero-shot\u89e3\u51b3\u65b0\u4efb\u52a1\u3002\u76ee\u6807\u662f\u7528\u5f88\u5c11\u751a\u81f3\u96f6\u8bad\u7ec3\u6570\u636e\u5c31\u80fd\u89e3\u51b3\u5927\u91cf\u95ee\u9898\uff0c\u4e5f\u8bb8\u52a0\u4e00\u70b9RL\u98ce\u683c\u7684\u5fae\u8c03\u5c31\u591f\u4e86\u3002<\/p>\n

\u4eba\u7c7b\u5b8c\u5168\u6709\u8fd9\u4e2a\u80fd\u529b\uff0c\u5f88\u591a\u52a8\u7269\u4e5f\u6709\u3002<\/p>\n

\u4e00\u4e2a17\u5c81\u7684\u5b69\u5b50\u5b66\u5f00\u8f66\u53ea\u9700\u8981\u5341\u51e0\u4e8c\u5341\u4e2a\u5c0f\u65f6\u3002\u6211\u4eec\u6709\u51e0\u767e\u4e07\u5c0f\u65f6\u7684\u9a7e\u9a76\u6570\u636e\uff0c\u5230\u73b0\u5728\u8fd8\u6ca1\u6709L5\u7684\u81ea\u52a8\u9a7e\u9a76\u3002<\/p>\n

\u6a21\u4eff\u5b66\u4e60\u8fde\u81ea\u52a8\u9a7e\u9a76\u8fd9\u4e00\u4e2a\u4efb\u52a1\u90fd\u641e\u4e0d\u5b9a\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u6709\u4e00\u79cd\u601d\u8def\u662f\u7528\u89c6\u9891\u6a21\u578b\u751f\u6210\u5927\u91cf\u5408\u6210\u6570\u636e\u6765\u505a\u4eff\u771f\uff0c\u5373\u4f7f\u7269\u7406\u4e0a\u4e0d\u5b8c\u7f8e\uff0c\u4e5f\u80fd\u6539\u5584\u673a\u5668\u4eba\u5728\u771f\u5b9e\u4e16\u754c\u7684\u8868\u73b0\u3002\u4f60\u600e\u4e48\u770b\uff1f<\/p>\n

LeCun\uff1a\u8fd8\u662f\u90a3\u4e2a\u95ee\u9898\uff0c\u4e3a\u4ec0\u4e4817\u5c81\u7684\u5b69\u5b5020\u4e2a\u5c0f\u65f6\u5c31\u80fd\u5b66\u4f1a\u5f00\u8f66\uff1f<\/p>\n

\u4f60\u4e0d\u9700\u8981\u51e0\u767e\u4e07\u5c0f\u65f6\u7684\u793a\u8303\u6570\u636e\uff0c\u4e5f\u4e0d\u9700\u8981\u5408\u6210\u6570\u636e\u3002<\/p>\n

\u5982\u679c\u6211\u4eec\u7834\u89e3\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u5c31\u4e0d\u9700\u8981\u751f\u6210\u6570\u636e\u4e86\u3002<\/p>\n

\u53ef\u80fd\u4ecd\u7136\u9700\u8981\u5728\u4eff\u771f\u4e2d\u8bad\u7ec3\uff0c\u4f46\u4e0d\u9700\u8981\u73b0\u6709\u7cfb\u7edf\u6240\u9700\u7684\u90a3\u79cd\u6570\u636e\u91cf\u548c\u8bd5\u9519\u6b21\u6570\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4e00\u4e2a\u6709\u610f\u601d\u7684\u70b9\u662f\uff0c\u5982\u679c\u4f60\u662fOpenAI\uff0c\u4f60\u77e5\u9053\u67d0\u4e2a\u4e1c\u897f\u7ee7\u7eedscale\u5c31\u4f1a\u7ee7\u7eed\u53d8\u597d\uff0c\u90a3\u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0c\u4f60\u5e76\u6ca1\u6709\u592a\u5927\u7684\u52a8\u529b\u53bb\u505a\u6570\u636e\u6548\u7387\u66f4\u9ad8\u7684\u4e8b\u60c5\u3002<\/p>\n

LeCun\uff1a\u5176\u4ed6\u516c\u53f8\u4e5f\u6ca1\u6709\u52a8\u529b\u505a\u4e0d\u4e00\u6837\u7684\u4e8b\uff0c\u8c01\u90fd\u627f\u53d7\u4e0d\u8d77\u843d\u540e\u4e8e\u5bf9\u624b\u7684\u4ee3\u4ef7\u3002\u8fd9\u662f\u4e00\u79cd\u7845\u8c37\u7684\u7f8a\u7fa4\u6548\u5e94\uff0c\u6240\u6709\u4eba\u90fd\u5728\u6316\u540c\u4e00\u6761\u6218\u58d5\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6211\u628aAMI\u7684\u603b\u90e8\u8bbe\u5728\u4e86\u5df4\u9ece\uff0c\u7f8e\u56fd\u529e\u516c\u5ba4\u5728\u7ebd\u7ea6\uff0c\u4e0d\u5728\u7845\u8c37\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u6700\u5174\u594b\u7684AMI\u6280\u672f\u7684\u5e94\u7528\u65b9\u5411\u662f\u4ec0\u4e48\uff1f<\/p>\n

LeCun\uff1aAI for the real world\u3002\u5bb6\u7528\u673a\u5668\u4eba\u3001L5\u81ea\u52a8\u9a7e\u9a76\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u6211\u4ec0\u4e48\u65f6\u5019\u80fd\u6709\u4e00\u4e2a\u5bb6\u7528\u673a\u5668\u4eba\uff1f<\/p>\n

LeCun\uff1a\u8fd9\u8fd8\u8981\u597d\u51e0\u5e74\u3002\u5c3d\u7ba1\u6709\u5927\u91cf\u516c\u53f8\u5728\u9020\u673a\u5668\u4eba\uff0c\u4f46\u6ca1\u6709\u4e00\u5bb6\u771f\u6b63\u77e5\u9053\u600e\u4e48\u8ba9\u5b83\u4eec\u8db3\u591f\u806a\u660e\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4e5f\u4e0d\u80fd\u4fe1\u4efb\u5b83\u4eec\u5728\u6709\u5a74\u513f\u7684\u5bb6\u91cc\u5de5\u4f5c\u3002<\/p>\n

LeCun\uff1a\u90a3\u80af\u5b9a\u4e0d\u884c\u3002\u5373\u4f7f\u662f\u76f8\u5bf9\u7a84\u7684\u5236\u9020\u4e1a\u4efb\u52a1\uff0c\u9760\u6a21\u4eff\u5b66\u4e60\u4e5f\u53ea\u80fd\u5904\u7406\u5c11\u6570\u51e0\u4e2a\u4efb\u52a1\uff0c\u6ca1\u6709\u4eba\u771f\u6b63\u77e5\u9053\u600e\u4e48\u8ba9\u5b83\u4eec\u53ef\u9760\u5730\u5de5\u4f5c\u3002<\/p>\n

\u77ed\u671f\u6765\u770b\uff0c\u5de5\u4e1a\u9886\u57df\u6709\u6d77\u91cf\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n

\u4f60\u9700\u8981\u4e00\u4e2a\u667a\u80fd\u7cfb\u7edf\u80fd\u9884\u6d4b\u5982\u679c\u6211\u6539\u53d8\u8fd9\u4e2a\u590d\u6742\u7cfb\u7edf\u4e0a\u7684\u67d0\u4e2a\u63a7\u5236\u53d8\u91cf\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002\u55b7\u6c14\u53d1\u52a8\u673a\u3001\u5316\u5de5\u5382\u3001\u53d1\u7535\u5382\u3001\u751f\u4ea7\u7ebf\u3001\u4eba\u4f53\u3001\u4eba\u4f53\u7ec6\u80de\u2026\u2026<\/p>\n

\u8fd9\u4e9b\u7cfb\u7edf\u590d\u6742\u5230\u65e0\u6cd5\u7528\u5c11\u6570\u65b9\u7a0b\u6765\u5efa\u6a21\uff0c\u4f20\u7edf\u7684\u5efa\u6a21\u65b9\u5f0f\u884c\u4e0d\u901a\u3002<\/p>\n

\u4f60\u9700\u8981\u505a\u7684\u662f\u7528\u6df1\u5ea6\u5b66\u4e60\u4ece\u6570\u636e\u4e2d\u8bad\u7ec3\u51fa\u4e00\u4e2a\u6a21\u578b\u6765\u6355\u6349\u8fd9\u4e2a\u7cfb\u7edf\u7684\u52a8\u6001\u884c\u4e3a\u3002\u5f97\u5230\u7684\u5c31\u662f\u4e00\u4e2a\u73b0\u8c61\u5b66\u6a21\u578b\u3002<\/p>\n

\u5982\u679c\u5b83\u662faction-conditioned\u7684\uff0c\u90a3\u4f60\u5c31\u5f97\u5230\u4e86\u4e00\u4e2a\u8fd9\u4e2a\u7cfb\u7edf\u7684\u4e16\u754c\u6a21\u578b\uff0c\u53ef\u4ee5\u7528\u6765\u505a\u6700\u4f18\u63a7\u5236\u3002<\/p>\n

\u8fd9\u7c7b\u5e94\u7528\u7684\u6570\u91cf\u662f\u60ca\u4eba\u7684\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u89c9\u5f97JEPA\u6a21\u578b\u5728\u63a5\u4e0b\u6765\u51e0\u5e74\u4f1a\u53d1\u5c55\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f<\/p>\n

LeCun\uff1a\u4e94\u5e74\u5427\u3002<\/p>\n

\u4e94\u5e74\u5185\uff0c\u5b8c\u5168\u7edf\u6cbb\u4e16\u754c\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u597d\u7684\uff0c\u4e94\u5e74\u7edf\u6cbb\u4e16\u754c\u3002\uff08\u7b11\uff09<\/p>\n

LeCun\uff1a\u5f00\u73a9\u7b11\u7684\u3002<\/p>\n

\u8fd9\u8bdd\u662f\u5f15\u7528Linus Torvalds\u3002\u5f53\u5e74\u6709\u4eba\u95ee\u4ed6Linux\u7684\u76ee\u6807\u662f\u4ec0\u4e48\uff0c\u4ed6\u8bf4total world domination\u3002\u4ed6\u786e\u5b9e\u505a\u5230\u4e86\u3002<\/p>\n

\u4f46\u6211\u786e\u5b9e\u8ba4\u4e3aJEPA\u7c7b\u4e16\u754c\u6a21\u578b\u5c31\u662f\u672a\u6765\u667a\u80fd\u7cfb\u7edf\u7684\u84dd\u56fe\u3002<\/p>\n

LLM\u8fd8\u4f1a\u6709\u4e00\u5c0f\u5757\u4f4d\u7f6e\uff0c\u4f5c\u4e3a\u8bed\u8a00\u63a5\u53e3\u3002<\/p>\n

\u4f46\u6211\u4eec\u5728\u8bbe\u8ba1\u7684\u662f\u80fd\u601d\u8003\u7684\u7cfb\u7edf\u3002\u5b83\u4eec\u4e00\u5f00\u59cb\u53ef\u80fd\u4e0d\u4f1a\u8bf4\u8bdd\u6216\u542c\uff0c\u4f46\u5b83\u4eec\u4f1a\u601d\u8003\uff0c\u7136\u540e\u4f60\u53ef\u4ee5\u5728\u4e0a\u9762\u518d\u52a0\u8bf4\u8bdd\u548c\u542c\u7684\u80fd\u529b\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u4e4b\u524d\u5c31\u6709\u8fc7\u8fd9\u6837\u7684\u7ecf\u5386\uff0c\u5728\u795e\u7ecf\u7f51\u7edc\u4e0a\u505a\u4e86\u4e00\u4e2a\u6781\u5176\u9006\u5171\u8bc6\u7684\u62bc\u6ce8\uff0c\u6700\u7ec8\u88ab\u5386\u53f2\u8bc1\u660e\u6b63\u786e\u3002<\/p>\n

