{"id":21005,"date":"2026-07-24T15:38:47","date_gmt":"2026-07-24T07:38:47","guid":{"rendered":"https:\/\/92it.top\/?p=21005"},"modified":"2026-07-24T15:38:47","modified_gmt":"2026-07-24T07:38:47","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-%e5%be%ae%e8%b0%83","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=21005","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014\u2014 \u5fae\u8c03"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u6545\u4e8b\u5f00\u8bb2\uff0c\u5230\u5e95\u4ec0\u4e48\u662f\u5fae\u8c03\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u662f\u4e00\u5bb6\u9876\u5c16\u516c\u53f8\u7684 CEO\u3002\u4e3a\u4e86\u63d0\u5347\u6548\u7387\uff0c\u4f60\u65a5\u5de8\u8d44\u8bf7\u6765\u4e00\u4f4d\u521a\u4ece\u54c8\u4f5b\u6bd5\u4e1a\u7684\u901a\u624d\u5b66\u9738\uff0c\u6211\u4eec\u53eb\u4ed6\u5c0f A\uff08\u8fd9\u4e2a\u5c0f A\uff0c\u5c31\u662f\u6211\u4eec\u8bf4\u7684\u9884\u8bad\u7ec3\u5927\u6a21\u578b\uff0c\u6bd4\u5982 GPT-4\u3001Llama \u7b49\uff09\u3002<\/p>\n\n\n\n<ul>\n<li>\u5c0f A \u7684\u80fd\u529b\uff08\u9884\u8bad\u7ec3\u9636\u6bb5\uff09\uff1a\u4ed6\u4e0a\u77e5\u5929\u6587\u4e0b\u77e5\u5730\u7406\uff0c\u7cbe\u901a\u591a\u56fd\u8bed\u8a00\uff0c\u5199\u8bd7\u3001\u7f16\u7a0b\u3001\u505a\u62a5\u8868\u6837\u6837\u90fd\u884c\u3002\u56e0\u4e3a\u4ed6\u5728 \u201c\u54c8\u4f5b\u201d\uff08\u4e5f\u5c31\u662f OpenAI\u3001Google \u7b49\u5927\u5382\uff09\u91cc\uff0c\u5df2\u7ecf\u628a\u4eba\u7c7b\u4e92\u8054\u7f51\u4e0a\u51e0\u4e4e\u6240\u6709\u7684\u516c\u5f00\u77e5\u8bc6\u90fd\u5b66\u4e86\u4e2a\u904d\u3002\u8fd9\u4e2a\u5b66\u4e60\u8fc7\u7a0b\uff0c\u5c31\u53eb<strong>\u9884\u8bad\u7ec3\uff08Pre-training\uff09<\/strong>\u3002\u5b83\u7684\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u77e5\u8bc6\u5e7f\u535a\u7684 \u201c\u901a\u624d\u5927\u8111\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f46\u662f\uff0c\u5f53\u4f60\u8ba9\u5c0f A \u5904\u7406\u516c\u53f8\u4e1a\u52a1\u65f6\uff0c\u95ee\u9898\u6765\u4e86\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4ed6\u770b\u4e0d\u61c2\u4f60\u4eec\u5185\u90e8\u7684\u9ed1\u8bdd\u548c\u7f29\u5199\u3002<\/li>\n\n\n\n<li>\u4ed6\u4e0d\u4e86\u89e3\u4f60\u4eec\u516c\u53f8\u7684\u9879\u76ee\u5386\u53f2\u548c\u51b3\u7b56\u903b\u8f91\u3002<\/li>\n\n\n\n<li>\u4ed6\u5199\u7684\u90ae\u4ef6\u867d\u7136\u8bed\u6cd5\u5b8c\u7f8e\uff0c\u4f46\u8bed\u6c14\u548c\u4f60\u516c\u53f8\u4e00\u8d2f\u7684 \u201c\u6d3b\u6cfc\u6c99\u96d5\u98ce\u201d \u683c\u683c\u4e0d\u5165\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u600e\u4e48\u529e\uff1f\u5f00\u9664\u4ed6\uff1f\u592a\u6d6a\u8d39\u4e86\uff01\u6b63\u786e\u7684\u505a\u6cd5\u662f \u2014\u2014 \u5bf9\u4ed6\u8fdb\u884c \u201c\u5c97\u524d\u57f9\u8bad\u201d\uff01<\/p>\n\n\n\n<p>\u8fd9\u4e2a \u201c\u5c97\u524d\u57f9\u8bad\u201d\uff0c\u5c31\u662f\u6211\u4eec\u4eca\u5929\u7684\u4e3b\u89d2 \u2014\u2014<strong>\u5fae\u8c03\uff08Fine-tuning\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u4f60\u62ff\u51fa\u516c\u53f8\u5185\u90e8\u7684\u51e0\u767e\u4efd\u4f18\u79c0\u62a5\u544a\u3001\u4e0a\u5343\u5c01\u5ba2\u6237\u90ae\u4ef6\u3001\u51e0\u5341\u4e2a\u9879\u76ee\u7684\u4f1a\u8bae\u7eaa\u8981\uff08\u8fd9\u4e9b\u5c31\u662f\u4f60\u7684\u79c1\u6709\u6570\u636e\u96c6\uff09\uff0c\u8ba9\u5c0f A \u4e13\u95e8\u5b66\u4e60\u3002\u4f60\u544a\u8bc9\u4ed6\uff1a\u201c\u5c0f