{"id":64041,"date":"2025-08-31T19:56:38","date_gmt":"2025-08-31T11:56:38","guid":{"rendered":"https:\/\/swarma.org\/?p=64041"},"modified":"2025-08-31T19:56:38","modified_gmt":"2025-08-31T11:56:38","slug":"%e6%b8%85%e5%8d%8e%e5%9b%a2%e9%98%9f%e5%bc%80%e6%ba%90%e5%8f%91%e5%b8%83%e9%a6%96%e4%b8%aa%e7%bb%93%e6%9e%84%e5%8c%96%e6%95%b0%e6%8d%ae%e9%80%9a%e7%94%a8%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=64041","title":{"rendered":"\u6e05\u534e\u56e2\u961f\u5f00\u6e90\u53d1\u5e03\u9996\u4e2a\u7ed3\u6784\u5316\u6570\u636e\u901a\u7528\u5927\u6a21\u578b"},"content":{"rendered":"
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<\/strong>2018\u5e74\uff0c\u5d14\u9e4f\u6559\u6388\u56e2\u961f\u5f00\u521b\u6027\u5730\u63d0\u51fa\u201c\u56e0\u679c\u542f\u53d1\u7684\u7a33\u5b9a\u5b66\u4e60\u201d\u65b0\u8303\u5f0f\uff0c\u4e3aAI\u6a21\u578b\u7684\u53ef\u9760\u6027\u548c\u6cdb\u5316\u6027\u7814\u7a76\u5960\u5b9a\u91cd\u8981\u7406\u8bba\u57fa\u7840\u3002\u6700\u8fd1\uff0c\u56e2\u961f\u5c06\u7814\u7a76\u56e2\u961f\u5c06\u8be5\u7406\u8bba\u5e94\u7528\u5728\u7ed3\u6784\u5316\u6570\u636e\u901a\u7528\u5927\u6a21\u578b\u9886\u57df\uff0c\u53d1\u5e03\u4e86\u201c\u6781\u6570\u201d\uff08LimiX\uff09\u901a\u7528\u5927\u6a21\u578b\u3002\u201c\u6781\u6570\u201d\u5927\u6a21\u578b\u53ef\u4ee5\u52a9\u529bAI\u6df1\u5ea6\u878d\u5165\u5de5\u4e1a\u751f\u4ea7\u5168\u6d41\u7a0b\uff0c\u7279\u522b\u662f\u7ed3\u6784\u5316\u6570\u636e\u5360\u4e3b\u5bfc\u7684\u6cdb\u5de5\u4e1a\u9886\u57df\uff0c\u964d\u4f4e\u5176AI\u4f7f\u7528\u95e8\u69db\uff0c\u7834\u89e3\u5de5\u4e1a\u6570\u636e\u4ef7\u503c\u6316\u6398\u96be\u9898\uff0c\u4e3a\u5b9e\u73b0\u667a\u80fd\u5236\u9020\u4e0e\u65b0\u578b\u5de5\u4e1a\u5316\u63d0\u4f9b\u5173\u952e\u652f\u6491\uff0c\u63a8\u52a8\u4ea7\u4e1a\u6280\u672f\u53d8\u9769\u548c\u4f18\u5316\u5347\u7ea7\u3002<\/span><\/span><\/strong><\/p>\n


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\u5173\u952e\u8bcd\uff1a<\/span>\u7ed3\u6784\u5316\u6570\u636e\uff0c\u7a33\u5b9a\u5b66\u4e60\uff0c\u56e0\u679c\u63a8\u65ad\uff0c\u5206\u5e03\u5916\u6cdb\u5316\uff0c\u6781\u6570\u5927\u6a21\u578b<\/span><\/strong><\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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2025 <\/span><\/span><\/span>\u5e74 <\/span><\/span><\/span><\/font>8 <\/span><\/span><\/span><\/font>\u6708 <\/span><\/span><\/span><\/font>29 <\/span><\/span><\/span><\/font>\u65e5\uff0c\u7531\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u5d14\u9e4f\u6559\u6388\u56e2\u961f\u8054\u5408\u7a33\u51c6\u667a\u80fd\u5171\u540c\u7814\u53d1\u7684\u7ed3\u6784\u5316\u6570\u636e<\/span><\/span><\/span><\/font>\u901a\u7528<\/span><\/span><\/span><\/font>\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u201c<\/span><\/span><\/span><\/font>\u6781\u6570<\/span><\/span><\/span><\/font>\u201d <\/span><\/span><\/span><\/font>\uff08<\/span><\/span><\/span><\/font>Limi<\/span><\/span><\/span><\/font>X<\/span><\/span><\/span><\/font>\uff09<\/span><\/span><\/span><\/font>\u6b63\u5f0f\u5ba3\u5e03\u5f00\u6e90\u3002\u6b64\u6b21\u53d1\u5e03\u6807\u5fd7\u7740\u6211\u56fd\u5728\u7ed3\u6784\u5316\u6570\u636e\u667a\u80fd\u5904\u7406\u9886\u57df\u7684\u6280\u672f\u7a81\u7834\u4e0e\u751f\u6001\u5f00\u653e\u8fc8\u51fa\u5173\u952e\u4e00\u6b65\uff0c\u5c06\u663e\u8457\u964d\u4f4e\u5343\u884c\u767e\u4e1a\u5e94\u7528\u7ed3\u6784\u5316\u6570\u636e<\/span><\/span><\/span><\/font> AI <\/span><\/span><\/span>\u6280\u672f\u7684\u95e8\u69db\u3002<\/span><\/span><\/span><\/font>\u7279\u522b\u662f\u5728\u7ed3\u6784\u5316\u6570\u636e\u5360\u4e3b\u5bfc\u7684\u6cdb\u5de5\u4e1a\u9886\u57df\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b\u5c06\u52a9\u529b<\/span><\/span><\/span><\/font>AI<\/span><\/span><\/span><\/font>\u6df1\u5ea6\u878d\u5165\u5de5\u4e1a\u751f\u4ea7\u5168\u6d41\u7a0b\uff0c\u7834\u89e3\u5de5\u4e1a\u6570\u636e\u4ef7\u503c\u6316\u6398\u96be\u9898\uff0c\u4e3a\u5b9e\u73b0\u667a\u80fd\u5236\u9020\u4e0e\u65b0\u578b\u5de5\u4e1a\u5316\u63d0\u4f9b\u5173\u952e\u652f\u6491\uff0c\u63a8\u52a8\u4ea7\u4e1a\u6280\u672f\u53d8\u9769\u548c\u4f18\u5316\u5347\u7ea7\u3002<\/span><\/span><\/span><\/font><\/p>\n