\u4f60\u89c9\u5f97\u8fd9\u6b21\uff0c\u5728\u4ec0\u4e48\u65f6\u95f4\u5185\uff0c\u5927\u5bb6\u4f1a\u610f\u8bc6\u5230\u4f60\u53c8\u5bf9\u4e86\uff1f<\/p>\n

LeCun\uff1a\u6211\u89c9\u5f97\u4f1a\u6bd4\u9884\u671f\u6765\u5f97\u66f4\u5feb\u3002<\/p>\n

\u5f88\u591a\u4eba\u610f\u8bc6\u5230VLA\u4e0d\u884c\uff0cLLM\u5904\u7406\u4e0d\u4e86\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u3002\u8303\u5f0f\u8f6c\u6362\u7684\u8ba4\u77e5\u6b63\u5728\u53d1\u751f\u3002\u52302027\u5e74\u521d\uff0c\u8fd9\u4f1a\u53d8\u5f97\u5bf9\u6240\u6709\u4eba\u90fd\u5b8c\u5168\u663e\u800c\u6613\u89c1\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u6362\u4e2a\u8bdd\u9898\uff0c\u804a\u804a\u4f60\u5728\u505a\u7684Tapestry\u3002<\/p>\n

LeCun\uff1a\u8fd9\u4e2a\u8ddfAMI Labs\u6709\u70b9\u6b63\u4ea4\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u597d\u50cf\u5149AMI\u8fd8\u4e0d\u591f\u4f60\u5fd9\u7684\u3002<\/p>\n

LeCun\uff1a\u8fd9\u662f\u6211\u8fc7\u53bb\u4e09\u5e74\u5de6\u53f3\u6162\u6162\u5f62\u6210\u7684\u4e00\u4e2a\u60f3\u6cd5\u3002<\/p>\n

\u4eba\u4eec\u8d8a\u6765\u8d8a\u591a\u5730\u4f7f\u7528AI\u52a9\u624b\u6765\u505a\u5404\u79cd\u4e8b\u60c5\uff0c\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u7684\u4f7f\u7528\u91cf\u5728\u4e0b\u964d\uff0c\u5927\u5bb6\u90fd\u76f4\u63a5\u95ee\u81ea\u5df1\u7684AI\u52a9\u624b\u3002<\/p>\n

\u5982\u679cMeta\u548c\u5176\u4ed6\u516c\u53f8\u5f00\u53d1\u7684\u667a\u80fd\u8bbe\u5907\u8ba1\u5212\u5b9e\u73b0\u4e86\uff0c\u6bd4\u5982\u667a\u80fd\u773c\u955c\u4e4b\u7c7b\u7684\uff0c\u4f60\u57fa\u672c\u4e0a\u5c31\u662f\u901a\u8fc7\u8bed\u97f3\u8ddf\u4f60\u7684AI\u52a9\u624b\u5bf9\u8bdd\u3002\u4f60\u6240\u6709\u7684\u4fe1\u606f\u83b7\u53d6\u90fd\u5c06\u7531AI\u52a9\u624b\u6765\u4e2d\u4ecb\u3002<\/p>\n

\u90a3\u4e48\u95ee\u9898\u6765\u4e86\u3002<\/p>\n

\u5982\u679c\u4f60\u662f\u4e2d\u7f8e\u4ee5\u5916\u56fd\u5bb6\u7684\u4eba\uff0c\u4f60\u7528\u7684AI\u52a9\u624b\u662f\u7845\u8c37\u6216\u8005\u5317\u4eac\u516c\u53f8\u505a\u7684\u3002\u5176\u5b9e\u4e0d\u592a\u597d\u3002<\/p>\n

\u4f60\u8bf4\u7684\u8bed\u8a00\uff0c\u6839\u672c\u6ca1\u6709\u88ab\u8ba4\u771f\u5bf9\u5f85\u3002<\/p>\n

\u4f60\u7684\u6587\u5316\uff0c\u8fd9\u4e9b\u505aAI\u7684\u516c\u53f8\u4e0d\u7406\u89e3\u3002<\/p>\n

\u4f60\u7684\u4ef7\u503c\u89c2\uff0c\u5728\u4e92\u8054\u7f51\u4e0a\u516c\u5f00\u53ef\u7528\u7684\u8bad\u7ec3\u6570\u636e\u91cc\u51e0\u4e4e\u6ca1\u6709\u4f53\u73b0\u3002<\/p>\n

\u600e\u4e48\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff1f<\/p>\n

\u4f60\u9700\u8981\u4e00\u4e2a\u5e73\u53f0\uff0c\u57fa\u4e8e\u4e00\u4e2a\u5f00\u653e\u7684\u3001\u514d\u8d39\u7684\u57fa\u7840\u6a21\u578b\uff0cLlama\u90a3\u79cd\u98ce\u683c\u7684\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u5fae\u8c03\uff0c\u53bb\u9002\u914d\u7279\u5b9a\u8bed\u8a00\u3001\u7279\u5b9a\u6587\u5316\u3002<\/p>\n

\u8fd9\u5c31\u662fTapestry\u7684\u6838\u5fc3\u3002\u5168\u7403\u7684\u8d21\u732e\u8005\u53c2\u4e0e\u8bad\u7ec3\u4e00\u4e2a\u5168\u7403\u6a21\u578b\uff0c\u8fd9\u4e2a\u6a21\u578b\u672c\u8d28\u4e0a\u662f\u5168\u4e16\u754c\u77e5\u8bc6\u548c\u6587\u5316\u7684\u5b58\u50a8\u5e93\u3002<\/p>\n

\u8d21\u732e\u8005\u8d21\u732e\u7684\u662f\u6570\u636e\u548c\u7b97\u529b\uff0c\u540c\u65f6\u4fdd\u7559\u5bf9\u6570\u636e\u7684\u63a7\u5236\u6743\u3002\u4ed6\u4eec\u4e0d\u9700\u8981\u628a\u6570\u636e\u5206\u4eab\u7ed9\u5176\u4ed6\u8d21\u732e\u8005\u3002\u4ed6\u4eec\u8d21\u732e\u7684\u662f\u53c2\u6570\u5411\u91cf\u3002<\/p>\n

\u8fd9\u662f\u4e00\u79cd\u8054\u90a6\u5b66\u4e60\u7684\u601d\u8def\u3002<\/p>\n

\u4e00\u5806\u6570\u636e\u4e2d\u5fc3\uff0c\u6bcf\u4e2a\u62ff\u5230\u4e00\u4e2a\u5168\u5c40\u5171\u8bc6\u6a21\u578b\u7684\u53c2\u6570\u5411\u91cf\uff0c\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a\u6240\u6709\u8d21\u732e\u8005\u53c2\u6570\u5411\u91cf\u7684\u5e73\u5747\u3002\u6240\u6709\u8d21\u732e\u8005\u5b9a\u671f\u901a\u8fc7\u4e00\u4e2a\u4e2d\u5fc3\u670d\u52a1\u5668\u4ea4\u6362\u53c2\u6570\u5411\u91cf\u3002<\/p>\n

\u672c\u5730worker\u5728\u66f4\u65b0\u81ea\u5df1\u7684\u53c2\u6570\u65f6\uff0c\u540c\u65f6\u5c3d\u91cf\u8ba9\u5b83\u63a5\u8fd1\u5168\u5c40\u5171\u8bc6\u5411\u91cf\u3002\u968f\u7740\u8bad\u7ec3\u63a8\u8fdb\uff0c\u6240\u6709\u53c2\u6570\u90fd\u6536\u655b\u5230\u4e00\u4e2a\u5171\u8bc6\u6a21\u578b\uff0c\u5b83\u5c31\u76f8\u5f53\u4e8e\u5728\u6240\u6709\u6570\u636e\u4e0a\u8bad\u7ec3\u51fa\u6765\u7684\u6548\u679c\u3002<\/p>\n

\u73b0\u5728\u4f60\u6709\u4e86\u4e00\u4e2a\u5f00\u653e\u6a21\u578b\uff0c\u6548\u679c\u8ddf\u5728\u5168\u4e16\u754c\u6570\u636e\u4e0a\u8bad\u7ec3\u8fc7\u4e00\u6837\u597d\u3002\u7136\u540e\u4f60\u53ef\u4ee5\u9488\u5bf9\u81ea\u5df1\u7684\u76ee\u7684\u53bb\u5fae\u8c03\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u6709\u4e00\u79cd\u81ea\u7136\u7684\u529b\u91cf\u4f1a\u63a8\u52a8\u8fd9\u4ef6\u4e8b\u53d1\u751f\u3002<\/p>\n

AI\u6b63\u5728\u5feb\u901f\u53d8\u6210\u4e00\u4e2a\u5e73\u53f0\uff0c\u5e73\u53f0\u6709\u81ea\u7136\u8d70\u5411\u5f00\u653e\u7684\u8d8b\u52bf\u3002<\/p>\n

Linux\u5c31\u662f\u8fd9\u6837\uff0c\u4e92\u8054\u7f51\u7684\u8f6f\u4ef6\u57fa\u7840\u8bbe\u65bd\u4e5f\u662f\u8fd9\u6837\uff0c\u65e0\u7ebf\u7f51\u7edc\u4e5f\u662f\u8fd9\u6837\u3002\u4e00\u5f00\u59cb\u90fd\u662f\u79c1\u6709\u7684\uff0c\u540e\u6765\u5168\u88ab\u5f00\u6e90\u66ff\u4ee3\u4e86\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u5f88\u806a\u660e\u7684\u65b9\u5f0f\u6765\u5bf9\u6297\u5f00\u6e90\u840e\u7f29\u7684\u8d8b\u52bf\u3002\u5f88\u591a\u4eba\u62c5\u5fc3\u95ed\u6e90\u6a21\u578b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u4f1a\u88ab\u7528\u6765\u8bad\u7ec3\u4e0b\u4e00\u4ee3\uff0c\u5f62\u6210\u4e00\u79cd\u95ed\u6e90\u7684\u9003\u9038\u6548\u5e94\u3002<\/p>\n

LeCun\uff1a\u8fd8\u8bb0\u5f971996\u5e74\u4e92\u8054\u7f51\u57fa\u7840\u8bbe\u65bd\u7684\u5927\u73a9\u5bb6\u662f\u8c01\u5417\uff1f<\/p>\n

Sun Microsystems\u3001HP\u3001Dell\u3002Sun\u7ed9\u4f60\u642d\u914dSolaris\u548c\u4ed6\u4eec\u7684\u79c1\u6709\u786c\u4ef6\uff0cHP\u642d\u914dHP-UX\u3002<\/p>\n

Unix\u6bd4Windows\u53ef\u9760\u591a\u4e86\uff0c\u4f60\u4e0d\u4f1a\u5728Windows\u4e0a\u8dd1web server\u3002<\/p>\n

\u4f46\u73b0\u5728\u8c01\u8fd8\u5728\u7528Windows NT\u8dd1web server\uff1f\u5168\u90e8\u88abLinux\u5e72\u6389\u4e86\u3002\u6574\u4e2a\u4e92\u8054\u7f51\u8dd1\u5728Linux\u4e0a\uff0c\u8fdeAzure\u90fd\u662f\uff0c\u5fae\u8f6f\u81ea\u5df1\u90fd\u662fLinux\u3002<\/p>\n