A\uff0c\u4ee5\u540e\u90ae\u4ef6\u5c31\u6309\u8fd9\u4e2a\u98ce\u683c\u5199\uff0c\u9879\u76ee\u62a5\u544a\u5c31\u6309\u8fd9\u4e2a\u7ed3\u6784\u6765\uff0c\u63d0\u5230\u2018T \u9879\u76ee\u2019\u5c31\u662f\u6307\u2018\u90a3\u4e2a\u4e0d\u80fd\u8bf4\u7684\u79d8\u5bc6\u9879\u76ee\u2019\u3002\u201d<\/p>\n\n\n\n<p>\u7ecf\u8fc7\u4e00\u6bb5\u65f6\u95f4\u7684\u5f3a\u5316\u5b66\u4e60\uff0c\u5c0f A \u8fd8\u662f\u90a3\u4e2a\u77e5\u8bc6\u6e0a\u535a\u7684\u5c0f A\uff0c\u4f46\u4ed6\u7684 \u201c\u5927\u8111\u56de\u8def\u201d\uff08\u4e5f\u5c31\u662f\u6a21\u578b\u7684\u6743\u91cd\u53c2\u6570\uff09\u53d1\u751f\u4e86\u5fae\u5999\u7684\u53d8\u5316\u3002\u4ed6\u4e0d\u4ec5\u4fdd\u7559\u4e86\u901a\u8bc6\u80fd\u529b\uff0c\u8fd8\u5b8c\u7f8e\u878d\u5165\u4e86\u4f60\u516c\u53f8\u7684\u6587\u5316\uff0c\u6210\u4e86\u4e00\u4f4d\u61c2\u4f60\u4e1a\u52a1\u3001\u61c2\u4f60\u98ce\u683c\u7684 \u201c\u4e13\u5c5e\u738b\u724c\u5458\u5de5\u201d\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u5212\u91cd\u70b9\uff1a\u5fae\u8c03\uff0c\u5c31\u662f\u5728\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u901a\u7528\u5927\u6a21\u578b\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528\u4f60\u81ea\u5df1\u7684\u3001\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u8fdb\u884c \u201c\u4e8c\u6b21\u8bad\u7ec3\u201d\uff0c\u76ee\u7684\u662f\u8ba9\u6a21\u578b\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u3001\u98ce\u683c\u6216\u77e5\u8bc6\uff0c\u4ece\u800c\u5b9e\u73b0\u4ece \u201c\u901a\u624d\u201d \u5230 \u201c\u4e13\u624d\u201d \u7684\u8f6c\u53d8\u3002\u5b83\u4e0d\u662f\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\uff0c\u800c\u662f\u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a \u201c\u7cbe\u96d5\u7ec6\u7422\u201d\u3002<\/pre>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1016\" height=\"588\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247-42.png\" alt=\"\" class=\"wp-image-21007\" style=\"width:394px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247-42.png 1016w, https:\/\/92it.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247-42-300x174.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247-42-768x444.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247-42-830x480.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247-42-230x133.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247-42-350x203.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247-42-480x278.png 480w\" sizes=\"(max-width: 1016px) 100vw, 1016px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u6211\u4eec\u4e3a\u4ec0\u4e48\u9700\u8981\u5fae\u8c03\uff1f\u573a\u666f\u51b3\u5b9a\u4ef7\u503c\uff01\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u660e\u767d\u4e86\u5fae\u8c03\u662f\u4ec0\u4e48\uff0c\u6211\u4eec\u518d\u6765\u6df1\u6316\u4e00\u4e0b\uff0c\u5728\u54ea\u4e9b\u573a\u666f\u4e0b\uff0c\u5fae\u8c03\u662f\u4e0d\u53ef\u6216\u7f3a\u7684 \u201c\u795e\u5175\u5229\u5668\u201d\uff1f<\/p>\n\n\n\n<p><strong>\ud83d\udd391. \u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7684\u6df1\u5ea6\u5185\u5316\uff08Domain Expertise\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u573a\u666f<\/strong>\uff1a\u4e00\u5bb6\u5f8b\u5e08\u4e8b\u52a1\u6240\u9700\u8981\u4e00\u4e2a AI \u52a9\u624b\uff0c\u80fd\u4ee5\u4e13\u4e1a\u53e3\u543b\u8d77\u8349\u7b26\u5408\u672c\u5730\u6cd5\u89c4\u7684\u5408\u540c\u3002<\/li>\n\n\n\n<li><strong>\u4e3a\u4ec0\u4e48 RAG \u4e0d\u591f\u597d\uff1f<\/strong>\uff1aRAG \u53ef\u4ee5\u67e5\u8be2\u6cd5\u6761\uff0c\u4f46\u53ef\u80fd\u65e0\u6cd5\u7406\u89e3\u6cd5\u6761\u80cc\u540e\u7684\u590d\u6742\u903b\u8f91\u548c\u884c\u4e1a\u60ef\u4f8b\uff0c\u5199\u51fa\u7684\u6587\u672c\u4f1a\u5f88\u751f\u786c\uff0c\u50cf\u662f\u5728 \u201c\u80cc\u4e66\u201d\u3002<\/li>\n\n\n\n<li><strong>\u5fae\u8c03\u600e\u4e48\u505a\uff1f<\/strong>\uff1a\u7528\u6210\u5343\u4e0a\u4e07\u4efd\u9ad8\u8d28\u91cf\u7684\u5408\u540c\u3001\u6cd5\u5f8b\u6587\u4e66\u6765\u5fae\u8c03\u6a21\u578b\u3002\u6a21\u578b\u4f1a \u201c\u5185\u5316\u201d \u6cd5\u5f8b\u8bed\u8a00\u7684\u4e25\u8c28\u6027\u3001\u5408\u540c\u7684\u901a\u7528\u7ed3\u6784\uff0c\u751a\u81f3\u4e0d\u540c\u6761\u6b3e\u95f4\u7684\u5fae\u5999\u8054\u7cfb\u3002\u5b83\u4e0d\u662f\u5728 \u201c\u67e5\u627e\u201d\uff0c\u800c\u662f\u5728 \u201c\u521b\u4f5c\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392. \u7279\u5b9a\u98ce\u683c\u4e0e\u4eba\u8bbe\u7684\u5b8c\u7f8e\u590d\u523b\uff08Style &amp; Persona\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u573a\u666f<\/strong>\uff1a\u4f60\u60f3\u6253\u9020\u4e00\u4e2a\u6c38\u8fdc\u7528 \u201c\u5c0f\u7ea2\u4e66\u79cd\u8349\u98ce\u201d \u548c\u4f60\u5bf9\u8bdd\u7684 AI \u95fa\u871c\u3002<\/li>\n\n\n\n<li><strong>\u4e3a\u4ec0\u4e48 RAG \u4e0d\u884c\uff1f<\/strong>\uff1aRAG \u53ea\u80fd\u63d0\u4f9b\u4fe1\u606f\uff0c\u65e0\u6cd5\u63a7\u5236\u8f93\u51fa\u7684 \u201c\u7075\u9b42\u201d\u3002\u4f60\u7ed9\u5b83\u4e00\u7bc7\u5e72\u5df4\u5df4\u7684\u4ea7\u54c1\u8bf4\u660e\uff0c\u5b83\u5f88\u96be\u5999\u7b14\u751f\u82b1\uff0c\u53d8\u6210\u4e00\u7bc7\u4ee4\u4eba\u5fc3\u52a8\u7684\u79cd\u8349\u6587\u3002<\/li>\n\n\n\n<li><strong>\u5fae\u8c03\u600e\u4e48\u505a\uff1f<\/strong>\uff1a\u6536\u96c6\u6d77\u91cf\u7684 \u201c\u5c0f\u7ea2\u4e66\u7206\u6b3e\u7b14\u8bb0\u201d\uff0c\u7528\u8fd9\u4e9b\u6570\u636e\u53bb\u5fae\u8c03\u6a21\u578b\u3002\u6a21\u578b\u4f1a\u5b66\u4e60\u5230\u90a3\u79cd\u72ec\u7279\u7684\u8bed\u6c14\u8bcd\uff08\u201c\u7edd\u7edd\u5b50\u201d\u3001\u201c\u5bb6\u4eba\u4eec\u201d\uff09\u3001\u8868\u60c5\u7b26\u53f7\u7684\u8fd0\u7528\u3001\u6bb5\u843d\u7ed3\u6784\uff0c\u6700\u7ec8\u5f62\u6210\u4e00\u79cd \u201c\u808c\u8089\u8bb0\u5fc6\u201d\uff0c\u5f20\u53e3\u5c31\u662f\u8001\u79cd\u8349\u8fbe\u4eba\u4e86\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\ud83d\udd393. \u79c1\u6709\u77e5\u8bc6\u7684\u878d\u5408\u4e0e\u63a8\u7406\uff08Private Knowledge Integration\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u573a\u666f<\/strong>\uff1a\u4e00\u5bb6\u4f01\u4e1a\u5e0c\u671b AI \u80fd\u7406\u89e3\u516c\u53f8\u590d\u6742\u7684\u7ec4\u7ec7\u67b6\u6784\u548c\u4e0d\u6210\u6587\u7684\u89c4\u5b9a\uff0c\u5e76\u57fa\u4e8e\u6b64\u8fdb\u884c\u51b3\u7b56\u5efa\u8bae\u3002<\/li>\n\n\n\n<li><strong>\u4e3a\u4ec0\u4e48 RAG \u6709\u5c40\u9650\uff1f<\/strong>\uff1aRAG \u80fd\u544a\u8bc9\u4f60 \u201cA \u90e8\u95e8\u7684\u8d1f\u8d23\u4eba\u662f\u5f20\u4e09\u201d\uff0c\u4f46\u5f53\u4f60\u95ee \u201c\u5982\u679c\u6211\u8981\u8de8\u90e8\u95e8\u63a8\u52a8 B \u9879\u76ee\uff0c\u5e94\u8be5\u5148\u627e\u8c01\u6c9f\u901a\u6700\u6709\u6548\uff1f\u201d \u65f6\uff0cRAG \u5c31\u53ef\u80fd\u6293\u778e\u4e86\u3002\u56e0\u4e3a\u5b83\u7f3a\u5c11\u5bf9\u80cc\u540e\u4eba\u9645\u5173\u7cfb\u3001\u6743\u529b\u52a8\u6001\u7684 \u201c\u7406\u89e3\u201d\u3002<\/li>\n\n\n\n<li><strong>\u5fae\u8c03\u600e\u4e48\u505a\uff1f<\/strong>\uff1a\u7528\u516c\u53f8\u7684\u9879\u76ee\u590d\u76d8\u3001\u51b3\u7b56\u90ae\u4ef6\u3001\u5185\u90e8\u6c9f\u901a\u8bb0\u5f55\u6765\u5fae\u8c03\u3002\u6a21\u578b\u4e0d\u4ec5\u8bb0\u4f4f\u4e86\u4fe1\u606f\uff0c\u66f4\u5f00\u59cb\u5b66\u4e60\u4fe1\u606f\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u5f62\u6210\u4e00\u79cd \u201c\u76f4\u89c9\u201d\uff0c\u4ece\u800c\u7ed9\u51fa\u66f4\u7b26\u5408\u516c\u53f8\u6587\u5316\u7684\u3001\u66f4\u6df1\u5ea6\u7684\u56de\u7b54\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u5fae\u8c03 vs. RAG\uff0c\u522b\u518d\u50bb\u50bb\u5206\u4e0d\u6e05\uff01\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd9\u662f\u672c\u7bc7\u7684\u91cd\u4e2d\u4e4b\u91cd\uff01\u5982\u679c\u8bf4\u5fae\u8c03\u662f \u201c\u6df1\u5ea6\u6539\u9020\u201d\uff0c\u90a3 RAG \u5c31\u662f \u201c\u5373\u65f6\u5916\u6302\u201d\u3002\u5b83\u4eec\u662f\u89e3\u51b3\u6a21\u578b\u77e5\u8bc6\u5c40\u9650\u6027\u7684\u4e24\u6761\u622a\u7136\u4e0d\u540c\u7684\u6280\u672f\u8def\u7ebf\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7528\u4e00\u4e2a\u8d85\u8be6\u7ec6\u7684\u8868\u683c\u6765\u505a\u7ec8\u6781 PK\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><thead><tr><th>\u5bf9\u6bd4\u7ef4\u5ea6<\/th><th>\u5fae\u8c03\uff08Fine-tuning\uff09<\/th><th>RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/th><\/tr><\/thead><tbody><tr><td>\u6838\u5fc3\u601d\u60f3<\/td><td>\u3010\u6388\u4eba\u4ee5\u6e14\u3011\u901a\u8fc7\u8bad\u7ec3\uff0c\u628a\u77e5\u8bc6\u548c\u6280\u80fd\u5185\u5316\u4e3a\u6a21\u578b\u7684\u4e00\u90e8\u5206\uff0c\u6539\u53d8\u6a21\u578b\u7684\u5927\u8111\u7ed3\u6784\uff08\u6743\u91cd\uff09\u3002<\/td><td>\u3010\u6388\u4eba\u4ee5\u9c7c\u3011\u4e0d\u6539\u53d8\u6a21\u578b\u672c\u8eab\uff0c\u800c\u662f\u5728\u63d0\u95ee\u65f6\uff0c\u5148\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u518d\u628a\u4fe1\u606f\u548c\u95ee\u9898\u4e00\u8d77\u5582\u7ed9\u6a21\u578b\u3002<\/td><\/tr><tr><td>\u5f62\u8c61\u6bd4\u55bb<\/td><td>\u3010\u95ed\u5377\u8003\u8bd5\u3011\u5b66\u751f\u5df2\u7ecf\u628a\u77e5\u8bc6\u90fd\u80cc\u4e0b\u6765\uff0c\u8bb0\u5728\u8111\u5b50\u91cc\u4e86\u3002\u8003\u8bd5\u65f6\u76f4\u63a5\u51ed\u8bb0\u5fc6\u4f5c\u7b54\u3002<\/td><td>\u3010\u5f00\u5377\u8003\u8bd5\u3011\u5b66\u751f\u5927\u8111\u7a7a\u7a7a\uff0c\u4f46\u5141\u8bb8\u5e26\u4e00\u6574\u7bb1\u53c2\u8003\u4e66\u8fdb\u8003\u573a\u3002\u8fb9\u67e5\u8d44\u6599\u8fb9\u7b54\u9898\u3002<\/td><\/tr><tr><td>\u77e5\u8bc6\u66f4\u65b0<\/td><td>\u3010\u56f0\u96be\u4e14\u6602\u8d35\u3011\u77e5\u8bc6\u5df2\u7ecf \u201c\u710a\u6b7b\u201d \u5728\u6a21\u578b\u91cc\u3002\u60f3\u66f4\u65b0\uff1f\u5f97\u91cd\u65b0\u51c6\u5907\u6570\u636e\uff0c\u518d\u8fdb\u884c\u4e00\u8f6e\u5fae\u8c03\u8bad\u7ec3\u3002<\/td><td>\u3010\u7b80\u5355\u4e14\u5ec9\u4ef7\u3011\u77e5\u8bc6\u5728\u5916\u90e8\u6570\u636e\u5e93\u91cc\u3002\u60f3\u66f4\u65b0\uff1f\u76f4\u63a5\u4fee\u6539\u6216\u589e\u5220\u6570\u636e\u5e93\u91cc\u7684\u6587\u6863\u5c31\u884c\u4e86\uff0c\u6a21\u578b\u65e0\u9700\u53d8\u52a8\u3002<\/td><\/tr><tr><td>\u53ef\u8ffd\u6eaf\u6027<\/td><td>\u3010\u5f31\uff08\u9ed1\u7bb1\uff09\u3011\u6a21\u578b\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u56de\u7b54\uff1f\u5f88\u96be\u89e3\u91ca\u3002\u5b83\u7684\u56de\u7b54\u662f\u57fa\u4e8e\u5185\u5316\u7684 \u201c\u611f\u89c9\u201d \u548c \u201c\u6a21\u5f0f\u201d\uff0c\u65e0\u6cd5\u76f4\u63a5\u7ed9\u51fa\u5f15\u7528\u6765\u6e90\u3002<\/td><td>\u3010\u5f3a\uff08\u6709\u636e\u53ef\u67e5\uff09\u3011\u6a21\u578b\u7684\u56de\u7b54\u660e\u786e\u57fa\u4e8e\u7ed9\u5b9a\u7684\u4e0a\u4e0b\u6587\u3002\u4f60\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\u5b83\u53c2\u8003\u4e86\u54ea\u51e0\u6bb5\u539f\u6587\uff0c\u65b9\u4fbf\u4e8b\u5b9e\u6838\u67e5\u3002<\/td><\/tr><tr><td>\u5e7b\u89c9\u95ee\u9898<\/td><td>\u3010\u53ef\u80fd\u4ea7\u751f\u65b0\u5e7b\u89c9\u3011\u5982\u679c\u5fae\u8c03\u6570\u636e\u6709\u504f\u5dee\u6216\u9519\u8bef\uff0c\u6a21\u578b\u4f1a \u201c\u5b66\u574f\u201d\uff0c\u5e76\u81ea\u4fe1\u5730\u80e1\u8bf4\u516b\u9053\u3002\u4f46\u4e5f\u53ef\u80fd\u51cf\u5c11\u901a\u7528\u9886\u57df\u7684\u5e7b\u89c9\u3002<\/td><td>\u3010\u6709\u6548\u6291\u5236\u5e7b\u89c9\u3011\u56e0\u4e3a\u56de\u7b54\u88ab\u4e25\u683c\u9650\u5236\u5728\u63d0\u4f9b\u7684\u8d44\u6599\u8303\u56f4\u5185\uff0c\u5927\u5927\u51cf\u5c11\u4e86\u6a21\u578b \u201c\u81ea\u7531\u53d1\u6325\u201d \u800c\u4ea7\u751f\u5e7b\u89c9\u7684\u53ef\u80fd\u6027\u3002<\/td><\/tr><tr><td>\u6210\u672c\u6295\u5165<\/td><td>\u3010\u9ad8\u6602\u3011\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff08GPU\uff09\u3001\u65f6\u95f4\u548c\u9ad8\u8d28\u91cf\u7684\u6807\u6ce8\u6570\u636e\u3002\u4e00\u6b21\u5fae\u8c03\u53ef\u80fd\u82b1\u8d39\u6570\u4e07\u751a\u81f3\u6570\u5341\u4e07\u7f8e\u5143\u3002<\/td><td>\u3010\u76f8\u5bf9\u4f4e\u5ec9\u3011\u4e3b\u8981\u6210\u672c\u5728\u4e8e\u6784\u5efa\u548c\u7ef4\u62a4\u77e5\u8bc6\u5e93\uff0c\u5bf9\u6a21\u578b\u672c\u8eab\u7684\u8ba1\u7b97\u5f00\u9500\u8f83\u5c0f\u3002<\/td><\/tr><tr><td>\u6027\u80fd\u8868\u73b0<\/td><td>\u3010\u54cd\u5e94\u901f\u5ea6\u5feb\uff0c\u56de\u7b54\u6d41\u7545\u81ea\u7136\u3011\u77e5\u8bc6\u662f \u201c\u539f\u751f\u201d \u7684\uff0c\u56de\u7b54\u4e00\u6c14\u5475\u6210\uff0c\u98ce\u683c\u548c\u4e13\u4e1a\u6027\u66f4\u5f3a\u3002<\/td><td>\u3010\u54cd\u5e94\u901f\u5ea6\u53ef\u80fd\u8f83\u6162\u3011\u56e0\u4e3a\u6bcf\u6b21\u56de\u7b54\u524d\u90fd\u6709\u4e00\u4e2a \u201c\u68c0\u7d22\u201d \u6b65\u9aa4\uff0c\u591a\u4e86\u4e00\u4e2a\u73af\u8282\u3002<\/td><\/tr><tr><td>\u9002\u7528\u573a\u666f<\/td><td>\u9700\u8981\u6a21\u578b\u638c\u63e1\u7279\u5b9a\u98ce\u683c\u3001\u884c\u4e3a\u6a21\u5f0f\u3001\u6216\u6df1\u5ea6\u5185\u5316\u7684\u4e13\u4e1a\u903b\u8f91\u3002<\/td><td>\u9700\u8981\u6a21\u578b\u56de\u7b54\u57fa\u4e8e\u9891\u7e41\u66f4\u65b0\u7684\u3001\u4e8b\u5b9e\u6027\u5f3a\u7684\u77e5\u8bc6\uff0c\u4e14\u8981\u6c42\u7b54\u6848\u53ef\u6eaf\u6e90\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4ec0\u4e48\u65f6\u5019\u9009\u54ea\u4e2a\uff1f\u4e00\u4efd\u7ec8\u6781\u6307\u5357\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u7528 