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\u7ed3\u6784\u5316\u6570\u636e<\/span><\/span><\/span><\/font>\u901a\u7528<\/span><\/span><\/span><\/font>\u5927\u6a21\u578b\uff08<\/span><\/span><\/span><\/font>Large Data Model, <\/span><\/span><\/span><\/font>LDM<\/span><\/span><\/span>\uff09\u5219\u9488\u5bf9\u6027\u89e3\u51b3\u8fd9\u4e00\u75db\u70b9\uff1a\u4e0d\u540c\u4e8e <\/span><\/span><\/span><\/font>LLM <\/span><\/span><\/span><\/font>\u805a\u7126\u6587\u672c\uff0c<\/span><\/span><\/span><\/font>LDM <\/span><\/span><\/span><\/font>\u878d\u5408\u7ed3\u6784\u56e0\u679c\u63a8\u65ad\u4e0e<\/span><\/span><\/span><\/font>\u9884\u8bad\u7ec3<\/span><\/span><\/span><\/font>\u5927\u6a21\u578b\u6280\u672f\uff0c\u65e2\u80fd\u6355\u6349\u7ed3\u6784\u5316\u6570\u636e\u7684<\/span><\/span><\/span><\/font>\u5185\u5728<\/span><\/span><\/span><\/font>\u5173\u8054\uff0c\u53c8\u5177\u5907\u5f3a\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u8de8\u884c\u4e1a\u9002\u914d\u591a\u7c7b\u4efb\u52a1<\/span><\/span><\/span><\/font>\u3002<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b\u53ef\u4ee5\u652f\u6301\u5206\u7c7b\u3001\u56de\u5f52\u3001\u9ad8\u7ef4\u8868\u5f81\u62bd\u53d6\u3001\u56e0\u679c\u63a8\u65ad\u7b49\u591a\u8fbe<\/span><\/span><\/span><\/font>10<\/span><\/span><\/span><\/font>\u7c7b\u4efb\u52a1\uff0c<\/span><\/span><\/span><\/font>\u5728\u5de5\u4e1a\u65f6\u5e8f\u9884\u6d4b<\/span><\/span><\/span><\/font>\u3001\u5f02\u5e38\u6570\u636e\u76d1\u6d4b\u3001\u6750\u6599\u6027\u80fd\u9884\u6d4b<\/span><\/span><\/span><\/font>\u7b49\u573a\u666f\u4e2d\uff0c\u6027\u80fd\u8fbe\u5230\u751a\u81f3\u8d85\u8d8a<\/span><\/span><\/span><\/font>\u6700\u4f18\u4e13\u7528<\/span><\/span><\/span><\/font>\u6a21\u578b\uff0c\u5b9e\u73b0<\/span><\/span><\/span><\/font>\u5355\u4e00<\/span><\/span><\/span><\/font>\u6a21\u578b\u9002\u914d\u591a<\/span><\/span><\/span><\/font>\u573a\u666f\u3001\u591a<\/span><\/span><\/span><\/font>\u4efb\u52a1\u7684<\/span><\/span><\/span><\/font>\u901a\u7528\u6027<\/span><\/span><\/span><\/font>\u7a81\u7834<\/span><\/span><\/span><\/font>\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u8d4b\u80fd\u5de5\u4e1a\u63d0\u4f9b\u4e86<\/span><\/span><\/span><\/font>One<\/span><\/span><\/span><\/font>–<\/span><\/span><\/span>For<\/span><\/span><\/span><\/font>–<\/span><\/span><\/span>All<\/span><\/span><\/span><\/font>\u89e3\u51b3\u65b9\u6848<\/span><\/span><\/span><\/font>\u3002<\/span><\/span><\/span><\/font><\/p>\n


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\u4ece\u6280\u672f\u6027\u80fd\u5230\u4ea7\u4e1a\u843d\u5730\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b\u7684\u6838\u5fc3\u4f18\u52bf\u5df2\u5f97\u5230\u5145\u5206\u9a8c\u8bc1\u3002\u5728\u8d85\u8fc7<\/span><\/span><\/span><\/font>600<\/span><\/span><\/span><\/font>\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u5341\u4f59\u9879\u6d4b\u8bd5\u7ed3\u679c\u8868\u660e\uff0c\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u65e0\u9700\u8fdb\u884c\u4e8c\u6b21\u8bad\u7ec3\uff0c\u5df2\u7ecf\u5728<\/span><\/span><\/span><\/font>\u51c6\u786e\u7387\u3001\u6cdb\u5316\u6027\u7b49\u5173\u952e\u6307\u6807\u4e0a\u5747\u80fd\u8fbe\u5230\u6216\u8d85\u8fc7<\/span><\/span><\/span><\/font>\u4e13\u6709<\/span><\/span><\/span><\/font>SOTA<\/span><\/span><\/span><\/font>\u6a21\u578b\u3002\u800c\u5728\u4ea7\u4e1a\u5e94\u7528\u5c42\u9762\uff0c\u201c\u6781\u6570\u201d\u5927\u6a21\u578b\u5df2\u6210\u529f\u843d\u5730\u591a\u4e2a\u771f\u5b9e\u5de5\u4e1a\u573a\u666f\uff0c\u65e0\u9700\u8bad\u7ec3\u3001\u90e8\u7f72\u6210\u672c\u4f4e\u3001\u51c6\u786e\u7387\u9ad8\u3001\u901a\u7528\u6027\u5f3a\u7684\u7279\u70b9\u83b7\u5f97\u5408\u4f5c\u4f01\u4e1a\u7684\u9ad8\u5ea6\u8ba4\u53ef\uff0c\u6210\u4e3a\u63a8\u52a8\u5de5\u4e1a\u6570\u636e\u4ef7\u503c\u8f6c\u5316\u7684\u5b9e\u7528\u578b\u6280\u672f\u65b9\u6848\uff0c\u6b63\u52a0\u901f\u5f62\u6210\u9762\u5411\u6cdb\u5de5\u4e1a\u5782\u76f4\u884c\u4e1a\u6838\u5fc3\u4e1a\u52a1\u573a\u666f\u7684\u771f\u6b63\u667a\u80fd\u5e95\u5ea7\u3002<\/span><\/span><\/span><\/font>
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\u201c\u6781\u6570\u201d\u6a21\u578b\u7684\u7814\u53d1\u6838\u5fc3\u529b\u91cf\uff0c\u7531\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u5d14\u9e4f\u6559\u6388\u7275\u5934\u7ec4\u5efa\uff0c\u56e2\u961f\u6c47\u805a\u4e86\u5b66\u672f\u7814\u7a76\u4e0e\u4ea7\u4e1a\u843d\u5730\u7684\u53cc\u91cd\u4f18\u52bf\uff0c\u5176\u6280\u672f\u7a81\u7834\u80cc\u540e\u662f\u6df1\u539a\u7684\u79d1\u7814\u79ef\u6dc0\u4e0e\u524d\u77bb\u6027\u7684\u65b9\u5411\u5e03\u5c40\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/span><\/p>\n