\u6240\u4ee5\u4eca\u5929\u7684OpenAI\u3001Anthropic\uff0c\u5c31\u662f\u6628\u5929\u7684Sun Microsystems\u548cHP-UX\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u80cc\u540e\u9690\u542b\u7684\u662f\u4f60\u5bf9\u8fd9\u4e9b\u6a21\u578b\u80fd\u529b\u4e0a\u9650\u7684\u5224\u65ad\uff0c\u5f00\u6e90\u8fdf\u65e9\u80fd\u8ffd\u4e0a\u6765\u3002<\/p>\n

LeCun\uff1a\u5b83\u4eec\u5df2\u7ecf\u7528\u5b8c\u6570\u636e\u4e86\u3002<\/p>\n

\u516c\u5f00\u53ef\u7528\u7684\u3001\u6709\u4ef7\u503c\u7684\u6587\u672c\u6570\u636e\u5df2\u7ecf\u5168\u90e8\u7528\u5b8c\u4e86\uff0c\u6ca1\u6709\u66f4\u591a\u4e86\u3002\u8fd9\u4e9b\u516c\u53f8\u5728\u505a\u7684\u5c31\u662f\u8d2d\u4e70\u5546\u4e1a\u7248\u6743\u6570\u636e\u7684\u6388\u6743\uff0c\u6216\u8005\u7528\u5408\u6210\u6570\u636e\u8bad\u7ec3\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f46\u8fc7\u53bb\u51e0\u5e74\u786e\u5b9e\u6709\u4e00\u4e9bimpressive\u7684\u7ed3\u679c\uff0c\u662f\u5728\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u4e4b\u540e\u53d6\u5f97\u7684\u3002IMO\u91d1\u724c\u3001\u5404\u79cdbenchmark\u6301\u7eed\u63d0\u5347\u3002<\/p>\n

LeCun\uff1a\u8fd9\u4e2a\u5f88\u6709\u610f\u601d\u3002<\/p>\n

\u60f3\u60f3\u8fd9\u4e24\u4e2a\u9886\u57df\uff0c\u6570\u5b66\u548c\u4ee3\u7801\u3002\u8fd9\u4e24\u4e2a\u9886\u57df\u7684\u5171\u540c\u70b9\u662f\u4ec0\u4e48\uff1f<\/p>\n

\u8bed\u8a00\u672c\u8eab\u5c31\u662f\u63a8\u7406\u7684\u8f7d\u4f53\u3002\u4e0d\u662f\u552f\u4e00\u7684\u8f7d\u4f53\uff0c\u4f46\u5f53\u4f60\u5728\u7eb8\u4e0a\u505a\u5f62\u5f0f\u5316\u7684\u6570\u5b66\u63a8\u6f14\u65f6\uff0c\u4f60\u64cd\u4f5c\u7684\u5c31\u662f\u8bed\u8a00\uff0cLLM\u5728\u8fd9\u4e0a\u9762\u786e\u5b9e\u5f88\u5f3a\u3002\u8bc1\u660e\u5b9a\u7406\u4e4b\u7c7b\u7684\uff0cLLM\u5f88\u64c5\u957f\u3002<\/p>\n

\u4f46LLM\u4e0d\u592a\u64c5\u957f\u63d0\u51fa\u597d\u7684\u6982\u5ff5\u3001\u597d\u7684\u5b9a\u4e49\u3002\u521b\u9020\u6027\u7684\u884c\u4e3a\uff0cLLM\u505a\u4e0d\u5230\u3002\u6570\u5b66\u4e0d\u53ea\u662f\u89e3\u9898\uff0c\u5927\u90e8\u5206\u5176\u5b9e\u662f\u521b\u9020\u6027\u884c\u4e3a\u3002<\/p>\n

\u4ee3\u7801\u4e5f\u4e00\u6837\u3002<\/p>\n

LLM\u662f\u597d\u7684\u7a0b\u5e8f\u5458\uff0c\u4f46\u4e0d\u662f\u8f6f\u4ef6\u67b6\u6784\u5e08\uff0c\u4e0d\u662f\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u3002\u5b83\u4eec\u80fd\u5e2e\u6211\u4eec\u5199\u4ee3\u7801\uff0c\u4f46\u8fd8\u66ff\u4ee3\u4e0d\u4e86\u4eba\u7c7b\u3002<\/p>\n

\u5b83\u6539\u53d8\u7684\u662f\u4eba\u7c7b\u7684\u89d2\u8272\u3002<\/p>\n

\u4eba\u7c7b\u73b0\u5728\u5f80\u62bd\u8c61\u5c42\u7ea7\u4e0a\u8d70\u4e00\u5c42\uff0c\u6211\u4eec\u7684\u5de5\u4f5c\u662f\u51b3\u5b9a\u9020\u4ec0\u4e48\uff0c\u800c\u9020\u7684\u8fc7\u7a0b\u53ef\u4ee5\u8ba9LLM\u5e2e\u5fd9\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1aLLM\u9700\u8981\u505a\u5230\u4ec0\u4e48\u624d\u80fd\u8bf4\u670d\u4f60\u6539\u53d8\u770b\u6cd5\uff1f<\/p>\n

LeCun\uff1azero-shot\u7684agenting\u3002<\/p>\n

\u7ed9\u5b83\u4e00\u4e2a\u5168\u65b0\u7684\u95ee\u9898\uff0c\u5b83\u6ca1\u6709\u88ab\u8bad\u7ec3\u8fc7\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6ca1\u6709\u9488\u5bf9\u5b83\u7684\u811a\u672c\u3002\u5b83\u80fd\u4e0d\u80fd\u5b8c\u6210\u8fd9\u4e2a\u4ece\u672a\u8bad\u7ec3\u8fc7\u7684\u4efb\u52a1\uff1f<\/p>\n

\u9664\u975e\u8fd9\u4e2a\u7cfb\u7edf\u6709\u9884\u6d4b\u884c\u4e3a\u540e\u679c\u7684\u80fd\u529b\uff0c\u5e76\u4e14\u80fd\u7528\u8fd9\u4e2a\u80fd\u529b\u6765\u505a\u89c4\u5212\u3002<\/p>\n

\u4e5f\u8bb8\u4e00\u4e2a\u88ab\u5927\u5e45\u589e\u5f3a\u7684LLM\u53ef\u4ee5\uff0c\u52a0\u4e0a\u4e86\u641c\u7d22\u548c\u89c4\u5212\u80fd\u529b\u7684\u90a3\u79cd\u3002<\/p>\n

\u76ee\u524d\u505a\u6570\u5b66\u7684LLM\u5176\u5b9e\u5df2\u7ecf\u5728\u505a\u8fd9\u4ef6\u4e8b\u4e86\uff0c\u5b83\u4eec\u641c\u7d22\u80fd\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u7684token\u5e8f\u5217\uff0c\u53ef\u4ee5\u8dd1\u4ee3\u7801\u6216\u9a8c\u8bc1\u8bc1\u660e\u662f\u5426\u6b63\u786e\uff0c\u6240\u4ee5\u6709\u4e00\u79cd\u65b9\u5f0f\u6765\u68c0\u67e5\u8f93\u51fa\u662f\u5426\u6b63\u786e\u3002<\/p>\n

\u4f46\u8fd9\u4e0d\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u89c4\u5212\u65b9\u5f0f\uff0c\u800c\u4e14\u53ea\u5728token\u7a7a\u95f4\u91cc\u80fd\u505a\u641c\u7d22\u7684\u9886\u57df\u6709\u6548\u3002<\/p>\n

\u6211\u8bf4\u7684JEPA\uff0c\u4e0d\u662f\u5728token\u7a7a\u95f4\u505a\u8fd9\u4ef6\u4e8b\uff0c\u662f\u5728\u62bd\u8c61\u601d\u7ef4\u7a7a\u95f4\u505a\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u53ef\u80fd\u6709\u4e9b\u542c\u4f17\u4f1a\u60f3\uff0c\u5c31\u7b97\u6548\u7387\u4f4e\uff0c\u5728token\u7a7a\u95f4\u80fdwork\u7684\u4e8b\u60c5\u5df2\u7ecf\u8986\u76d6\u4e86\u7ecf\u6d4e\u4e2d\u5f88\u5927\u4e00\u90e8\u5206\u4e86\u3002<\/p>\n

LeCun\uff1a\u5bf9\u3002<\/p>\n

LLM\u64c5\u957f\u4ec0\u4e48\u5c31\u7528\u5b83\u505a\u4ec0\u4e48\uff0c\u8fd9\u5b8c\u5168\u6ca1\u95ee\u9898\u3002<\/p>\n

\u6211\u53ea\u662f\u8bf4\uff0c\u5b83\u4e0d\u662f\u901a\u5f80AGI\u7684\u8def\u3002\u800c\u901a\u7528AGI\u80fd\u8986\u76d6\u7684\u9886\u57df\u4f1a\u76f8\u5f53\u5de8\u5927\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u542c\u8d77\u6765\u4f60\u89c9\u5f97LLM\u5728\u6210\u4e3a\u8f6f\u4ef6\u67b6\u6784\u5e08\u4e4b\u524d\u5c31\u4f1a\u5230\u8fbe\u5929\u82b1\u677f\u3002<\/p>\n

LeCun\uff1a\u5b83\u4e0d\u4f1a\u5230\u5929\u82b1\u677f\u3002\u4f46\u5b83\u5728\u8d8a\u6765\u8d8a\u591a\u7684\u5e94\u7528\u573a\u666f\u4e2d\u90e8\u7f72\u8d77\u6765\u4f1a\u53d8\u5f97\u8d8a\u6765\u8d8a\u56f0\u96be\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u573a\u666f\u90fd\u8981\u6536\u96c6\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n

\u800c\u4e14\u4f60\u6ca1\u6cd5\u8ba9\u8fd9\u4e9b\u7cfb\u7edf\u5b8c\u5168\u53ef\u9760\uff0c\u6ca1\u6709\u5e7b\u89c9\uff0c\u6ca1\u6709\u5371\u9669\u884c\u4e3a\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u548c\u53e6\u5916\u4e24\u4f4d\u56fe\u7075\u5956\u5f97\u4e3b\u5171\u4eab\u8fd9\u4efd\u8363\u8a89\u3002\u4f46\u4ed6\u4eec\u4f3c\u4e4e\u5bf9LLM\u7684\u6f5c\u529b\uff0c\u6216\u8005\u8bf4\u6f5c\u5728\u5a01\u80c1\u548c\u5b89\u5168\u98ce\u9669\uff0c\u770b\u6cd5\u5b8c\u5168\u4e0d\u540c\u3002\u4f60\u4eec\u662f\u4ec0\u4e48\u65f6\u5019\u5f00\u59cb\u5206\u6b67\u7684\uff1f<\/p>\n

LeCun\uff1a2023\u5e74\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4ec0\u4e48\u9a71\u52a8\u4e86\u8fd9\u4e2a\u5206\u6b67\uff1f<\/p>\n

LeCun\uff1a\u4e0d\u662f\u6211\u6539\u4e86\u4e3b\u610f\uff0c\u662f\u4ed6\u4eec\u6539\u4e86\u4e3b\u610f\u3002<\/p>\n

Hinton\u4e4b\u524d\u6839\u672c\u4e0d\u8fd9\u6837\uff0c\u4ed6\u4ece\u6765\u6ca1\u6709\u7279\u522b\u5173\u6ce8\u8fc7LLM\u3002<\/p>\n