RAG<\/strong>\uff1a\u5f53\u4f60\u7684\u5e94\u7528\u662f\u5ba2\u670d\u95ee\u7b54\u3001\u6587\u6863\u67e5\u8be2\u3001\u65b0\u95fb\u6458\u8981\u7b49\uff0c\u77e5\u8bc6\u5e93\u9700\u8981\u5929\u5929\u66f4\u65b0\uff0c\u4e14\u7528\u6237\u9700\u8981\u77e5\u9053\u4fe1\u606f\u6765\u6e90\u65f6\u3002<\/li>\n\n\n\n<li><strong>\u7528\u5fae\u8c03<\/strong>\uff1a\u5f53\u4f60\u7684\u5e94\u7528\u662f\u6253\u9020\u4e00\u4e2a\u7279\u5b9a\u4eba\u8bbe\u7684\u804a\u5929\u4f34\u4fa3\u3001\u4e00\u4e2a\u7279\u5b9a\u98ce\u683c\u7684\u6587\u6848\u751f\u6210\u5668\u3001\u4e00\u4e2a\u80fd\u505a\u590d\u6742\u4ee3\u7801\u8f6c\u6362\u7684\u7f16\u7a0b\u52a9\u624b\u65f6\u3002<\/li>\n\n\n\n<li><strong>\u5f3a\u5f3a\u8054\u5408\uff08RAG + Fine-tuning\uff09<\/strong>\uff1a\u8fd9\u662f\u76ee\u524d\u6700\u5148\u8fdb\u7684\u73a9\u6cd5\uff01\u5148\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u8ba9\u5b83\u66f4\u64c5\u957f\u7406\u89e3\u4f60\u7684\u4e1a\u52a1\u9886\u57df\u548c\u6307\u4ee4\u3002\u7136\u540e\uff0c\u518d\u7ed3\u5408 RAG \u7cfb\u7edf\uff0c\u8ba9\u8fd9\u4e2a \u201c\u66f4\u806a\u660e\u201d \u7684\u6a21\u578b\u53bb\u9605\u8bfb\u548c\u7406\u89e3\u6700\u65b0\u7684\u5916\u90e8\u8d44\u6599\u3002\u76f8\u5f53\u4e8e\u4e00\u4e2a\u7ecf\u8fc7\u4e13\u4e1a\u8bad\u7ec3\u7684\u5b66\u751f\uff0c\u5728\u5f00\u5377\u8003\u8bd5\u65f6\uff0c\u9605\u8bfb\u548c\u6574\u5408\u8d44\u6599\u7684\u80fd\u529b\u4e5f\u66f4\u5f3a\u4e86\uff01<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001\u5fae\u8c03\u7684\u4e3b\u6d41 \u201c\u59ff\u52bf\u201d \u5927\u63ed\u79d8\uff01\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u51b3\u5b9a\u8981\u5fae\u8c03\u4e86\uff0c\u5177\u4f53\u8be5\u600e\u4e48\u64cd\u4f5c\u5462\uff1f\u5c31\u50cf\u5065\u8eab\u4e00\u6837\uff0c\u6709\u4e0d\u540c\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0c\u6548\u679c\u548c\u6210\u672c\u4e5f\u5929\u5dee\u5730\u522b\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd391. \u5168\u91cf\u5fae\u8c03\uff08Full Fine-tuning\uff09-\u201c\u5730\u72f1\u5f0f\u5168\u8eab\u6539\u9020\u201d<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u662f\u4ec0\u4e48<\/strong>\uff1a\u8fd9\u662f\u6700\u66b4\u529b\u4e5f\u6700\u76f4\u63a5\u7684\u65b9\u6cd5\u3002\u5b83\u4f1a\u89e3\u51bb\u6a21\u578b\u7684\u6240\u6709\u53c2\u6570\uff08\u6bd4\u5982 Llama 2 7B \u6709 70 \u4ebf\u4e2a\u53c2\u6570\uff09\uff0c\u7528\u4f60\u7684\u6570\u636e\u5bf9\u8fd9\u51e0\u5341\u4e0a\u767e\u4ebf\u4e2a\u53c2\u6570\u8fdb\u884c\u5168\u9762\u7684\u91cd\u65b0\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u70b9<\/strong>\uff1a\u6548\u679c\u901a\u5e38\u662f\u6700\u597d\u7684\uff0c\u6a21\u578b\u5b66\u5f97\u6700\u900f\u5f7b\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u70b9<\/strong>\uff1a\u6210\u672c\u6781\u9ad8\uff01\u9700\u8981\u6d77\u91cf\u7684 GPU \u663e\u5b58\u548c\u8d85\u957f\u7684\u8bad\u7ec3\u65f6\u95f4\u3002\u597d\u6bd4\u4f60\u8981\u628a\u4e00\u4e2a\u6210\u5e74\u4eba\u7684\u6240\u6709\u795e\u7ecf\u5143\u90fd\u91cd\u65b0\u8fde\u63a5\u4e00\u904d\uff0c\u5de5\u7a0b\u6d69\u5927\uff0c\u4e14<\/li>\n<\/ul>\n\n\n\n<p>\u5bb9\u6613\u51fa\u73b0 \u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\uff08Catastrophic Forgetting\uff09\uff0c\u5373\u5b66\u4f1a\u4e86\u65b0\u77e5\u8bc6\uff0c\u5fd8\u4e86\u65e7\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392. \u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT, Parameter-Efficient