\u4f5c\u4e3a\u56e2\u961f\u6838\u5fc3\uff0c\u5d14\u9e4f\u6559\u6388\u662f\u6211\u56fd\u6570\u636e\u667a\u80fd\u9886\u57df\u7684\u9876\u5c16\u5b66\u8005\uff1a\u4ed6\u4e0d\u4ec5\u662f\u56fd\u5bb6\u6770\u51fa\u9752\u5e74\u79d1\u5b66\u57fa\u91d1\u83b7\u5f97\u8005\uff0c\u66f4\u4ee5\u7a81\u51fa\u6210\u679c\u4e24\u5ea6\u65a9\u83b7\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u4e8c\u7b49\u5956\uff0c\u540c\u65f6\u83b7\u8bc4<\/span><\/span><\/span><\/font>\u56fd\u9645\u8ba1\u7b97\u673a\u534f\u4f1a<\/span>\uff08<\/span><\/span><\/span><\/font>ACM<\/span><\/span><\/span>\uff09<\/span><\/span><\/span><\/font>\u6770\u51fa\u79d1\u5b66\u5bb6\uff0c\u5176\u5b66\u672f\u5f71\u54cd\u529b\u83b7\u56fd\u9645\u5b66\u754c\u5e7f\u6cdb\u8ba4\u53ef\u3002\u5728\u57fa\u7840\u7814\u7a76\u9886\u57df\uff0c\u5d14\u9e4f\u6559\u6388\u5f00\u521b\u6027\u63d0\u51fa<\/span><\/span><\/span><\/font>\u201c<\/span><\/span><\/span><\/font>\u56e0\u679c<\/span><\/span><\/span><\/font>\u542f\u53d1\u7684<\/span><\/span><\/span><\/font>\u7a33\u5b9a\u5b66\u4e60<\/span><\/span><\/span><\/font>\u201d <\/span><\/span><\/span><\/font>\u65b0<\/span><\/span><\/span><\/font>\u8303\u5f0f\uff0c\u7a81\u7834\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u5728\u6570\u636e\u5206\u5e03\u504f\u79fb\u573a\u666f\u4e0b\u7684\u6027\u80fd\u5c40\u9650\uff0c\u4e3a<\/span><\/span><\/span><\/font> AI <\/span><\/span><\/span>\u6a21\u578b\u7684\u53ef\u9760\u6027\u4e0e\u6cdb\u5316\u6027\u7814\u7a76\u5960\u5b9a\u91cd\u8981\u7406\u8bba\u57fa\u7840\u3002<\/span><\/span><\/span><\/font><\/p>\n

<\/span><\/span><\/font><\/p>\n

\u767e\u79d1\u8bcd\u6761\uff1a\u7a33\u5b9a\u5b66\u4e60<\/span><\/span><\/p>\n

2022 <\/span><\/span><\/span>\u5e74 <\/span><\/span><\/span><\/font>OpenAI <\/span><\/span><\/span><\/font>\u63a8\u51fa <\/span><\/span><\/span><\/font>ChatGPT <\/span><\/span><\/span><\/font>\u5f15\u53d1\u5927\u6a21\u578b\u6280\u672f\u6d6a\u6f6e\u540e\uff0c\u5d14\u9e4f\u6559\u6388\u654f\u9510\u6d1e\u5bdf\u5230\u7ed3\u6784\u5316\u6570\u636e<\/span><\/span><\/span><\/font>\u65b9\u5411\u5927\u6a21\u578b\u6280\u672f<\/span><\/span><\/span><\/font>\u7684<\/span><\/span><\/span><\/font>\u53d1\u5c55\u6f5c\u529b<\/span><\/span><\/span><\/font>\uff0c\u8fc5\u901f\u5c06\u7814\u7a76\u65b9\u5411\u4ece\u56e0\u679c\u7a33\u5b9a\u5b66\u4e60\u62d3\u5c55\u81f3<\/span><\/span><\/span><\/font>\u7ed3\u6784\u5316\u6570\u636e\u901a\u7528\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\uff08<\/span><\/span><\/span><\/font>LDM<\/span><\/span><\/span>\uff09<\/span>\u9886\u57df\u3002\u4f9d\u6258\u65e2\u6709\u7406\u8bba\u79ef\u7d2f\uff0c\u56e2\u961f\u653b\u514b<\/span><\/span><\/span><\/font>\u7ed3\u6784\u56e0\u679c\u6570\u636e\u5408\u6210<\/span><\/span><\/span><\/font>\u3001<\/span><\/span><\/span><\/font>\u6a21\u578b\u7ed3\u6784\u8bbe\u8ba1\u3001<\/span><\/span><\/span><\/font>\u8de8\u573a\u666f\u6cdb\u5316\u7b49\u6838\u5fc3\u96be\u9898\uff0c\u6700\u7ec8\u5b9e\u73b0<\/span><\/span><\/span><\/font>\u201c<\/span><\/span><\/span><\/font>\u6781\u6570<\/span><\/span><\/span><\/font>\u201d <\/span><\/span><\/span><\/font>\u6a21\u578b\u5728\u591a\u9886\u57df\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u7a81\u7834\uff0c\u4e3a\u6b64\u6b21\u5f00\u6e90\u5960\u5b9a\u5173\u952e\u6280\u672f\u57fa\u7840\u3002<\/span><\/span><\/span><\/font><\/p>\n

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<\/span><\/b><\/section>\n<\/section>\n


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<\/section>\n<\/section>\n<\/section>\n
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2. \u6781\u6570\u5927\u6a21\u578b\u7b80\u4ecb<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5c06\u591a\u79cd\u80fd\u529b\u96c6\u6210\u5230\u540c\u4e00\u57fa\u7840\u6a21\u578b\u4e2d\uff0c\u5305\u62ec\uff1a\u5206\u7c7b\u3001\u56de\u5f52\u3001\u7f3a\u5931\u503c\u63d2\u8865\u3001\u6570\u636e\u5bc6\u5ea6\u4f30\u8ba1\u3001\u9ad8\u7ef4\u8868\u5f81\u62bd\u53d6\u3001\u6570\u636e\u751f\u6210\u3001\u56e0\u679c\u63a8\u65ad\u3001\u56e0\u679c\u53d1\u73b0\u548c\u5206\u5e03\u5916\u6cdb\u5316\u9884\u6d4b\u7b49\uff1b\u5728\u62e5\u6709\u4f18\u79c0\u7ed3\u6784\u5316\u6570\u636e\u5efa\u6a21\u6027\u80fd\u7684\u540c\u65f6\uff0c\u6781\u5927\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u901a\u7528\u6027\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/span><\/p>\n

\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u57fa\u4e8e\u6d77\u91cf\u56e0\u679c\u5408\u6210\u6570\u636e\u5b66\u4e60\u6570\u636e\u4e2d\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u4e0d\u540c\u4e8e\u4e13\u7528\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u8bb0\u5fc6\u4f4f\u6570\u636e\u7279\u5f81\u7684\u6a21\u5f0f\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u53ef\u4ee5\u76f4\u63a5\u5728\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e2d\u6355\u6349\u56e0\u679c\u53d8\u91cf\uff0c\u5e76\u901a\u8fc7\u6761\u4ef6\u63a9\u7801\u5efa\u6a21\u7684\u65b9\u5f0f\u5b66\u4e60\u6570\u636e\u7684\u8054\u5408\u5206\u5e03\uff0c\u4ee5\u9002\u5e94\u5305\u62ec\u5206\u7c7b\u3001\u56de\u5f52\u3001\u7f3a\u5931\u503c\u9884\u6d4b\u3001\u6570\u636e\u751f\u6210\u3001\u56e0\u679c\u63a8\u65ad\u7b49\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u3002\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u6781\u6570\u53ef\u76f4\u63a5\u57fa\u4e8e\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u8fdb\u884c\u63a8\u7406\uff0c\u65e0\u9700\u8bad\u7ec3\u5373\u53ef\u76f4\u63a5\u9002\u7528\u4e8e\u5404\u79cd\u5e94\u7528\u573a\u666f\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/p>\n