\u7ed3\u679c2023\u5e74GPT-4\u51fa\u6765\u7684\u65f6\u5019\uff0c\u4ed6\u7a81\u7136\u987f\u609f\u4e86\uff1a<\/p>\n

\u5929\u54ea\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\u4eba\u7c7b\u6c34\u5e73\u7684\u667a\u80fd\u4e86\uff0c\u5b83\u4eec\u53ef\u80fd\u6709\u4e3b\u89c2\u4f53\u9a8c\u3002<\/p>\n

\u6211\u77e5\u9053\u4ed6\u7684\u60f3\u6cd5\u5927\u6982\u662f\u8fd9\u6837\u7684\u2014\u2014<\/p>\n

\u4eba\u7c7b\u76ae\u5c42\u5927\u7ea6\u6709160\u4ebf\u4e2a\u795e\u7ecf\u5143\u3002<\/p>\n

\u5982\u679c\u4f60\u60f3\u505a\u67d0\u79cd\u7c7b\u4f3c\u53cd\u5411\u4f20\u64ad\u7684\u4e8b\u60c5\uff0c\u5927\u8111\u4e0d\u662f\u76f4\u63a5\u505a\u53cd\u5411\u4f20\u64ad\u7684\uff0c\u4f46\u5982\u679c\u5b83\u505a\u67d0\u79cd\u68af\u5ea6\u4f30\u8ba1\u6765\u4f18\u5316\u67d0\u79cd\u76ee\u6807\u51fd\u6570\uff0c\u4f60\u5927\u6982\u9700\u8981\u4e00\u4e2a\u51e0\u4e2a\u795e\u7ecf\u5143\u7ec4\u6210\u7684\u7535\u8def\u6765\u590d\u73b0\u4e00\u4e2a\u865a\u62df\u795e\u7ecf\u5143\u7684\u529f\u80fd\u3002<\/p>\n

\u6240\u4ee5\u5047\u8bbe\u4f60\u9700\u898110\u4e2a\u771f\u5b9e\u795e\u7ecf\u5143\u6765\u590d\u73b0\u4e00\u4e2a\u53cd\u5411\u4f20\u64ad\u795e\u7ecf\u5143\u7684\u529f\u80fd\uff0c\u90a3\u4f60\u7684\u76ae\u5c42\u5c31\u53ea\u76f8\u5f53\u4e8e16\u4ebf\u4e2a\u795e\u7ecf\u5143\u3002<\/p>\n

\u7136\u540e\u4ed6\u63a8\u7406\u5f97\u51fa\uff1a<\/p>\n

\u5929\u54ea\uff0cGPT-4\u5df2\u7ecf\u5f88\u63a5\u8fd1\u8fd9\u4e2a\u6570\u4e86\uff01\u4e5f\u8bb8\u5b83\u4f1a\u53d8\u5f97\u8ddf\u4eba\u4e00\u6837\u806a\u660e\u3002<\/p>\n

\u6211\u5b8c\u5168\u4e0d\u8ba4\u540c\u8fd9\u4e2a\u8bf4\u6cd5\u3002<\/p>\n

\u6211\u611f\u89c9\u4ed6\u5c31\u662f\u60f3\u6446\u70c2\u4e86\uff0c\u7136\u540e\u5230\u5904\u53bb\u505a\u5173\u4e8eAI\u7684\u5e0c\u671b\u548c\u5371\u9669\u7684\u6f14\u8bb2\u3002<\/p>\n

\u597d\u4e86\uff0c\u6211\u53ef\u4ee5\u9000\u4f11\u4e86\uff0c\u6211\u53ef\u4ee5\u5ba3\u5e03\u80dc\u5229\u4e86\u3002<\/p>\n

\u6211\u4e00\u8f88\u5b50\u90fd\u5728\u5bfb\u627e\u76ae\u5c42\u7684\u5b66\u4e60\u7b97\u6cd5\uff0c\u4e5f\u8bb8\u6211\u6ca1\u6709\u53d1\u73b0\u5b83\u5230\u5e95\u662f\u4ec0\u4e48\uff0c\u4f46\u53cd\u5411\u4f20\u64ad\u4f3c\u4e4e\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u66ff\u4ee3\u54c1\uff0c\u5b83work\u5f97\u5f88\u597d\u3002<\/p>\n

\u55ef\u55ef\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u9700\u8981\u7684\uff0c\u6211\u53ef\u4ee5\u9000\u4f11\u4e86\u3002<\/p>\n

(\u7b11)<\/p>\n

\u2026\u2026<\/p>\n

\u4e0d\u8fc7\u4ed6\u73b0\u5728\u5173\u4e8eAI\u5371\u9669\u7684\u58f0\u97f3\u6bd4\u4e00\u4e24\u5e74\u524d\u5c0f\u591a\u4e86\u3002<\/p>\n

\u6211\u89c9\u5f97\u4ed6\u610f\u8bc6\u5230\u4e86\u51e0\u4ef6\u4e8b\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u73b0\u5728\u7684LLM\u6ca1\u90a3\u4e48\u806a\u660e\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u5728\u8fbe\u5230\u4eba\u7c7b\u6c34\u5e73\u7684\u667a\u80fd\u4e4b\u524d\uff0c\u8fd8\u9700\u8981\u4e00\u4e9b\u6982\u5ff5\u6027\u7684\u7a81\u7834\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u7684\u84dd\u56fe\u4f1a\u8ddfLLM\u5f88\u4e0d\u4e00\u6837\uff0c\u800c\u4e14\u6211\u4eec\u5f88\u53ef\u80fd\u6709\u529e\u6cd5\u8ba9\u5b83\u4eec\u53ef\u63a7\u3002<\/p>\n

\u6211\u65e9\u5728\u51e0\u5e74\u524d\u5c31\u8bf4\u8fc7\u8fd9\u4e9b\u4e8b\uff0cHinton\u6700\u8fd1\u624d\u610f\u8bc6\u5230\u3002<\/p>\n

Bengio\u7684\u60c5\u51b5\u7c7b\u4f3c\u3002<\/p>\n

\u6211\u89c9\u5f97\u4ed6\u4eec\u4e24\u4e2a\u771f\u6b63\u62c5\u5fc3\u7684\uff0c\u662f\u793e\u4f1a\u4f53\u7cfb\u80fd\u4e0d\u80fd\u786e\u4fddAI\u7684\u597d\u5904\u88ab\u6700\u5927\u5316\uff0c\u786e\u4fddAI\u4e0d\u4f1a\u53ea\u662f\u52a0\u5267\u4e0d\u5e73\u7b49\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u90a3\u79cdAI\u7edf\u6cbb\u4e16\u754c\u7684\u672b\u65e5\u573a\u666f\uff0c\u66f4\u591a\u662f\u574f\u7684\u4f7f\u7528\u8005\u7684\u95ee\u9898\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f46\u8fd9\u4e2a\u98ce\u9669\u5149\u9760\u4eca\u5929\u7684LLM\u5c31\u5df2\u7ecf\u5b58\u5728\u4e86\u3002<\/p>\n

LeCun\uff1a\u786e\u5b9e\u3002\u4f46\u6211\u4e0d\u8ba4\u4e3a\u5b83\u50cf\u4e00\u4e9b\u4eba\u58f0\u79f0\u7684\u90a3\u4e48\u672b\u65e5\u3002\u80af\u5b9a\u4e0d\u50cfAnthropic\u58f0\u79f0\u7684\u90a3\u4e48\u672b\u65e5\u3002<\/p>\n

Anthropic\u5728\u8bd5\u56fe\u7528\u6050\u60e7\u6765\u63a8\u52a8AI\u76d1\u7ba1\u3002\u6211\u5b8c\u5168\u4e0d\u8ba4\u540c\u8fd9\u79cd\u505a\u6cd5\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4ed6\u4eec\u770b\u8d77\u6765\u662f\u771f\u7684\u76f8\u4fe1\u3002<\/p>\n

LeCun\uff1a\u6211\u89c9\u5f97\u4ed6\u4eec\u786e\u5b9e\u771f\u7684\u76f8\u4fe1\u3002\u4f46\u6211\u4e5f\u89c9\u5f97\uff0c\u4ed6\u4eec\u6709\u4e00\u4e9b\u5f88\u597d\u7684\u5546\u4e1a\u7406\u7531\u53bb\u76f8\u4fe1\u8fd9\u4e9b\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8bf4\u5230\u8fd9\u4e9b\u65b0\u67b6\u6784\uff0c\u4f60\u5bf9LLM\u4e0d\u662f\u7ec8\u5c40\u8fd9\u4ef6\u4e8b\u5f88\u786e\u5b9a\uff0c\u4f46\u4f60\u81ea\u5df1\u5bf9\u65b0\u67b6\u6784\u7684\u65f6\u95f4\u7ebf\u4e5f\u76f8\u5f53\u6fc0\u8fdb\u3002\u4f60\u600e\u4e48\u770b\u8fd9\u4e9b\u65b0\u67b6\u6784\u5982\u679c\u771f\u7684\u5e26\u6765\u7a81\u7834\uff0c\u5b89\u5168\u65b9\u9762\u7684\u95ee\u9898\uff1f<\/p>\n

LeCun\uff1a\u6211\u8981\u8bf4\u4e00\u4e2a\u53ef\u80fd\u6709\u4e89\u8bae\u7684\u8bdd\u3002\u6211\u5728Meta\u7684\u540c\u4e8b\u80af\u5b9a\u4e0d\u4f1a\u559c\u6b22\u6211\u8bf4\u8fd9\u4e2a\u3002<\/p>\n

LLM\u4e0d\u80fd\u88ab\u505a\u5230\u53ef\u9760\uff0c\u56e0\u4e3a\u4f60\u6ca1\u6cd5\u963b\u6b62\u5b83\u4eec\u4ea7\u751f\u5e7b\u89c9\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u6309\u4f60\u8fd9\u4e48\u8bf4\uff0c\u5b83\u4eec\u80fd\u5b8c\u6210\u90a3\u4e9b15\u4e2a\u5c0f\u65f6\u7684\u7f16\u7a0b\u6d4b\u8bd5\u4e0d\u8ba9\u4f60\u610f\u5916\u5417\uff1f<\/p>\n

LeCun\uff1a\u4ee3\u7801\u662f\u4e00\u4e2a\u4f60\u80fd\u9a8c\u8bc1\u7684\u9886\u57df\u3002\u4f60\u751f\u6210\u7684\u4ee3\u7801\u662f\u5426\u6ee1\u8db3specification\uff0c\u8fd9\u662f\u53ef\u4ee5\u68c0\u67e5\u7684\u3002<\/p>\n

\u4f46\u4e0d\u662f\u6240\u6709\u4e8b\u60c5\u90fd\u662f\u4ee3\u7801\u3002\u5df2\u7ecf\u6709\u7f16\u7a0bagent\u628a\u4f60\u7684\u786c\u76d8\u7ed9\u6e05\u4e86\u7684\u4f8b\u5b50\uff0c\u6216\u8005\u505a\u4e86\u8822\u4e8b\u8ba9\u4f60\u635f\u5931\u4e86\u5927\u91cf\u6570\u636e\u6216\u91d1\u94b1\u3002<\/p>\n

\u4f60\u7ed9\u4e00\u4e2aprompt\uff0c\u5b83\u5b8c\u6210\u5bf9\u5e94\u7684\u4efb\u52a1\uff0c\u4f46\u4ec5\u9650\u4e8e\u8bad\u7ec3\u8ba9\u5b83\u5b66\u4f1a\u4e86\u5bf9\u8fd9\u4e2aprompt\u505a\u6b63\u786e\u7684\u4e8b\u3002\u6ca1\u6709\u4efb\u4f55\u786c\u6027\u7ea6\u675f\u5f3a\u5236\u5b83\u5b8c\u6210\u8fd9\u4e2a\u4efb\u52a1\uff0c\u4e5f\u6ca1\u6709\u673a\u5236\u8ba9\u5b83\u9884\u6d4b\u4efb\u52a1\u662f\u5426\u88ab\u6b63\u786e\u5b8c\u6210\u3002<\/p>\n