Fine-tuning\uff09-\u201c\u7cbe\u51c6\u5fae\u6574\u5f62\u201d<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u662f\u4ec0\u4e48<\/strong>\uff1a\u8fd9\u662f\u5f53\u524d\u7684\u4e3b\u6d41\u8d8b\u52bf\u3002\u5b83\u8ba4\u4e3a\u6ca1\u5fc5\u8981\u6539\u52a8\u6574\u4e2a\u5927\u8111\uff0c\u53ea\u9700\u8981\u5728\u5173\u952e\u90e8\u4f4d \u201c\u52a8\u52a8\u5200\u201d \u5c31\u884c\u3002PEFT \u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a<strong>\u51bb\u7ed3\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u7edd\u5927\u90e8\u5206\u53c2\u6570\uff0c\u53ea\u8bad\u7ec3\u4e00\u5c0f\u90e8\u5206\u65b0\u589e\u7684\u6216\u7279\u5b9a\u7684\u53c2\u6570<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u70b9<\/strong>\uff1a\u6210\u672c\u9aa4\u964d\uff01\u53ef\u80fd\u53ea\u9700\u8981\u8bad\u7ec3\u4e0d\u5230 1% \u7684\u53c2\u6570\uff0c\u5bf9\u663e\u5b58\u8981\u6c42\u5927\u5927\u964d\u4f4e\uff0c\u666e\u901a\u6d88\u8d39\u7ea7\u663e\u5361\uff08\u5982 RTX 3090\/4090\uff09\u4e5f\u80fd\u8dd1\u8d77\u6765\u3002<\/li>\n\n\n\n<li><strong>\u51e0\u79cd\u5f53\u7ea2\u7684 PEFT \u65b9\u6cd5<\/strong>\uff1a\n<ul>\n<li><strong>LoRA\uff08Low-Rank Adaptation\uff09<\/strong>\uff1a\u8fd9\u662f\u76ee\u524d\u6700\u706b\u7684 PEFT \u6280\u672f\uff0c\u6ca1\u6709\u4e4b\u4e00\uff01\u5b83\u7684\u601d\u8def\u6781\u5176\u5de7\u5999\u3002\u5b83\u4e0d\u5728\u539f\u6765\u7684\u5927\u6a21\u578b\uff08\u4e00\u4e2a\u5de8\u5927\u7684\u77e9\u9635\uff09\u4e0a\u4fee\u6539\uff0c\u800c\u662f\u5728\u65c1\u8fb9\u589e\u52a0\u4e24\u4e2a\u5c0f\u5c0f\u7684 \u201c\u65c1\u8def\u77e9\u9635\u201d\uff08\u4f4e\u79e9\u77e9\u9635\uff09\uff0c\u53ea\u8bad\u7ec3\u8fd9\u4e24\u4e2a\u5c0f\u77e9\u9635\u3002\u4f7f\u7528\u65f6\uff0c\u628a\u8fd9\u4e24\u4e2a\u5c0f\u77e9\u9635\u7684\u7ed3\u679c\u52a0\u5230\u539f\u59cb\u5927\u6a21\u578b\u4e0a\u3002 \u6bd4\u55bb\uff1a\u597d\u6bd4\u4f60\u4e0d\u60f3\u4fee\u6539\u4e00\u90e8\u7ecf\u5178\u7535\u5f71\u7684\u539f\u7247\uff08\u539f\u59cb\u6a21\u578b\uff09\uff0c\u4e8e\u662f\u4f60\u4e3a\u5b83\u5236\u4f5c\u4e86\u4e00\u4e2a \u201c\u7279\u6548\u8865\u4e01\u5305\u201d\uff08LoRA \u6a21\u5757\uff09\u3002\u64ad\u653e\u65f6\uff0c\u539f\u7247 + \u8865\u4e01\u5305 = \u5168\u65b0\u6548\u679c\u3002\u800c\u4e14\u4f60\u53ef\u4ee5\u4e3a\u540c\u4e00\u90e8\u7535\u5f71\u5236\u4f5c\u4e0d\u540c\u7684\u8865\u4e01\u5305\uff08\u559c\u5267\u98ce\u3001\u60b2\u5267\u98ce\uff09\uff0c\u5207\u6362\u81ea\u5982\uff01<\/li>\n\n\n\n<li><strong>Prompt Tuning \/ P-Tuning<\/strong>\uff1a\u8fd9\u7c7b\u65b9\u6cd5\u66f4\u7edd\uff0c\u5b83\u4eec\u8fde\u6a21\u578b\u53c2\u6570\u90fd\u4e0d\u60f3\u52a8\uff0c\u800c\u662f\u5728\u8f93\u5165\u7aef\u60f3\u529e\u6cd5\u3002\u5b83\u4eec\u4f1a\u8bad\u7ec3\u4e00\u6bb5\u7279\u6b8a\u7684\u3001\u4eba\u773c\u770b\u4e0d\u61c2\u7684 \u201c\u865a\u62df\u63d0\u793a\u201d\uff08Virtual Prompt\uff09\uff0c\u50cf\u4e00\u628a \u201c\u4e07\u80fd\u94a5\u5319\u201d\u3002\u6bcf\u6b21\u4f60\u63d0\u95ee\u65f6\uff0c\u628a\u8fd9\u628a \u201c\u94a5\u5319\u201d \u548c\u4f60\u771f\u6b63\u7684\u95ee\u9898\u62fc\u5728\u4e00\u8d77\u8f93\u5165\u7ed9\u6a21\u578b\uff0c\u6a21\u578b\u5c31\u80fd \u201c\u89e3\u9501\u201d \u7279\u5b9a\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u6bd4\u55bb\uff1a\u4f60\u6709\u4e00\u4e2a\u53ea\u4f1a\u8bf4\u82f1\u8bed\u7684\u8d85\u7ea7\u667a\u8005\uff08\u5927\u6a21\u578b\uff09\u3002\u4f60\u60f3\u8ba9\u4ed6\u7528\u4e2d\u6587\u56de\u7b54\u3002Prompt