\u6a21\u578b\u6280\u672f\u67b6\u6784<\/span><\/span><\/span><\/font><\/span><\/section>\n

<\/span><\/span><\/font><\/span><\/section>\n
<\/span><\/b><\/section>\n
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<\/span><\/span><\/font><\/p>\n

\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u6cbf\u7528\u4e86<\/span><\/span><\/span><\/font>transformer<\/span><\/span><\/span><\/font>\u67b6\u6784\uff0c\u5e76\u9488\u5bf9\u7ed3\u6784\u5316\u6570\u636e\u5efa\u6a21\u548c\u4efb\u52a1\u6cdb\u5316\u8fdb\u884c\u4e86\u76f8\u5173\u7684\u4f18\u5316\u3002<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5148<\/span><\/span><\/span><\/font>\u5bf9\u5148\u9a8c\u77e5\u8bc6\u5e93\u4e2d\u7684\u7279\u5f81<\/span><\/span><\/span><\/font>\u548c\u76ee\u6807<\/span><\/span><\/span><\/font>\u5206\u522b\u8fdb\u884c<\/span><\/span><\/span>embedding<\/span><\/span><\/span><\/font>\uff1b\u4e4b\u540e\u5728\u4e3b\u8981\u6a21\u5757\u4e2d\uff0c\u5728\u6837\u672c\u548c\u7279\u5f81\u7ef4\u5ea6\u4e0a\u5206\u522b\u4f7f\u7528\u6ce8\u610f\u529b\u673a\u5236\uff0c\u6765\u805a\u7126\u5173\u952e\u6837\u672c\u7684\u5173\u952e\u7279\u5f81\u3002\u6700\u7ec8\uff0c\u63d0\u53d6\u5230\u7684\u9ad8\u7ef4\u7279\u5f81\u88ab\u5206\u522b\u4f20\u5165<\/span><\/span><\/span><\/font>regression head<\/span><\/span><\/span><\/font>\u548c<\/span><\/span><\/span><\/font>classification head<\/span><\/span><\/span><\/font>\uff0c\u5b9e\u73b0\u5bf9\u4e0d\u540c\u529f\u80fd\u7684\u652f\u6301\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/p>\n

\u8bad\u7ec3\u6570\u636e\u6784\u5efa<\/span><\/span><\/font><\/span><\/section>\n

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<\/section>\n


<\/span><\/span><\/font><\/p>\n

\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u6811\u6a21\u578b\u548c\u57fa\u4e8e<\/span><\/span><\/span><\/font>transformer\u67b6\u6784\u7684LLM\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b8c\u5168\u4f7f\u7528\u751f\u6210\u6570\u636e\uff0c\u4e0d\u4f9d\u8d56\u4e8e\u4efb\u4f55\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u6765\u6e90\u3002\u4e3a\u4e86\u4f7f\u6570\u636e\u751f\u6210\u7684\u8fc7\u7a0b\u9ad8\u6548\u4e14\u53ef\u63a7\uff0c\u56e2\u961f\u4f7f\u7528\u4e86\u57fa\u4e8e<\/span><\/span><\/span><\/font>\u7ed3\u6784<\/span><\/span><\/span><\/font>\u56e0\u679c\u56fe\u7684\u6570\u636e\u751f\u6210\u65b9\u5f0f\uff1a\u91c7\u6837\u5230\u7684\u521d\u59cb\u6570\u636e\u5728\u6709\u5411\u65e0\u73af\u56fe\u4e0a\u8fdb\u884c\u4f20\u64ad\uff0c\u901a\u8fc7\u590d\u6742\u7684\u8fb9\u6620\u5c04\u548c\u8282\u70b9\u4ea4\u4e92\u6765\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u4e2d\u4e0d\u540c\u7684\u56e0\u679c\u4f9d\u8d56\u5173\u7cfb\uff1b\u901a\u8fc7\u5bf9\u56e0\u679c\u56fe\u4e0a\u7684\u751f\u6210\u6570\u636e\u8fdb\u884c\u91c7\u6837\uff0c\u6700\u7ec8\u83b7\u5f97\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u7279\u5f81<\/span><\/span><\/span><\/font>\u548c\u76ee\u6807<\/span><\/span>\u3002\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u751f\u6210\u7684\u6570\u636e\uff0c\u65e2\u5b9e\u73b0\u4e86\u56e0\u679c\u7ed3\u6784\u4e0a\u7684\u591a\u6837\u6027\uff0c\u53c8\u4fdd\u8bc1\u4e86\u6570\u636e\u7684\u53ef\u63a7\u6027\u3002<\/span><\/span><\/span><\/p>\n


<\/span><\/span><\/p>\n

\u6a21\u578b\u4f18\u5316\u76ee\u6807<\/span><\/span><\/font><\/span><\/p>\n


<\/span><\/font><\/span><\/p>\n

<\/section>\n

\u901a\u7528\u7ed3\u6784\u5316\u6570\u636e\u5927\u6a21\u578b<\/span>\uff08<\/span><\/span><\/span><\/font>LDM<\/span><\/span><\/span><\/font>\uff09<\/span>\u9700\u8981<\/span><\/span><\/span><\/font>\u5728\u5404\u79cd\u5e94\u7528\u573a\u666f\u7684\u5404\u79cd\u4efb\u52a1\u4e2d\u901a\u7528\uff0c\u4e14<\/span><\/span><\/span><\/font>\u5177\u5907<\/span><\/span><\/span><\/font>\u65e0\u9700\u8fdb\u884c\u8bad\u7ec3<\/span><\/span><\/span><\/font>\u7684<\/span><\/span><\/span><\/font>\u6570\u636e\u5efa\u6a21\u80fd\u529b\u3002\u56e0\u6b64\u9700\u8981<\/span><\/span><\/span><\/font>\u5bf9\u6570\u636e\u7684\u8054\u5408\u5206\u5e03\u8fdb\u884c\u5efa\u6a21<\/span><\/span><\/span><\/font>\uff0c<\/span><\/span><\/span><\/font>\u4ee5<\/span><\/span><\/span><\/font>\u63d0\u9ad8\u6a21\u578b\u7684\u901a\u7528\u6027\u3001\u589e\u5f3a\u5bf9\u7279\u5f81\u4ea4\u4e92\u6a21\u5f0f\u7684\u5efa\u6a21\u80fd\u529b\u3002<\/span><\/span><\/span><\/font>\u4e3a\u6b64\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5728\u6a21\u578b<\/span><\/span><\/span><\/font>\u4f18\u5316\u76ee\u6807<\/span><\/span><\/span><\/font>\u8bbe\u8ba1\u4e2d\u52a0\u5165\u4e86\u63a9\u7801\u91cd\u6784\u673a\u5236\uff1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u5bf9\u968f\u673a\u7279\u5f81\u503c\u8fdb\u884c\u63a9\u7801\u64cd\u4f5c\uff0c\u6a21\u578b\u5c06\u6839\u636e\u7279\u5f81\u95f4\u7684\u56e0\u679c\u4f9d\u8d56\u5173\u7cfb\uff0c\u4f7f\u7528\u89c2\u6d4b\u5230\u7684\u7279\u5f81\u6765\u91cd\u6784\u7f3a\u5931\u7279\u5f81\u3002\u901a\u8fc7\u5f15\u5165\u63a9\u7801\u9884\u6d4b\uff0c\u6a21\u578b\u53ef\u4ee5\u5b66\u4e60\u5230\u6570\u636e\u7279\u5f81\u7684\u8054\u5408\u5206\u5e03\uff0c\u5b66\u4e60\u5230\u66f4\u6e05\u6670\u4e14\u9c81\u68d2\u7684\u51b3\u7b56\u8fb9\u754c\uff0c\u63d0\u9ad8\u5bf9\u7279\u5f81\u4f9d\u8d56\u5173\u7cfb\u7684\u8868\u793a\u5b66\u4e60\u80fd\u529b\u3002\u4e3a\u4e86\u66f4\u8d34\u8fd1\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u7f3a\u5931\u6a21\u5f0f\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5728\u4e09\u4e2a\u7ef4\u5ea6\u4e0a\u8fdb\u884c\u4e86\u63a9\u7801\u64cd\u4f5c\uff0c\u5206\u522b\u662f<\/span><\/span><\/span><\/font>:<\/span><\/span><\/span><\/font><\/span><\/p>\n