\u800c\u4e14\u5b83\u4eec\u6ca1\u6709\u5e38\u8bc6\u3002\u4e00\u4e2a\u6708\u524d\u6d41\u4f20\u7684\u90a3\u4e2a\u6d17\u8f66\u7b11\u8bdd\uff0c\u6211\u4e24\u5468\u524d\u53c8\u8bd5\u4e86\u4e00\u904d\uff0c\u6240\u6709\u6a21\u578b\u90fd\u8bf4\u4f60\u5e94\u8be5\u8d70\u8def\u53bb\u3002\u9664\u4e86Gemini\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u90a3Gemini\u5927\u6982\u662f\u8bad\u7ec3\u7684\u65f6\u5019\u7528\u4e86\u4f60\u4e4b\u524d\u8bb2\u8fd9\u4e2a\u4f8b\u5b50\u7684\u89c6\u9891\u3002<\/p>\n

LeCun\uff1a\u4e0d\u662f\u6211\u7684\u89c6\u9891\u3002\u4e0d\u662f\u6211\u53d1\u660e\u7684\u8fd9\u4e2a\u4f8b\u5b50\u3002\u4f46\u786e\u5b9e\u6709\u8fd9\u79cd\u60c5\u51b5\uff0c\u6211\u8bf4LLM\u505a\u4e0d\u5230\u67d0\u4ef6\u4e8b\uff0c\u516d\u4e2a\u6708\u540e\u5b83\u5c31\u80fd\u505a\u4e86\u3002<\/p>\n

\u539f\u56e0\u5f88\u7b80\u5355\uff0c\u6211\u5728\u64ad\u5ba2\u4e0a\u8bf4\u4e86LLM\u505a\u4e0d\u5230\u8fd9\u4ef6\u4e8b\u4ee5\u540e\uff0c\u6240\u6709\u4eba\u5f53\u7136\u4f1a\u53bbChatGPT\u4e0a\u6253\u8fd9\u4e2a\u95ee\u9898\u3002\u4e8e\u662f\u5b83\u5c31\u53d8\u6210\u4e86\u8bad\u7ec3\u96c6\u7684\u4e00\u90e8\u5206\u3002\u4e0b\u4e00\u4e2a\u7248\u672c\u5f53\u7136\u5c31\u80fd\u56de\u7b54\u4e86\u3002<\/p>\n

\u4f46\u8fd9\u4e0d\u662f\u56e0\u4e3a\u5b83\u7a81\u7136\u53d8\u806a\u660e\u4e86\uff0c\u53ea\u662f\u56e0\u4e3a\u5b83\u88ab\u8fd9\u4e2a\u95ee\u9898\u8bad\u7ec3\u8fc7\u4e86\u3002<\/p>\n

\u6211\u4e0d\u8ba4\u4e3a\u5728\u5f53\u524d\u8303\u5f0f\u4e0b\u6709\u529e\u6cd5\u4fee\u590d\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n

\u6211\u63d0\u51fa\u7684\u67b6\u6784\u662fobjective-driven AI\u3002\u4f60\u7ed9\u4e00\u4e2aAI\u7cfb\u7edf\u4e00\u4e2a\u76ee\u6807\uff0c\u5c31\u662f\u5b8c\u6210\u8fd9\u4e2a\u4efb\u52a1\u3002<\/p>\n

\u7cfb\u7edf\u600e\u4e48\u77e5\u9053\u5b83\u4f1a\u5b8c\u6210\u8fd9\u4e2a\u4efb\u52a1\uff1f<\/p>\n

\u5b83\u6709\u4e00\u4e2a\u4e16\u754c\u6a21\u578b\uff0c\u5b83\u9884\u6d4b\u4e00\u7cfb\u5217\u60f3\u8c61\u4e2d\u7684\u884c\u52a8\u7684\u7ed3\u679c\u3002<\/p>\n

\u5982\u679c\u8fd9\u4e2a\u7ed3\u679c\u6ee1\u8db3\u4e00\u4e2acost function\uff0c\u63cf\u8ff0\u4efb\u52a1\u5b8c\u6210\u5230\u4ec0\u4e48\u7a0b\u5ea6\u3002\u90a3\u4e48\u8fd9\u4e2a\u7cfb\u7edf\u901a\u8fc7\u4f18\u5316\u6765\u5de5\u4f5c\uff0c\u627e\u5230\u4e00\u4e2a\u80fd\u5b8c\u6210\u4efb\u52a1\u3001\u6700\u5c0f\u5316cost\u7684\u884c\u52a8\u5e8f\u5217\u3002<\/p>\n

\u5f53\u7136\u8fd8\u6709\u5f88\u591a\u53ef\u80fd\u51fa\u9519\u7684\u5730\u65b9\u3002<\/p>\n

cost function\u53ef\u80fd\u4e0d\u51c6\u786e\uff0c\u4f60\u4ee5\u4e3a\u5b83\u5728\u8861\u91cf\u4efb\u52a1\u5b8c\u6210\u5ea6\uff0c\u4f46\u4e5f\u8bb8\u4e0d\u51c6\u3002<\/p>\n

\u4e16\u754c\u6a21\u578b\u53ef\u80fd\u4e0d\u51c6\u786e\uff0c\u7cfb\u7edf\u5bf9\u884c\u52a8\u540e\u679c\u7684\u9884\u6d4b\u53ef\u80fd\u662f\u9519\u7684\u3002<\/p>\n

\u8fd9\u4e2a\u7cfb\u7edf\u4ecd\u7136\u4f1a\u72af\u9519\uff0c\u4f46\u5b83\u81f3\u5c11\u80fd\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u9884\u6d4b\u884c\u4e3a\u7684\u540e\u679c\uff0c\u6211\u8ba4\u4e3a\u8fd9\u5bf9\u4efb\u4f55agentic\u7cfb\u7edf\u90fd\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u3002<\/p>\n

\u4f60\u8fd8\u53ef\u4ee5\u5728\u8fd9\u4e2a\u7cfb\u7edf\u4e0a\u4e0d\u53ea\u52a0\u4e00\u4e2a\u4fdd\u8bc1\u4efb\u52a1\u5b8c\u6210\u7684cost function\uff0c\u8fd8\u53ef\u4ee5\u52a0\u4e00\u5806\u5176\u4ed6\u7684\u76ee\u6807\u51fd\u6570\u3001cost function\uff0c\u751a\u81f3\u662f\u7ea6\u675f\u6761\u4ef6\u3002<\/p>\n

\u4f60\u53ef\u4ee5\u5728\u62bd\u8c61\u5c42\u9762\u6307\u5b9a\u8fd9\u4e9b\uff0c\u4e5f\u53ef\u4ee5\u6709\u5e95\u5c42\u7684\u76ee\u6807\u51fd\u6570\uff0c\u7ec4\u5408\u8d77\u6765\u4fdd\u8bc1\u7cfb\u7edf\u4e0d\u4f1a\u5371\u9669\u3002\u7cfb\u7edf\u4ece\u6784\u9020\u4e0a\u5c31\u4e0d\u80fd\u8fdd\u53cd\u8fd9\u4e9b\u6761\u4ef6\u3002<\/p>\n

LLM\u505a\u4e0d\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n

LLM\u603b\u662f\u80fd\u9003\u9038\u3002\u8bad\u7ec3\u8bef\u5dee\u548c\u6d4b\u8bd5\u8bef\u5dee\u4e4b\u95f4\u603b\u6709gap\uff0c\u603b\u4f1a\u5b58\u5728\u67d0\u4e2aprompt\u8ba9\u7cfb\u7edf\u505a\u51fa\u975e\u5e38\u611a\u8822\u7684\u4e8b\u60c5\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u80fd\u4e0d\u80fd\u804a\u4e00\u4e2a\u5177\u4f53\u9886\u57df\u3002\u73b0\u5728\u4e5f\u6709\u5f88\u591a\u4eba\u5728\u533b\u7597\u9886\u57df\u7528LLM\u3002LLM\u5728\u533b\u7597\u91cc\u505a\u4e0d\u5230\u4ec0\u4e48\uff0c\u9700\u8981\u4e00\u4e2a\u771f\u6b63\u7406\u89e3\u4e16\u754c\u7684\u6a21\u578b\uff1f<\/p>\n

LeCun\uff1a\u6bd4\u5982\u4e3a\u6162\u6027\u75c5\u60a3\u8005\u8bbe\u8ba1\u6cbb\u7597\u65b9\u6848\uff0c\u751a\u81f3\u975e\u6162\u6027\u75c5\u4e5f\u4e00\u6837\uff0c\u7279\u522b\u662f\u5f53\u8fd9\u4e2a\u60a3\u8005\u7684\u60c5\u51b5\u4e0d\u5b8c\u5168\u7b26\u5408\u4f60\u4e4b\u524d\u89c1\u8fc7\u7684\u6a21\u677f\u65f6\uff0c\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u597d\u7684\u5173\u4e8e\u60a3\u8005\u751f\u7406\u52a8\u6001\u7684\u5fc3\u667a\u6a21\u578b\uff0c\u4f60\u53ef\u80fd\u80fd\u8bbe\u8ba1\u51fa\u4e00\u4e2a\u771f\u6b63\u80fd\u628a\u60a3\u8005\u5e26\u5230\u597d\u72b6\u6001\u7684\u6cbb\u7597\u65b9\u6848\u3002<\/p>\n

\u60a3\u8005\u4e5f\u53ef\u4ee5\u662f\u4e00\u4e2a\u7ec6\u80de\u3002<\/p>\n

\u600e\u4e48\u8ba9\u4e00\u4e2a\u5e72\u7ec6\u80de\u53d8\u6210\u80fd\u4ea7\u751f\u80f0\u5c9b\u7d20\u7684\u80f0\u817abeta\u7ec6\u80de\uff1f<\/p>\n

\u4e00\u4e2a1\u578b\u7cd6\u5c3f\u75c5\u60a3\u8005\uff0c\u514d\u75ab\u7cfb\u7edf\u653b\u51fb\u4e86\u81ea\u5df1\u7684beta\u7ec6\u80de\u3002\u600e\u4e48\u6301\u7eed\u5236\u9020beta\u7ec6\u80de\uff1f<\/p>\n

\u4f60\u6709\u6ca1\u6709\u4e00\u4e2a\u4eba\u7c7b\u7ec6\u80de\u7684\u6a21\u578b\uff0c\u80fd\u8ba9\u4f60\u641e\u6e05\u695a\u9700\u8981\u7ed9\u5e72\u7ec6\u80de\u53d1\u4ec0\u4e48\u5e8f\u5217\u7684\u4fe1\u53f7\uff0c\u8ba9\u5b83\u53d8\u6210beta\u7ec6\u80de\uff1f<\/p>\n

LLM\u80fd\u505a\u7684\u662f\u590d\u8ff0\u4f60\u80fd\u5728\u4e66\u4e0a\u8bfb\u5230\u7684\u77e5\u8bc6\u3002<\/p>\n