Tuning \u4e0d\u662f\u6559\u4ed6\u4e2d\u6587\uff0c\u800c\u662f\u8bad\u7ec3\u4e00\u4e2a\u5b8c\u7f8e\u7684 \u201c\u5b9e\u65f6\u7ffb\u8bd1\u5668\u201d\uff08\u865a\u62df\u63d0\u793a\uff09\uff0c\u628a\u4f60\u7684\u4e2d\u6587\u95ee\u9898\u77ac\u95f4\u7ffb\u8bd1\u6210\u4ed6\u6700\u80fd\u7406\u89e3\u7684 \u201c\u82f1\u6587\u601d\u7ef4\u6a21\u5f0f\u201d\uff0c\u4ece\u800c\u5f97\u5230\u6b63\u786e\u7684\u4e2d\u6587\u7b54\u6848\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u4eca\u65e5\u603b\u7ed3\u4e0e\u5c55\u671b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u597d\u4e86\uff0c\u4eca\u5929\u7684\u8d85\u957f\u5206\u4eab\u5230\u6b64\u7ed3\u675f\uff0c\u6211\u4eec\u6765\u5feb\u901f\u56de\u987e\u4e00\u4e0b\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5fae\u8c03\u662f\u5728\u9884\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u7528\u4f60\u7684\u79c1\u6709\u6570\u636e\u8fdb\u884c\u4e8c\u6b21\u8bad\u7ec3\uff0c\u5b9e\u73b0\u4ece \u201c\u901a\u624d\u201d \u5230 \u201c\u4e13\u624d\u201d \u7684\u534e\u4e3d\u53d8\u8eab\u3002<\/li>\n\n\n\n<li>\u5b83\u4e3b\u8981\u7528\u4e8e\u5b9e\u73b0\u4e13\u4e1a\u5316\u3001\u4e2a\u6027\u5316\u548c\u77e5\u8bc6\u5185\u5316\uff0c\u5728\u8fd9\u4e9b\u65b9\u9762\u6bd4 RAG \u66f4\u5177\u4f18\u52bf\u3002<\/li>\n\n\n\n<li>\u5fae\u8c03 vs. RAG\uff1a\u4e00\u4e2a\u662f \u201c\u95ed\u5377\u201d \u4e00\u4e2a\u662f \u201c\u5f00\u5377\u201d\uff0c\u4e00\u4e2a\u6539\u53d8\u6a21\u578b\u5185\u90e8\uff0c\u4e00\u4e2a\u4f9d\u8d56\u5916\u90e8\u77e5\u8bc6\uff0c\u4e24\u8005\u5404\u6709\u5343\u79cb\uff0c\u4e5f\u53ef\u4ee5\u7ed3\u5408\u4f7f\u7528\u3002<\/li>\n\n\n\n<li>\u5fae\u8c03\u65b9\u6cd5\uff1a\u4ece \u201c\u70e7\u94b1\u201d \u7684\u5168\u91cf\u5fae\u8c03\uff0c\u5230 \u201c\u7701\u94b1\u53c8\u9ad8\u6548\u201d \u7684 PEFT\uff08\u7279\u522b\u662f\u660e\u661f\u6280\u672f LoRA\uff09\uff0c\u6280\u672f\u7684\u53d1\u5c55\u8ba9\u5fae\u8c03\u8d8a\u6765\u8d8a\u4eb2\u6c11\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5fae\u8c03\u6280\u672f\uff0c\u6253\u5f00\u4e86 AI \u4e2a\u6027\u5316\u5b9a\u5236\u7684\u5927\u95e8\u3002\u5b83\u8ba9\u6211\u4eec\u4e0d\u4ec5\u80fd\u4f7f\u7528 AI\uff0c\u66f4\u80fd \u201c\u9a6f\u5316\u201d AI\uff0c\u8ba9\u5b83\u771f\u6b63\u6210\u4e3a\u6211\u4eec\u601d\u60f3\u7684\u5ef6\u4f38\u3001\u5de5\u4f5c\u7684\u4f19\u4f34\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5 \u4e00\u3001\u6545\u4e8b\u5f00\u8bb2\uff0c\u5230\u5e95\u4ec0\u4e48\u662f\u5fae\u8c03\uff1f\ud83d\udd16 \u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u662f\u4e00\u5bb6\u9876\u5c16\u516c\u53f8\u7684 CEO\u3002\u4e3a\u4e86\u63d0\u5347\u6548 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"_links":{"self":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/21005"}],"collection":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=21005"}],"version-history":[{"count":2,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/21005\/revisions"}],"predecessor-version":[{"id":21009,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/21005\/revisions\/21009"}],"wp:attachment":[{"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=21005"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=21005"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=21005"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}