\u6837\u672c\u7ef4\u5ea6\u63a9\u7801<\/span>\uff1a<\/span><\/span><\/font><\/span>\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u6837\u672c\uff0c\u968f\u673a\u63a9\u7801\u6389\u5176\u4e2d\u7684\u67d0\u4e9b\u7279\u5f81\u3002<\/span><\/span><\/span><\/font><\/span><\/p>\n

\u7279\u5f81\u7ef4\u5ea6\u63a9\u7801<\/span>\uff1a<\/span><\/span><\/font><\/span>\u5bf9\u4e8e\u6240\u6709\u6837\u672c\uff0c\u968f\u673a\u63a9\u7801\u6389\u5176\u4e2d\u7684\u4e00\u4e2a\u7279\u5f81\u3002<\/span><\/span><\/span><\/font><\/span><\/p>\n

\u8bed\u4e49\u7ef4\u5ea6\u63a9\u7801<\/span>\uff1a<\/span><\/span><\/font><\/span>\u5173\u6ce8\u9ad8\u7ef4\u4e0a\u7684\u76f8\u5173\u6027\uff0c\u5c06\u8bed\u4e49\u76f8\u5173\u5ea6\u9ad8\u7684\u7279\u5f81\u4e2d\u7684\u67d0\u4e9b\u7279\u5f81\u968f\u673a\u63a9\u7801\u6389\u3002<\/span><\/span><\/span><\/font><\/span><\/p>\n


<\/span><\/span><\/font><\/p>\n

\u6b64\u5916\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5c06<\/span><\/span><\/span><\/font>\u7279\u5f81\u7f3a\u5931\u6bd4\u4f8b<\/span><\/span><\/span><\/font>\u7eb3\u5165<\/span><\/span><\/span><\/font>\u8003\u91cf<\/span><\/span><\/span><\/font>\uff0c\u901a\u8fc7<\/span><\/span><\/span><\/font>\u8bbe\u8ba1<\/span><\/span><\/span><\/font>\u9488<\/span><\/span><\/span><\/font>\u5bf9\u6bcf\u884c\u6216\u6bcf\u4e2a\u5b50\u96c6\u7f3a\u5931<\/span><\/span><\/span><\/font>\u7684<\/span><\/span><\/span><\/font>\u8bad\u7ec3<\/span><\/span><\/span><\/font>\u76ee\u6807<\/span><\/span><\/span><\/font>\uff0c\u7a33\u5b9a\u4e86\u6a21\u578b\u5728\u4e0d\u540c\u7f3a\u5931\u7a0b\u5ea6\u4e0b\u7684\u63a8\u7406\u6027\u80fd\uff0c\u63d0\u9ad8\u4e86\u5bf9\u5404\u7c7b\u7f3a\u5931\u6a21\u5f0f\u7684\u9c81\u68d2\u7a0b\u5ea6\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/span><\/p>\n

\u6a21\u578b\u63a8\u7406<\/span><\/span><\/font><\/span><\/p>\n


<\/span><\/font><\/span><\/span><\/p>\n

\u5728\u63a8\u7406\u5e94\u7528\u73af\u8282\uff0c<\/span><\/span><\/span><\/font>\u201c<\/span><\/span><\/span><\/font>\u6781\u6570<\/span><\/span><\/span><\/font>\u201d<\/span><\/span><\/span><\/font>\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5177\u5907<\/span><\/span><\/span><\/font>\u6781\u5f3a\u7684\u573a\u666f\u9002\u914d\u6027\u4e0e\u4efb\u52a1\u7075\u6d3b\u6027\u3002\u8be5\u6a21\u578b\u65e0\u9700\u9488\u5bf9\u7279\u5b9a\u573a\u666f\u6216\u4efb\u52a1\u8fdb\u884c\u989d\u5916\u8bad\u7ec3\uff0c<\/span><\/span><\/span><\/font>\u5373<\/span><\/span><\/span><\/font>\u53ef\u76f4\u63a5\u63a5\u6536\u8868\u683c\u3001\u65f6\u5e8f\u3001\u56fe\u7b49\u591a\u5f62\u6001\u7ed3\u6784\u5316\u6570\u636e\u8f93\u5165\uff1b\u7528\u6237\u4ec5\u9700\u660e\u786e\u5206\u7c7b\u9884\u6d4b\u3001\u56de\u5f52\u9884\u6d4b\u3001\u7f3a\u5931\u503c\u8865\u5168\u3001\u6570\u636e\u751f\u6210\u3001\u56e0\u679c\u63a8\u65ad\u3001\u56e0\u679c\u53d1\u73b0\u7b49\u5177\u4f53\u4efb\u52a1\u7c7b\u578b\uff0c\u6a21\u578b\u5373\u53ef\u81ea\u52a8\u5b8c\u6210\u6570\u636e\u89e3\u6790\u3001\u903b\u8f91\u5efa\u6a21\u4e0e\u7ed3\u679c\u8f93\u51fa\uff0c\u771f\u6b63\u5b9e\u73b0\u5373\u63d2\u5373\u7528\u6a21\u5f0f\uff0c\u9ad8\u6548\u8986\u76d6\u5404\u7c7b\u7ed3\u6784\u5316\u6570\u636e\u5904\u7406\u9700\u6c42\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/span><\/p>\n

\u6b64\u5916\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b\u8fd8\u652f\u6301\u9488\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u6a21\u578b\u9ad8\u6548\u5fae\u8c03\uff0c\u53ef\u4f7f\u6a21\u578b\u5b66\u4e60\u66f4\u5168\u9762\u7684\u6570\u636e\u4e2d\u7684\u56e0\u679c\u8054\u7cfb\uff0c\u5728\u9884\u6d4b\u5c42\u9762\u7684\u6027\u80fd\u4f1a\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/span><\/span><\/span><\/font><\/p>\n


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3. \u6a21\u578b\u6548\u679c<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5728\u65e0\u9700\u9488\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u4e13\u9879\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u5728\u5206\u7c7b\u3001\u56de\u5f52\u7b49\u591a\u9879\u7ed3\u6784\u5316\u6570\u636e\u6838\u5fc3\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6027\u80fd\u8868\u73b0\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/span><\/p>\n