\u4f46\u4f60\u4e0d\u80fd\u53ea\u9760\u8bfb\u4e66\u5f53\u533b\u751f\u3002\u4f60\u5f97\u505a\u4f4f\u9662\u533b\u57f9\u8bad\uff0c\u5f97\u4f1a\u542c\u5fc3\u810f\uff0c\u6309\u809a\u5b50\uff0c\u624d\u80fd\u505a\u8bca\u65ad\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u5728Meta\u5f85\u4e86\u5341\u591a\u5e74\uff0c\u5efa\u4e86\u4e00\u4e2a\u4e16\u754c\u4e0a\u6700\u53d7\u5c0a\u656c\u7684\u7814\u7a76\u5b9e\u9a8c\u5ba4\u3002\u6700\u8fd1\u79bb\u5f00\u4e86\u3002\u56de\u987e\u90a3\u6bb5\u65f6\u95f4\uff0c\u4f60\u89c9\u5f97\u505a\u5bf9\u4e86\u4ec0\u4e48\uff0c\u505a\u9519\u4e86\u4ec0\u4e48\uff1f<\/p>\n

LeCun\uff1a\u505a\u5bf9\u7684\u4e8b\u60c5\u662f\uff0c\u5efa\u4e86\u4e00\u4e2a\u9876\u7ea7\u7814\u7a76\u5b9e\u9a8c\u5ba4\uff0c\u771f\u6b63\u505a\u51fa\u4e86\u521b\u65b0\uff0c\u4ea7\u51fa\u4e86\u5927\u91cf\u57fa\u7840\u65b9\u6cd5\u3001\u79d1\u5b66\u6210\u679c\u548c\u5de5\u5177\uff0c\u6bd4\u5982PyTorch\u3002<\/p>\n

\u8fd8\u6709\u4e00\u79cd\u5f00\u653e\u7684\u3001\u5c0a\u91cd\u79d1\u5b66\u8fc7\u7a0b\u7684\u6587\u5316\uff0c\u6211\u8ba4\u4e3a\u8fd9\u5bf9\u7a81\u7834\u6027\u521b\u65b0\u662f\u5fc5\u8981\u7684\u3002<\/p>\n

\u521b\u65b0\u6709\u4e00\u6574\u6761\u94fe\u6761\u3002\u6700\u524d\u7aef\u662f\u84dd\u5929\u7814\u7a76\uff0c\u5168\u65b0\u7684\u6982\u5ff5\uff0c\u5927\u90e8\u5206\u53d1\u751f\u5728\u5927\u5b66\u91cc\uff0c\u5c11\u90e8\u5206\u53d1\u751f\u5728\u5de5\u4e1a\u754c\u7684\u9ad8\u7ea7\u7814\u7a76\u5b9e\u9a8c\u5ba4\u91cc\uff0c\u8fd9\u6837\u7684\u5b9e\u9a8c\u5ba4\u4e00\u53ea\u624b\u6570\u5f97\u8fc7\u6765\u3002<\/p>\n

Google\u6709\u4e00\u4e2a\u597d\u7684\uff0cFAIR\u66fe\u7ecf\u662f\u4e00\u4e2a\u597d\u7684\u3002\u5e0c\u671b\u5b83\u8fd8\u4f1a\u7ee7\u7eed\u662f\u3002<\/p>\n

\u7136\u540e\u4e0b\u4e00\u6b65\u662f\uff0c\u8fd9\u662f\u4e2a\u597d\u60f3\u6cd5\uff0c\u8ba9\u6211\u4eec\u63a8\u8fdb\u770b\u770b\u5b83\u80fd\u4e0d\u80fd\u53d8\u5f97\u6709\u7528\u3002<\/p>\n

\u4f46\u4ecd\u7136\u662f\u7814\u7a76\u5c42\u9762\u7684\u610f\u601d\uff0c\u6211\u4eec\u4e0d\u4f1a\u81ea\u6b3a\u6b3a\u4eba\u53ea\u627e\u4e00\u4e2a\u5bf9\u8fd9\u4e2a\u95ee\u9898work\u7684\u65b9\u6848\uff0c\u6211\u4eec\u8981\u770b\u8fd9\u4e2a\u6280\u672f\u80fd\u4e0d\u80fd\u88ab\u63a8\u8fdb\u5230practical\uff0c\u4e0d\u4e00\u5b9a\u662f\u4ea7\u54c1\u7ea7\u522b\u7684\uff0c\u4f46\u81f3\u5c11\u80fd\u8bc1\u660e\u5b83\u5728\u67d0\u4e2a\u4efb\u52a1\u6216benchmark\u4e0a\u6253\u7834\u4e86\u8bb0\u5f55\u3002<\/p>\n

\u518d\u4e0b\u4e00\u6b65\u662f\u516c\u53f8\u8bf4\uff0c\u597d\u4e86\uff0c\u6211\u4eec\u8981\u6295\u5165\u5927\u91cf\u5de5\u7a0b\u529b\u91cf\u628a\u8fd9\u4e2a\u63a8\u5411\u524d\u3002<\/p>\n

\u8fd9\u4e00\u6b65\u662f\u5927\u91cf\u9879\u76ee\u5931\u8d25\u7684\u5730\u65b9\uff0c\u4e5f\u662f\u5f88\u591a\u516c\u53f8\u6389\u94fe\u5b50\u7684\u5730\u65b9\u3002<\/p>\n

Meta\u5728\u8fd9\u65b9\u9762\u5176\u5b9e\u8fd8\u4e0d\u9519\uff0c\u4f46\u8fdc\u975e\u5b8c\u7f8e\u3002<\/p>\n

\u90e8\u5206\u662f\u7ec4\u7ec7\u95ee\u9898\u3002<\/p>\n

\u4f60\u9700\u8981\u4e00\u4e2a\u79bb\u7814\u7a76\u5f88\u8fd1\u3001\u4f46\u53c8\u4e0d\u5b8c\u5168\u662f\u4ea7\u54c1\u7ec4\u7ec7\u7684\u56e2\u961f\u6765\u63a5\u529b\u3002\u4e0d\u662f\u90a3\u79cd\u4e09\u4e2a\u6708deadline\u51fa\u4ea7\u54c1\u7684\u7ec4\u7ec7\uff0c\u800c\u662f\u80fd\u7ee7\u7eed\u5f80\u524d\u63a8\u6280\u672f\u7684\u3002<\/p>\n

\u6211\u4eec\u66fe\u7ecf\u6709\u8fc7\u8fd9\u6837\u7684\u7ec4\u7ec7\uff0c\u540e\u6765\u4e22\u4e86\u3002FAIR\u5728\u516c\u53f8\u91cc\u53d8\u5f97\u5b64\u7acb\uff0c\u6709\u5f88\u591a\u60f3\u6cd5\u6ca1\u4eba\u63a5\u3002<\/p>\n

2023\u5e74Gen AI\u7ec4\u7ec7\u6210\u7acb\uff0c\u4eceFAIR\u62bd\u4e8660\u523070\u4e2a\u79d1\u5b66\u5bb6\u548c\u5de5\u7a0b\u5e08\uff0c\u540e\u6765\u89c4\u6a21\u6269\u5927\u4e86\u3002<\/p>\n

\u4f46\u5b83\u9762\u4e34\u592a\u5927\u7684\u77ed\u671f\u538b\u529b\uff0c\u6ca1\u65f6\u95f4\u8ddfFAIR\u4ea4\u6d41\u3002\u7ed3\u679c\u672c\u6765\u5e94\u8be5\u5728LLM\u4e0a\u4fdd\u6301\u524d\u6cbf\u548c\u521b\u65b0\u7684Gen AI\uff0c\u53ea\u80fd\u805a\u7126\u77ed\u671f\u76ee\u6807\uff0c\u53d8\u5f97\u975e\u5e38\u4fdd\u5b88\u3002\u7814\u7a76\u548c\u4ea7\u54c1\u4e4b\u95f4\u51fa\u73b0\u4e86gap\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1aLlama 4\u5c31\u662f\u8fd9\u6837\u7684\u60c5\u51b5\u5417\uff1f<\/p>\n

LeCun\uff1a\u751a\u81f3\u4eceLlama 3\u5f00\u59cb\u5c31\u662f\u4e86\u3002Llama 1\u662f2022\u5e74\u52302023\u5e74\u521dFAIR\u5185\u90e8\u7684\u4e00\u4e2a\u5c0f\u9879\u76ee\u3002<\/p>\n

\u7136\u540eGen AI\u7ec4\u7ec7\u6210\u7acb\uff0cLlama\u7684\u4eba\u88ab\u8c03\u4e86\u8fc7\u53bb\uff0c\u5f00\u59cb\u505aLlama 2\u3002<\/p>\n

\u63a5\u7740\u4e00\u6279\u4eba\u610f\u8bc6\u5230\uff0c\u6211\u53ef\u4ee5\u51fa\u53bb\u521b\u4e1a\u3002<\/p>\n

\u8fd9\u5c31\u662fMistral\u7684\u8d77\u6e90\uff0cLlama 1\u7684\u4e24\u4f4d\u4f5c\u8005\u548c\u4e00\u4e2a\u6765\u81eaGoogle\u7684\u4eba\u4e00\u8d77\u521b\u529e\u4e86Mistral\u3002<\/p>\n

\u90a3\u6bb5\u65f6\u95f4\uff0c\u4e0d\u5c11\u4eba\u79bb\u5f00\u4e86Meta\u3002<\/p>\n

\u63a5\u624b\u4e86Llama\u540e\u7eed\u5de5\u4f5c\u7684Gen AI\u7ec4\u7ec7\u9762\u4e34\u5de8\u5927\u7684\u77ed\u671f\u538b\u529b\uff0c\u53d8\u5f97\u975e\u5e38\u4fdd\u5b88\u3002<\/p>\n

\u6709\u6765\u81ea\u9886\u5bfc\u5c42\u7684\u538b\u529b\uff0c\u4e5f\u6709\u56e2\u961f\u81ea\u8eab\u7684\u95ee\u9898\u3002\u4e8b\u60c5\u51fa\u95ee\u9898\u7684\u65b9\u5f0f\u6709\u5f88\u591a\u79cd\uff0c\u4f60\u6ca1\u6cd5\u5f52\u548e\u4e8e\u67d0\u4e00\u4e2a\u4eba\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u73b0\u5728\u5f88\u591a\u7ec4\u7ec7\u90fd\u9762\u4e34\u8fd9\u79cd\u77ed\u671f\u538b\u529b\u3002\u4f60\u89c9\u5f97\u50cf\u5f53\u5e74FAIR\u90a3\u6837\u7684\u7eaf\u7814\u7a76\u73af\u5883\uff0c\u5728\u4eca\u5929\u7684\u884c\u4e1a\u91cc\u8fd8\u6709\u53ef\u80fd\u5b58\u5728\u5417\uff1f\u8fd8\u662f\u8bf4\u552f\u4e00\u7684\u51fa\u8def\u5c31\u662f\u79bb\u5f00\u3001\u81ea\u5df1\u5f00\u516c\u53f8\uff1f<\/p>\n

LeCun\uff1a\u6211\u89c9\u5f97Google Research\u548cDeepMind\u5185\u90e8\u8fd8\u6709\u5c11\u6570\u5730\u65b9\u662f\u771f\u7684\u5728\u505a\u7814\u7a76\u3002\u4f46\u6574\u4e2a\u884c\u4e1a\u8d8a\u6765\u8d8a\u5c01\u95ed\u4e86\u3002<\/p>\n

Google\u5728\u6536\u7d27\uff0cMeta\u548cFAIR\u4e5f\u5728\u5f80\u540c\u4e00\u4e2a\u65b9\u5411\u8d70\u3002\u73b0\u5728\u5bf9\u53d1\u8868\u8bba\u6587\u6709\u4e86\u66f4\u591a\u9650\u5236\uff0c\u5982\u679c\u4f60\u505a\u7684\u4e1c\u897f\u4e2d\u671f\u6765\u770b\u8ddf\u516c\u53f8\u4e1a\u52a1\u76f8\u5173\uff0c\u4ed6\u4eec\u4f1a\u544a\u8bc9\u4f60\u4e0d\u8981\u516c\u5f00\u8ba8\u8bba\u3002<\/p>\n