<\/span><\/span>\u6a21\u578b\u8bc4\u6d4b\u65b9\u9762\uff0c<\/span><\/span><\/span><\/font>\u9009\u53d6\u4e86\u5404\u4e2a\u9886\u57df\u7684\u6743\u5a01\u6570\u636e\u96c6\u4f5c\u4e3a<\/span><\/span><\/span><\/font>Benchmark\u3002\u5982<\/span><\/span><\/span><\/font>\u5f00\u6e90\u6570\u636e\u96c6<\/span><\/span><\/span><\/font>Talent\uff0c<\/span><\/span><\/span><\/font>\u5b83<\/span><\/span><\/span><\/font>\u5305\u542b\u4e0a\u767e\u4e2a\u771f\u5b9e\u6570\u636e\u96c6\uff0c\u662f\u5f53\u524d\u9886\u57df\u5185\u4f53\u91cf\u6700\u5927\u3001\u6700\u5177\u4ee3\u8868\u6027\u7684\u57fa\u51c6\u4e4b\u4e00\u3002<\/span><\/span><\/span><\/font>\u5728\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c<\/span><\/span><\/span><\/font>\u5bf9\u6bd4<\/span><\/span><\/span><\/font>\u201c<\/span><\/span><\/span><\/font>\u6781\u6570<\/span><\/span><\/span><\/font>\u201d<\/span><\/span><\/span><\/font>\u4e0e<\/span><\/span><\/span><\/font>21\u4e2a\u9886\u57df\u5185\u7684\u5e38\u7528baseline\u65b9\u6cd5\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u7684<\/span><\/span><\/span><\/font>\u6a21\u578b<\/span><\/span><\/span><\/font>\u6027\u80fd\u663e\u8457\u8d85\u8d8a\u5176\u4ed6\u6a21\u578b\uff0c\u5728<\/span><\/span><\/span><\/font>AUC\u3001ACC\u3001F1 Score\u548cECE\u4e0a\u5747\u53d6\u5f97\u4e86\u6700\u4f18\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/p>\n

<\/section>\n


<\/span><\/span><\/font><\/p>\n

\u5728\u56de\u5f52\u4efb\u52a1\u4e0a\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5728<\/span><\/span><\/span><\/font>R2\u548cRMSE\u6307\u6807\u4e0a\u90fd\u8fbe\u5230\u4e86\u5e73\u5747\u6700\u4f18\uff0c\u5bf9\u6bd4\u5176\u4ed6baseline\u65b9\u6cd5\u5c55\u73b0\u51fa\u4e86\u660e\u663e\u7684\u4f18\u52bf\u3002<\/span><\/span><\/span><\/font>\u5e76\u4e14\u5728\u6570\u636e\u96c6\u4e2d\u6709\u5e72\u6270\u7279\u5f81\u6216\u65e0\u6548\u7279\u5f81\u65f6\uff0c\u6027\u80fd\u4f18\u52bf\u66f4\u52a0\u660e\u663e\u3002<\/span><\/span><\/span><\/font><\/p>\n


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4. \u6a21\u578b\u843d\u5730\u5e94\u7528<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u76ee\u524d\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u51ed\u501f\u5176\u4f18\u8d8a\u7684\u901a\u7528\u5efa\u6a21\u80fd\u529b\uff0c\u6709\u6548\u7834\u89e3\u4e86\u4f20\u7edf\u4e13\u7528\u6a21\u578b\u5728\u5de5\u4e1a\u573a\u666f<\/span><\/span><\/span><\/font>\u201c\u6570\u636e\u7a00\u7f3a\u3001\u8d28\u91cf\u53c2\u5dee\u3001\u73af\u5883\u5f02\u8d28\u201d\u60c5\u51b5\u4e0b\u7684\u80fd\u529b\u74f6\u9888\uff0c\u5df2\u5728\u591a\u4e2a\u5173\u952e\u5de5\u4e1a\u573a\u666f\u4e2d\u6210\u529f\u843d\u5730\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/span><\/p>\n

\u5728\u5de5\u4e1a\u8fd0\u7ef4\u9886\u57df\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5df2\u6210\u529f\u5e94\u7528\u4e8e\u94a2\u94c1\u3001\u80fd\u6e90\u3001\u7535\u529b\u7b49\u884c\u4e1a\uff0c\u626e\u6f14\u7740<\/span><\/span><\/span><\/font>\u201c\u8bbe\u5907\u5065\u5eb7\u7ba1\u5bb6\u201d\u7684\u89d2\u8272\uff0c\u4e3a\u8bbe\u5907\u8fd0\u884c\u76d1\u6d4b\u3001\u6545\u969c\u9884\u8b66\u4e0e\u5065\u5eb7\u5ea6\u8bc4\u4f30\u7b49\u4efb\u52a1\u63d0\u4f9b\u6838\u5fc3\u652f\u6491\u3002\u4ee5\u67d0\u94a2\u94c1\u4f01\u4e1a\u4e3a\u4f8b\uff0c\u5176\u590d\u6742\u4ea7\u7ebf\u957f\u671f\u9762\u4e34\u96be\u4ee5\u4ece\u6d77\u91cf\u4f20\u611f\u6570\u636e\u4e2d\u7cbe\u51c6\u6355\u6349\u975e\u5178\u578b\u5f02\u5e38\u4fe1\u53f7\u800c\u5bfc\u81f4\u7684\u9884\u8b66\u5931\u6548\u95ee\u9898\uff0c\u7ed9\u5b89\u5168\u751f\u4ea7\u5e26\u6765\u5de8\u5927\u9690\u60a3\u3002<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u90e8\u7f72\u540e\uff0c\u5c06\u8bbe\u5907\u6545\u969c\u9884\u6d4b\u51c6\u786e\u7387\u5728\u539f\u4e13\u7528\u6a21\u578b\u57fa\u7840\u4e0a\u63d0\u5347\u4e86<\/span><\/span><\/span><\/font>15%\uff0c\u8fbe\u5230\u5e94\u7528\u7ea7\u8981\u6c42\uff0c\u63a8\u52a8\u5176\u7ef4\u62a4\u6a21\u5f0f\u4ece\u201c\u4e8b\u540e\u7ef4\u4fee\u201d\u5411\u201c\u9884\u6d4b\u6027\u7ef4\u62a4\u201d\u8f6c\u578b\uff0c\u663e\u8457\u63d0\u5347\u4e86\u751f\u4ea7\u7684\u5b89\u5168\u6027\u4e0e\u8fd0\u884c\u6548\u7387\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/span><\/p>\n