\u8fd9\u79cd\u6c1b\u56f4\u5bf9\u7a81\u7834\u6027\u7814\u7a76\u662f\u4e0d\u5229\u7684\u3002<\/p>\n

\u5f88\u9057\u61be\uff0c\u56e0\u4e3a\u8981\u83b7\u5f97\u7a81\u7834\u6027\u7814\u7a76\u5176\u5b9e\u5f88\u7b80\u5355\u3002\u5c31\u96c7\u6700\u597d\u7684\u4eba\uff0c\u8fd9\u4e9b\u4eba\u6709\u55c5\u89c9\uff0c\u77e5\u9053\u8be5\u505a\u4ec0\u4e48\u9879\u76ee\u3002<\/p>\n

\u4f60\u7ed9\u4ed6\u4eec\u6210\u529f\u6240\u9700\u7684\u8d44\u6e90\uff0c\u7136\u540e\u2026\u2026<\/p>\n

\u6eda\u5f00\uff0c\u522b\u6321\u8def\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u5bf9\u66f4\u5e7f\u6cdb\u7684\u7814\u7a76\u793e\u533a\u610f\u5473\u7740\u4ec0\u4e48\uff1fFAIR\u7684\u9057\u4ea7\u4e4b\u4e00\u662f\u57f9\u517b\u4e86\u5927\u91cf\u7814\u7a76\u8005\uff0c\u4ed6\u4eec\u73b0\u5728\u904d\u5e03\u6574\u4e2a\u751f\u6001\u7cfb\u7edf\u3002\u4f46\u73b0\u5728\u8fdb\u5165\u8fd9\u4e2a\u9886\u57df\u7684\u5e74\u8f7b\u4eba\uff0c\u53ef\u80fd\u4e00\u4e0a\u6765\u5c31\u88ab\u6254\u8fdb\u77ed\u671f\u5bfc\u5411\u7684\u73af\u5883\u3002<\/p>\n

LeCun\uff1a\u613f\u610f\u8ddf\u6211\u4e00\u8d77\u5de5\u4f5c\u7684\u4eba\uff0c\u901a\u5e38\u6709\u4e24\u4e2a\u7279\u70b9\u3002<\/p>\n

\u4e00\u662f\u8db3\u591f\u75af\u3002<\/p>\n

\u4e8c\u662f\u8ba4\u540c\u4e00\u4e2a\u7406\u5ff5\uff0c\u5c31\u662f\u5728\u5b66\u672f\u754c\u8bfbPhD\u671f\u95f4\uff0c\u4f60\u5e94\u8be5\u505a\u4e0b\u4e00\u4ee3AI\u7cfb\u7edf\uff0c\u4e0d\u5e94\u8be5\u505a\u5f53\u524d\u8fd9\u4e00\u4ee3\u3002<\/p>\n

\u5982\u679c\u4f60\u73b0\u5728\u5728\u5b66\u672f\u754c\u505aLLM\uff0c\u8bf4\u5b9e\u8bdd\u975e\u5e38\u65e0\u804a\u3002\u57fa\u672c\u4e0a\u5c31\u662f\u7814\u7a76LLM\u4e3a\u4ec0\u4e48work\u3001\u600e\u4e48work\u3001\u5c40\u9650\u6027\u662f\u4ec0\u4e48\u3002\u8fd9\u662f\u63cf\u8ff0\u6027\u79d1\u5b66\uff0c\u6ca1\u4ec0\u4e48\u521b\u9020\u6027\u3002\u6ca1\u610f\u601d\u3002<\/p>\n

\u800c\u4e14\u5982\u679c\u4f60\u771f\u60f3\u7528LLM\u505a\u65b0\u4e1c\u897f\uff0c\u4f60\u5728\u5b66\u6821\u6839\u672c\u62ff\u4e0d\u5230\u9700\u8981\u7684GPU\u3002<\/p>\n

\u6240\u4ee5\u7b97\u4e86\u3002<\/p>\n

\u5982\u679c\u4f60\u5728\u8bfbPhD\uff0c\u522b\u505aLLM\u3002\u6ca1\u6709\u610f\u4e49\uff0c\u4f60\u505a\u4e0d\u4e86\u8d21\u732e\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u600e\u4e48\u77e5\u9053\u662f\u65f6\u5019\u79bb\u5f00Meta\u4e86\uff1f<\/p>\n

LeCun\uff1a\u662f\u591a\u79cd\u56e0\u7d20\u7684\u7ec4\u5408\u3002<\/p>\n

\u5f88\u591a\u4eba\u5bf9\u6211\u5728Facebook\u548cMeta\u7684\u89d2\u8272\u6709\u5b8c\u5168\u9519\u8bef\u7684\u8ba4\u77e5\u3002\u62112013\u5e74\u5e95\u52a0\u5165\uff0c\u771f\u6b63\u5f00\u59cb\u662f2014\u5e74\u521d\u3002\u5934\u56db\u5e74\u534a\u6211\u662fFAIR\u7684director\uff0c\u6211\u5efa\u7acb\u4e86FAIR\u7684\u7ec4\u7ec7\u67b6\u6784\uff0c\u786e\u7acb\u4e86\u6587\u5316\uff0c\u96c7\u4e86\u6838\u5fc3\u7684\u4eba\uff0c\u7ba1\u7406\u6574\u4e2a\u56e2\u961f\u3002<\/p>\n

\u56db\u5e74\u534a\u540e\u6211\u4ece\u8fd9\u4e2a\u89d2\u8272\u9000\u4e0b\u6765\u4e86\uff0c\u53d8\u6210\u4e86Chief AI Scientist\u3002<\/p>\n

\u4e00\u65b9\u9762\uff0c\u5feb\u516d\u5341\u4e86\uff0c\u6211\u5c31\u662f\u4e0d\u60f3\u505a\u7ba1\u7406\u4e86\u3002\u6211\u613f\u610f\u505a\u4e00\u9635\u5b50\u6765\u628a\u7ec4\u7ec7\u5efa\u8d77\u6765\uff0c\u4f46\u6211\u4e0d\u64c5\u957f\u8fd9\u4e2a\u3002<\/p>\n

\u6211\u66f4\u50cf\u662f\u4e00\u4e2a\u79d1\u5b66\u6216\u6280\u672f\u4e0a\u7684visionary\uff0c\u4e00\u4e2aengineering scientist\u3002<\/p>\n

\u6210\u4e3aChief AI Scientist\u4e4b\u540e\uff0c\u6211\u5411CTO\u6c47\u62a5\u3002\u5f00\u59cb\u63a8\u8fdb\u4e00\u4e2a\u6211\u8ba4\u4e3a\u5fc5\u8981\u7684\u7814\u7a76\u9879\u76ee\uff0c\u56e0\u4e3aFAIR\u7684\u91ce\u5fc3\u4e00\u76f4\u662f\u6784\u5efa\u667a\u80fd\u7cfb\u7edf\u3002\u6211\u7ba1FAIR\u7684\u65f6\u5019\u628a\u81ea\u5df1\u7684\u7814\u7a76\u6401\u7f6e\u4e86\uff0c\u6ca1\u65f6\u95f4\u505a\u3002<\/p>\n

\u5f53\u65f6\u6211\u5df2\u7ecf\u5f62\u6210\u4e86\u4e00\u4e2a\u6982\u5ff5\uff0c\u8fd9\u4e2a\u67b6\u6784\u4f1a\u57fa\u4e8e\u81ea\u76d1\u7763\u5b66\u4e60\uff0c\u57fa\u4e8e\u4ece\u611f\u77e5\u4fe1\u53f7\u6bd4\u5982\u89c6\u9891\u4e2d\u505a\u9884\u6d4b\u3002\u8fd9\u4e9b\u5c31\u662f\u4e16\u754c\u6a21\u578b\u7684\u60f3\u6cd5\u3002<\/p>\n

2016\u5e74\u6211\u5728NeurIPS\u505a\u4e86\u4e00\u4e2akeynote\uff0c\u8bf4AI\u7814\u7a76\u5e94\u8be5\u8d70\u8fd9\u4e2a\u65b9\u5411\uff0c\u4e16\u754c\u6a21\u578b\uff0c\u9884\u6d4b\u884c\u4e3a\u7684\u540e\u679c\uff0c\u7136\u540e\u89c4\u5212\u3002<\/p>\n

\u6211\u8bf4RL\u4e0d\u4f1a\u5e26\u6211\u4eec\u5230\u90a3\u91cc\uff0c\u56e0\u4e3a\u592a\u4f4e\u6548\u4e86\u3002\u76d1\u7763\u5b66\u4e60\u5df2\u7ecf\u663e\u793a\u4e86\u5b83\u7684\u5c40\u9650\u3002\u672a\u6765\u662f\u81ea\u76d1\u7763\u5b66\u4e60\u548c\u4e16\u754c\u6a21\u578b\u3002<\/p>\n

\u90a3\u600e\u4e48\u505a\u81ea\u76d1\u7763\u5b66\u4e60\u548c\u4e16\u754c\u6a21\u578b\uff1f<\/p>\n

\u6211\u542f\u52a8\u4e86\u51e0\u4e2a\u9879\u76ee\uff0c\u6709\u4e9b\u65b9\u5411\u6ca1\u8d70\u901a\u3002\u505a\u4e86\u4e00\u4e9b\u89c6\u9891\u9884\u6d4b\u7684\u5de5\u4f5c\uff0c\u7136\u540e\u5f62\u6210\u4e86\u8fd9\u4e2a\u6982\u5ff5\uff1a<\/p>\n

\u4f60\u53ef\u4ee5\u5728\u89c6\u9891\u4e0a\u505a\u81ea\u76d1\u7763\u8bad\u7ec3\uff0c\u4f46\u5fc5\u987b\u8ba9\u7cfb\u7edf\u5728\u8868\u5f81\u7a7a\u95f4\u505a\u9884\u6d4b\uff0c\u800c\u4e0d\u662f\u5728\u50cf\u7d20\u7a7a\u95f4\u3002<\/p>\n

\u8fd9\u5c31\u662fJEPA\u7684\u6838\u5fc3\u60f3\u6cd5\u3002<\/p>\n

\u8fd9\u4e2a\u60f3\u6cd5\u5927\u6982\u57282020\u5e74\u6210\u5f62\u30022022\u5e74\u6211\u5199\u4e86\u4e00\u7bc7\u5f88\u957f\u7684vision paper\uff0c\u628a\u6211\u7684\u6574\u4e2a\u613f\u666f\u90fd\u5199\u51fa\u6765\u4e86\u3002\u628a\u6240\u6709\u79d8\u5bc6\u90fd\u644a\u5f00\uff0c\u6211\u4e0d\u5728\u4e4e\u3002\u6211\u5e0c\u671b\u8fd9\u80fd\u628a\u4e00\u6279\u4eba\u62c9\u5230\u8fd9\u4e2a\u65b9\u5411\u4e0a\u6765\u3002<\/p>\n

\u786e\u5b9ework\u4e86\u3002<\/p>\n

\u4e0d\u4ec5\u5438\u5f15\u6765\u4e86\u4e00\u6279\u5b66\u751f\uff0c\u5728NYU\u548c\u5df4\u9ece\u7684\uff0c\u56e0\u4e3a\u4ed6\u4eec\u60f3\u505a\u8fd9\u4e2a\u65b9\u5411\u3002<\/p>\n

FAIR\u5185\u90e8\u4e5f\u6709\u4e00\u6574\u4e2a\u56e2\u961f\u8bf4\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u60f3\u505a\u7684\u3002\u7136\u540eJoelle Pineau\u8bf4\uff0c\u8fd9\u5e94\u8be5\u6210\u4e3aFAIR\u7684\u4e00\u4e2a\u91cd\u5927\u4f7f\u547d\uff0c\u6211\u4eec\u7ba1\u5b83\u53ebAdvanced Machine Intelligence\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u7136\u540e\u4ed6\u4eec\u8ba9\u4f60\u5e26\u7740\u8fd9\u4e2a\u540d\u5b57\u51fa\u53bb\u521b\u4e1a\u4e86\u3002<\/p>\n

LeCun\uff1a\u5bf9\u3002\u624e\u514b\u4f2f\u683c\u8bfb\u4e86\u90a3\u7bc7\u8bba\u6587\uff0c\u77e5\u9053\u5b83\u5728\u8bf4\u4ec0\u4e48\uff0c\u8ba4\u540c\u8fd9\u4e2a\u9879\u76ee\u3002CTO Andrew Bosworth\u4e5f\u662f\uff0c\u524dCTO\u4e5f\u662f\uff0cCPO\u4e5f\u662f\u3002\u9886\u5bfc\u5c42\u5bf9\u8fd9\u4e2a\u9879\u76ee\u6709\u5f88\u591a\u652f\u6301\u3002<\/p>\n

\u4f46\u540e\u6765\u516c\u53f8\u628a\u6240\u6709\u7cbe\u529b\u91cd\u65b0\u805a\u7126\u5230LLM\u4e0a\u4e86\u3002<\/p>\n

\u5c3d\u7ba1\u6709\u9886\u5bfc\u5c42\u7684\u652f\u6301\uff0c\u4e0b\u9762\u7684\u5c42\u7ea7\u4e0d\u592a\u4e70\u8d26\u3002<\/p>\n

\u800c\u4e14JEPA\u4e16\u754c\u6a21\u578b\u7684\u5e94\u7528\uff0c\u867d\u7136\u5728\u53ef\u7a7f\u6234\u667a\u80fd\u4f53\u548c\u673a\u5668\u4eba\u65b9\u9762\u6709\u573a\u666f\uff0c\u4f46Meta\u673a\u5668\u4eba\u7814\u7a76\u7ec4\u88ab\u780d\u6389\u4e86\u3002<\/p>\n

\u6240\u4ee5\u8fd9\u4e2a\u73af\u5883\u4e0d\u5bf9\u4e86\u3002<\/p>\n

JEPA\u7684\u5927\u90e8\u5206\u5e94\u7528\u573a\u666f\u5728Meta\u4e0d\u611f\u5174\u8da3\u7684\u5de5\u4e1a\u9886\u57df\u3002FAIR\u8d8a\u6765\u8d8a\u88ab\u8981\u6c42\u53bb\u5e2eLLM\u7684\u5fd9\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1aScale AI\u7684\u6536\u8d2d\u662f\u4e0d\u662f\u8fd9\u4e2a\u7eafLLM\u805a\u7126\u7684\u50ac\u5316\u5242\u4e4b\u4e00\uff1f<\/p>\n

LeCun\uff1a\u80af\u5b9a\u662f\u7684\u3002\u53ef\u80fd\u8fd8\u6709\u5176\u4ed6\u539f\u56e0\u3002\u6211\u4e0d\u786e\u5b9a\u6211\u6709\u8db3\u591f\u7684\u5185\u90e8\u4fe1\u606f\u6765\u8bc4\u8bba\uff0c\u4f46\u6709\u53ef\u80fd\u624e\u514b\u4f2f\u683c\u5728\u4e9a\u5386\u5c71\u5927\u738b\u8eab\u4e0a\u770b\u5230\u4e86\u67d0\u79cd\u63a5\u73ed\u4eba\u7684\u5f71\u5b50\uff0c\u4e00\u4e2a\u66f4\u5e74\u8f7b\u7248\u672c\u7684\u81ea\u5df1\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u5f88\u591a\u5a92\u4f53\u53d9\u4e8b\u662f\u8bf4\u4e9a\u5386\u5c71\u5927\u738b\u6765\u4e86\u4ee5\u540e\uff0c\u7eaf\u7814\u7a76\u7ec4\u7ec7\u5c31\u66f4\u96be\u8fd0\u8f6c\u4e86\u3002<\/p>\n

LeCun\uff1a\u8fd9\u91cc\u6709\u4e00\u4e2a\u5f88\u5927\u7684\u8bef\u89e3\uff0c\u5173\u4e8e\u6211\u7684\u89d2\u8272\u3001\u6211\u8ddf\u4e9a\u5386\u5c71\u5927\u738b\u7684\u5173\u7cfb\uff0c\u4ee5\u53caAI\u5728Meta\u662f\u600e\u4e48\u8fd0\u4f5c\u7684\u3002<\/p>\n

\u6211\u5bf9Llama\u7684\u6280\u672f\u8d21\u732e\u662f\u96f6\uff0c\u5b8c\u5168\u6ca1\u6709\u3002\u6211\u5bf9Llama\u7684\u552f\u4e00\u8d21\u732e\u662f\u529b\u4e3b\u5f00\u6e90Llama 2\u3002<\/p>\n

\u5f53\u65f6\u5185\u90e8\u6709\u5f88\u5927\u7684\u4e89\u8bba\u3002\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u9ad8\u5c42\u7ea7\u7684\u8ba8\u8bba\uff0c\u6bcf\u5468\u4e24\u5c0f\u65f6\uff0c\u4ece\u624e\u514b\u4f2f\u683c\u5f80\u4e0b\u5927\u698240\u4e2a\u4eba\uff0c\u6301\u7eed\u4e86\u597d\u51e0\u4e2a\u6708\u3002<\/p>\n

\u6211\u548cBoz\u90fd\u975e\u5e38\u660e\u786e\u5730\u4e3b\u5f20\uff0c\u5b89\u5168\u98ce\u9669\u88ab\u5938\u5927\u4e86\uff0c\u521b\u9020\u4e00\u4e2a\u4ea7\u4e1a\u7684\u673a\u4f1a\u975e\u5e38\u5927\uff0c\u5f00\u6e90Llama 2\u4f1a\u542f\u52a8\u6574\u4e2aAI\u4ea7\u4e1a\u3002\u4e8b\u5b9e\u8bc1\u660e\u786e\u5b9e\u5982\u6b64\u3002<\/p>\n

\u4f46Llama\u672c\u8eab\uff0c\u6211\u7684\u6280\u672f\u8d21\u732e\u662f\u96f6\u3002\u6211\u65e2\u6ca1\u6709\u63a8\u52a8\u5b83\uff0c\u4e5f\u6ca1\u6709\u963b\u788d\u6216\u62d6\u6162\u5b83\u3002<\/p>\n

FAIR\u5185\u90e8\u6709\u5f88\u591a\u4eba\u5728\u505aLLM\uff0c\u8fd9\u5f88\u597d\u3002\u6211\u4ece\u6765\u6ca1\u6709\u53cd\u5bf9\u8fc7\uff0c\u53ea\u662f\u8bf4\u8fd9\u4e0d\u662f\u901a\u5f80\u4eba\u7c7b\u6c34\u5e73\u667a\u80fd\u7684\u8def\u3002\u4f46\u5b83\u6709\u7528\uff0c\u8ddf\u8bed\u97f3\u8bc6\u522b\u6216\u7ffb\u8bd1\u4e00\u6837\u6709\u7528\u3002<\/p>\n

\u7279\u522b\u662f2018\u5e74\u6211\u4eceFAIR director\u9000\u4e0b\u6765\u4ee5\u540e\uff0c\u6211\u5bf9\u522b\u4eba\u5728\u505a\u4ec0\u4e48\u6ca1\u6709\u76f4\u63a5\u5f71\u54cd\u3002\u6211\u53ea\u662f\u53d1\u8868\u6211\u7684\u613f\u666f\uff0c\u7136\u540e\u628a\u4eba\u62c9\u5230\u6211\u7684\u9879\u76ee\u4e0a\u6765\u3002<\/p>\n

\u4ed6\u4eec\u8ddf\u6211\u5408\u4f5c\u662f\u56e0\u4e3a\u4ed6\u4eec\u613f\u610f\uff0c\u4e0d\u662f\u56e0\u4e3a\u6211\u662f\u4ed6\u4eec\u7684\u8001\u677f\u3002<\/p>\n

\u5230\u4e862024\u5e74\u521d\u3001\u5c24\u5176\u662f2025\u5e74\uff0cFAIR\u7684\u8d70\u5411\u548c\u7ba1\u7406\u65b9\u5f0f\u5df2\u7ecf\u4e0d\u7b26\u5408\u6211\u8ba4\u4e3a\u4fdd\u6301\u521b\u65b0\u3001\u7814\u7a76\u548c\u7a81\u7834\u6240\u9700\u8981\u7684\u6761\u4ef6\u4e86\u3002<\/p>\n

\u5f88\u591a\u4f18\u79c0\u7684\u4eba\u90fd\u8d70\u4e86\u3002<\/p>\n

\u64ad\u5ba2\u94fe\u63a5\uff1ahttps:\/\/unsupervised-learning.simplecast.com\/episodes\/ep-86-yann-lecun-on-leaving-meta-breaking-the-llm-paradigm-why-hinton-is-wrong-rZ6fpa_8<\/p>\n

\u53c2\u8003\u94fe\u63a5\uff1a[1]https:\/\/x.com\/jacobeffron\/status\/2055279354821607551<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

Jay \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

Lecun\u8fd9\u6b21\u662f\u771f\u8ddfHinton\u7206\u4e86\u2026\u2026<\/p>\n

Hinton\u4e4b\u524d\u4ece\u6765\u6ca1\u7279\u522b\u5173\u6ce8\u8fc7LLM\u3002\u7ed3\u679c2023\u5e74GPT-4\u51fa\u6765\uff0c\u4ed6\u7a81\u7136\u8ddf\u987f\u609f\u4e86\u4e00\u6837\uff1a<\/p>\n

\u201c\u5929\u54ea\uff0c\u8fd9\u4e9b\u6a21\u578b\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\u4eba\u7c7b\u667a\u80fd\u4e86\uff0c\u5b83\u4eec\u53ef\u80fd\u6709\u4e3b\u89c2\u4f53\u9a8c\u2026\u2026\u201d<\/p>\n

\u5bf9\u4e8e\u8fd9\u79cd\u8f6c\u53d8\uff0cLecun\u8868\u793a\u2014\u2014<\/p>\n

\u5b8c\u5168\u4e0d\u8ba4\u540c\uff0c\u96be\u4ee5\u7406\u89e3\u3002<\/p>\n

\u6211\u611f\u89c9\u4ed6\u5c31\u662f\u60f3\u6446\u70c2\uff1a\u201c\u597d\u4e86\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u9700\u8981\u7684\uff0c\u6211\u53ef\u4ee5\u5ba3\u5e03\u80dc\u5229\u4e86\u3002\u201d<\/p>\n

\u201c\u55ef\u55ef\uff0c\u6211\u53ef\u4ee5\u9000\u4f11\u4e86\u3002\u7136\u540e\u5230\u5904\u53bb\u505a\u5173\u4e8e<\/p>\n","protected":false},"author":1,"featured_media":4995,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4997","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/4997","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=4997"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/4997\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/4995"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=4997"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=4997"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=4997"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}