\u5728\u5de5\u827a\u4f18\u5316\u9886\u57df\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u5728\u5316\u5de5\u3001\u5236\u9020\u3001\u751f\u7269\u7b49\u884c\u4e1a\u4e2d\u5219\u5316\u8eab\u4e3a<\/span><\/span><\/span><\/font>\u201c\u751f\u4ea7\u667a\u56ca\u201d\u3002\u5728\u67d0\u6750\u6599\u7814\u53d1\u4f01\u4e1a\uff0c\u5982\u4f55\u4ece\u6d77\u91cf\u7269\u5316\u7279\u5f81\u4e2d\u7cbe\u51c6\u8bc6\u522b\u5173\u952e\u56e0\u5b50\uff0c\u662f\u63d0\u5347\u6750\u6599\u8bbe\u8ba1\u6548\u7387\u7684\u6838\u5fc3\u74f6\u9888\u3002<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u6210\u529f\u7b5b\u9009\u51fa\u5c11\u6570\u6838\u5fc3\u4f18\u5316\u56e0\u5b50\uff0c\u5728\u786e\u4fdd\u4fe1\u606f\u65e0\u635f<\/span>\uff08<\/span><\/span><\/span><\/font>R^2<\/span><\/span><\/span><\/font>\u8d85\u8fc7<\/span><\/span><\/span><\/font>0.95\uff09<\/span>\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u8c03\u63a7\u6548\u7387\u63d0\u5347\u4e865\u500d\uff0c\u4e3a\u4f01\u4e1a\u7684\u964d\u672c\u589e\u6548\u4e0e\u7eff\u8272\u751f\u4ea7\u63d0\u4f9b\u4e86\u79d1\u5b66\u51b3\u7b56\u4f9d\u636e\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/span><\/p>\n

\u4e1a\u5185\u4e13\u5bb6\u8868\u793a\uff0c<\/span><\/span><\/span><\/font>\u201c\u6781\u6570\u201d\u5927\u6a21\u578b<\/span><\/span><\/span><\/font>\u7684\u6210\u529f\u843d\u5730\u4e0d\u4ec5\u9a8c\u8bc1\u4e86\u901a\u7528\u5efa\u6a21\u6280\u672f\u5728\u5de5\u4e1a\u573a\u666f\u7684\u9002\u7528\u6027\uff0c\u66f4\u4e3a\u89e3\u51b3\u5de5\u4e1a\u6570\u636e\u5e94\u7528\u75db\u70b9\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u89e3\u51b3\u65b9\u6848\uff0c\u6709\u671b\u63a8\u52a8\u66f4\u591a\u5de5\u4e1a\u9886\u57df\u5b9e\u73b0\u667a\u80fd\u5316\u5347\u7ea7\u3002<\/span><\/span><\/span><\/font><\/p>\n


<\/span><\/span><\/font><\/p>\n

<\/span><\/section>\n
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<\/section>\n<\/section>\n<\/section>\n
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5. \u5f00\u6e90\u5730\u5740<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u9879\u76ee<\/span><\/span><\/font><\/b>\u4e3b\u9875\uff1a<\/span><\/span><\/font><\/b><\/span><\/span><\/b><\/p>\n

https:\/\/limix-ldm.github.io<\/span><\/span><\/span><\/font><\/span><\/p>\n

\u6280\u672f\u62a5\u544a\uff1a<\/span><\/span><\/font><\/span><\/span><\/b><\/p>\n

https:\/\/github.com\/limix-ldm\/LimiX\/blob\/main\/LimiX_Technical_Report.pdf<\/span><\/span><\/span><\/font><\/span><\/p>\n

Github\uff1a<\/span><\/span><\/font><\/span><\/span><\/b><\/p>\n

https:\/\/github.com\/limix-ldm\/LimiX<\/span><\/span><\/span><\/font><\/span><\/p>\n

Huggingface\uff1a<\/span><\/span><\/font><\/span><\/span><\/b><\/p>\n

https:\/\/huggingface.co\/stableai-org<\/span><\/span><\/span><\/font><\/span><\/p>\n

Modelscope\uff1a<\/span><\/span><\/font><\/span><\/span><\/b><\/p>\n

https:\/\/modelscope.cn\/organization\/stable-ai<\/span><\/span><\/span><\/font><\/p>\n

<\/span><\/section>\n

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6. \u7ed3\u8bed<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u5728\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u6d6a\u6f6e\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08<\/span><\/span><\/span><\/font>LLM<\/span><\/span><\/span><\/font>\uff09\u901a\u8fc7\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u5b9e\u73b0\u4e86\u201c\u8bed\u4e49\u7a7a\u95f4\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\u201d\uff0c\u800c\u5982\u4f55\u9762\u5411\u5de5\u4e1a\u6570\u636e\u7684\u72ec\u7279\u5c5e\u6027\uff0c\u6784\u5efa\u201c\u6570\u636e\u7a7a\u95f4\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\u201d\uff0c\u5df2\u6210\u4e3a<\/span><\/span><\/span><\/font>AI<\/span><\/span><\/span><\/font>\u8fc8\u5411\u4ea7\u4e1a\u7eb5\u6df1\u7684\u5173\u952e\u547d\u9898\u3002\u5728\u8fd9\u4e00\u76ee\u6807\u7684\u9a71\u52a8\u4e0b\uff0c\u53d1\u5c55\u80fd\u591f\u8de8\u573a\u666f\u3001\u8de8\u4efb\u52a1\u3001\u8de8\u73af\u5883\u7684\u7ed3\u6784\u5316\u6570\u636e\u901a\u7528\u5927\u6a21\u578b\uff08<\/span><\/span><\/span><\/font>LDM<\/span><\/span><\/span><\/font>\uff09\u52bf\u5728\u5fc5\u884c\u3002\u6211\u56fd\u51ed\u501f\u4e30\u5bcc\u7684\u5de5\u4e1a\u6570\u636e\u8d44\u6e90\u4e0e\u591a\u5143\u7684\u5e94\u7528\u573a\u666f\uff0c\u6709\u671b\u5728<\/span><\/span><\/span><\/font>LDM<\/span><\/span><\/span><\/font>\u9886\u57df\u6253\u9020\u51fa\u72ec\u7279\u7684\u201c\u975e\u5bf9\u79f0\u7ade\u4e89\u529b\u201d\u3002\u6e05\u534e\u5927\u5b66\u56e2\u961f\u6b64\u6b21\u5f00\u6e90\u53d1\u5e03\u7684\u201c\u6781\u6570<\/span><\/span><\/span><\/font>\u201d<\/span><\/span><\/span><\/font>\u5927\u6a21\u578b\uff0c\u6b63\u662f\u8fd9\u4e00\u65b9\u5411\u4e0a\u7684\u91cd\u8981\u7a81\u7834\u3002\u671f\u5f85\u4ee5\u6b64\u4e3a\u8d77\u70b9\uff0c\u5171\u540c\u8fce\u63a5<\/span><\/span><\/span><\/font>LDM<\/span><\/span><\/span><\/font>\u7684\u201c<\/span><\/span><\/span><\/font>GPT-3<\/span><\/span><\/span><\/font>\u65f6\u523b\u201d\u65e9\u65e5\u5230\u6765\u3002<\/span><\/span><\/span><\/font><\/section>\n
\n
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\n
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\u56e0\u679c\u79d1\u5b66\u7b2c\u4e94\u5b63<\/span><\/strong>
<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/span><\/section>\n

\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5317\u4eac\u5927\u5b66\u5927\u6570\u636e\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\u535a\u58eb\u7814\u7a76\u751f\u674e\u660a\u8f69\u3001\u4f26\u6566\u5927\u5b66\u5b66\u9662\u8ba1\u7b97\u673a\u535a\u58eb\u7814\u7a76\u751f\u6768\u68a6\u6708\uff0c\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u548c\u7a46\u7f55\u9ed8\u5fb7\u00b7\u672c\u00b7\u624e\u8036\u5fb7\u4eba\u5de5\u667a\u80fd\u5927\u5b66\u535a\u58eb\u540e\u7814\u7a76\u5458\u9648\u5e7f\u4e49\u5171\u540c\u53d1\u8d77\u300c\u56e0\u679c\u79d1\u5b66+\u5927\u6a21\u578b\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u8fd9\u662f\u6211\u4eec\u56e0\u679c\u79d1\u5b66\u7cfb\u5217\u8bfb\u4e66\u4f1a\u7684\u7b2c\u4e94\u5b63\uff0c\u65e8\u5728\u63a2\u8ba8\u5728\u5927\u6a21\u578b\u4e4b\u540e\u4e3a\u4f55\u4ecd\u9700\u201c\u56e0\u679c\u79d1\u5b66\u201d\uff1f\u5927\u6a21\u578b\u5982\u4f55\u63a8\u52a8\u56e0\u679c\u79d1\u5b66\u7684\u7814\u7a76\u8fdb\u5c55\uff1f\u56e0\u679c\u79d1\u5b66\u80fd\u5426\u5728\u63a8\u7406\u80fd\u529b\u3001\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u4fe1\u6027\u7b49\u65b9\u9762\u542f\u53d1\u66f4\u4f18\u5927\u6a21\u578b\u7684\u8bbe\u8ba1\uff1f\u4ee5\u53ca\u56e0\u679c\u79d1\u5b66\u7684\u6700\u65b0\u8fdb\u5c55\u5982\u4f55\u5728\u5b9e\u9645\u9886\u57df\u4e2d\u5e94\u7528\u548c\u843d\u5730\uff1f\u5e0c\u671b\u6c47\u805a\u76f8\u5173\u9886\u57df\u7684\u5b66\u8005\uff0c\u5171\u540c\u63a2\u8ba8\u56e0\u679c\u79d1\u5b66\u7684\u53d1\u5c55\u548c\u6311\u6218\uff0c\u63a8\u52a8\u5b66\u79d1\u53d1\u5c55\u3002<\/span><\/span>\u8bfb\u4e66\u4f1a\u5df2\u5b8c\u7ed3\uff0c\u73b0\u5728\u62a5\u540d\u53ef\u52a0\u5165\u793e\u7fa4\u5e76\u89e3\u9501\u56de\u653e\u89c6\u9891\u6743\u9650\u3002<\/span><\/span><\/p>\n


<\/span><\/span><\/strong><\/span><\/section>\n
\"\u56fe\u7247\"<\/span><\/span><\/strong><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/section>\n
\u901f\u6765\uff01\u56e0\u679c\u4e0e\u5927\u6a21\u578b\u7684\u53cc\u5411\u8d4b\u80fd\u4e28\u56e0\u679c\u79d1\u5b66\u7b2c\u4e94\u5b63\u5f3a\u52bf\u56de\u5f52<\/a><\/span><\/span>
<\/span><\/section>\n


<\/span><\/span><\/p>\n


<\/span><\/span><\/p>\n<\/section>\n


<\/span><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
1. AI \u7684\u601d\u7ef4\u5730\u56fe\uff1a\u63ed\u79d8\u5927\u6a21\u578b\u7684\u201c\u63a8\u7406\u56fe\u201d<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
2. Anthropic\u63d0\u51fa\u5de5\u4f5c\u56de\u8def\u8ffd\u8e2a\u65b9\u6cd5\uff1a\u7528\u5f52\u56e0\u56fe\u89e3\u5f00\u5927\u8bed\u8a00\u6a21\u578b\u8ba1\u7b97\u4e4b\u8c1c<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
3. AI\u81ea\u52a8\u53d1\u73b0\u672a\u77e5\u5316\u5b66\u53cd\u5e94\u52a8\u529b\u5b66\u673a\u5236\uff01\u4e0a\u6d77\u4ea4\u5927\u63d0\u51fa\u751f\u6210\u5f0f\u7b26\u53f7\u56de\u5f52\u6a21\u578bKinFormer<\/span><\/a><\/span><\/strong><\/section>\n
<\/strong><\/section>\n
4. <\/span>\u6d8c\u73b0\u52a8\u529b\u5b66\u5982\u4f55\u7528\u6765\u5206\u6790\u590d\u6742\u7cfb\u7edf\uff1f | \u65b0\u8bfe\u4e0a\u7ebf<\/span><\/a><\/span><\/strong><\/span>
<\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>\u96c6\u667a\u5b66\u56ed\u7cbe\u54c1\u8bfe\u7a0b\u514d\u8d39\u5f00\u653e\uff0c\u89e3\u9501\u7cfb\u7edf\u79d1\u5b66\u4e0e AI \u65b0\u4e16\u754c<\/span><\/a><\/span><\/strong><\/section>\n

6. \u9ad8\u8003\u5206\u6570\u53ea\u662f\u5f20\u5165\u573a\u5238\uff0c\u4f60\u7684\u79d1\u7814\u5192\u9669\u5728\u8fd9\u91cc\u542f\u822a\uff01<\/span><\/a><\/span><\/strong><\/p>\n

7. <\/span><\/span><\/strong><\/strong><\/span>\u7cfb\u7edf\u79d1\u5b66\u524d\u6cbf\u5341\u8bb2\uff1a\u7406\u89e3\u81ea\u7136\u3001\u751f\u547d\u4e0e\u793e\u4f1a\u7684\u590d\u6742\u6027<\/span><\/a><\/span><\/strong><\/strong><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/span><\/p>\n

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed 2018\u5e74\uff0c\u5d14\u9e4f\u6559\u6388\u56e2\u961f\u5f00\u521b\u6027\u5730\u63d0\u51fa\u201c\u56e0\u679c\u542f\u53d1\u7684\u7a33\u5b9a\u5b66\u4e60\u201d\u65b0\u8303\u5f0f\uff0c\u4e3aAI\u6a21\u578b\u7684\u53ef\u9760\u6027\u548c\u6cdb\u5316\u6027\u7814\u7a76\u5960\u5b9a\u91cd\u8981\u7406\u8bba\u57fa\u7840\u3002\u6700\u8fd1\uff0c\u56e2\u961f\u5c06\u7814\u7a76\u56e2\u961f\u5c06\u8be5\u7406\u8bba\u5e94\u7528\u5728\u7ed3\u6784\u5316\u6570\u636e\u901a\u7528\u5927\u6a21\u578b\u9886\u57df\uff0c\u53d1\u5e03\u4e86\u201c\u6781\u6570\u201d\uff08LimiX\uff09\u901a\u7528\u5927\u6a21\u578b\u3002\u201c\u6781\u6570\u201d\u5927\u6a21\u578b\u53ef\u4ee5\u52a9\u529bAI\u6df1\u5ea6\u878d\u5165\u5de5\u4e1a\u751f\u4ea7\u5168\u6d41\u7a0b\uff0c\u7279\u522b\u662f\u7ed3\u6784\u5316\u6570\u636e\u5360\u4e3b\u5bfc\u7684\u6cdb\u5de5\u4e1a…<\/p>\n","protected":false},"author":0,"featured_media":64027,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/64041"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=64041"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/64041\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/64027"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=64041"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=64041"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=64041"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=64041"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}