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J3216\u6807\u51c6\u5b9a\u4e49\u7684\u56db\u4e2aCDA\u5c42\u6b21\uff0c\u6211\u4eec\u5728\u6b64\u63a8\u7406\u6a21\u5757\u4e2d\u6574\u5408\u4e86\u56db\u4e2a\u5b50\u529f\u80fd\uff1a\u72b6\u6001\u5171\u4eab\u3001\u610f\u56fe\u5171\u4eab\u3001\u534f\u5546\u548c\u51b3\u7b56\u3002\u901a\u8fc7\u5f15\u5165\u94fe\u5f0f\u601d\u7ef4\uff08Chain-of-Thought\uff0cCOT\uff09\u65b9\u6cd5\uff0c\u6211\u4eec\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u4f9d\u6b21\u8fde\u63a5\u6bcf\u4e2a\u5b50\u529f\u80fd\uff0c\u589e\u5f3a\u51b3\u7b56\u7684\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u4e2aCAV\u4f7f\u7528LLM\u8fdb\u884c\u5206\u5e03\u5f0f\u9ad8\u7ea7\u903b\u8f91\u63a8\u7406\uff0c\u5b8c\u6210\u4e0d\u540c\u5c42\u6b21\u7684\u534f\u540c\u9a7e\u9a76\uff0c\u5e76\u5229\u7528\u6846\u67b6\u4e2d\u7684\u51b2\u7a81\u534f\u8c03\u5668\u8fdb\u884c\u96c6\u4e2d\u5316\u51b2\u7a81\u89e3\u51b3\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5b89\u5168\u6027\u3002\u6700\u540e\uff0c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u573a\u666f\u63cf\u8ff0\u3001\u51b2\u7a81\u63cf\u8ff0\u548c\u6700\u7ec8\u51b3\u7b56\u4ee5\u5411\u91cf\u5316\u5f62\u5f0f\u5b58\u50a8\u5728\u8bb0\u5fc6\u6570\u636e\u5e93\u4e2d\u3002\u5728\u540e\u7eed\u63a8\u7406\u4e2d\uff0cCAV\u53ef\u4ee5\u53c2\u8003\u6700\u76f8\u4f3c\u7684\u8fc7\u53bb\u8bb0\u5fc6\u4f5c\u4e3a\u7ecf\u9a8c\uff0c\u4f7f\u5f97\u8bbe\u8ba1\u7684CAV\u80fd\u591f\u5728\u9a7e\u9a76\u4e2d\u6301\u7eed\u5b66\u4e60\u548c\u6539\u8fdb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"496\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-422-1024x496.png\" alt=\"\" class=\"wp-image-19134\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-422-1024x496.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-422-300x145.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-422-768x372.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-422.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>B. \u73af\u5883\u6a21\u5757\u73af\u5883\u6a21\u5757\u7531\u4e24\u4e2a\u5b50\u6a21\u5757\u7ec4\u6210\uff1a(1) \u73af\u5883\u52a8\u529b\u5b66\u4eff\u771f\u5b50\u6a21\u5757\uff0c\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u7684\u73af\u5883\u52a8\u529b\u5b66\uff0c\u4e3a\u534f\u540c\u9a7e\u9a76\u6846\u67b6\u63d0\u4f9b\u903c\u771f\u7684\u80cc\u666f\u4ea4\u901a\u6d41\u548c\u8bad\u7ec3\u53cd\u9988\uff1b(2) \u57fa\u4e8e\u6a21\u578b\u7684\u63a7\u5236\u6267\u884c\u5b50\u6a21\u5757\uff0c\u4e3aLLM\u63d0\u4f9b\u57fa\u4e8e\u6a21\u578b\u7684\u8f66\u8f86\u63a7\u5236\u5355\u5143\uff0c\u63d0\u9ad8\u52a8\u4f5c\u6267\u884c\u7684\u51c6\u786e\u6027\u548c\u6210\u529f\u7387\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u73af\u5883\u52a8\u529b\u5b66\u4eff\u771f\u5b50\u6a21\u5757<\/li>\n<\/ol>\n\n\n\n<p>\u73b0\u5b9e\u4e16\u754c\u7684\u53cd\u9988\u5bf9\u4e8e\u8bad\u7ec3\u7a33\u5b9a\u53ef\u9760\u7684\u534f\u540c\u51b3\u7b56\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002\u4e3a\u4e86\u786e\u4fdd\u4eff\u771f\u7684\u771f\u5b9e\u6027\u548c\u53ef\u9760\u6027\uff0c\u6211\u4eec\u5728\u73af\u5883\u52a8\u529b\u5b66\u6a21\u5757\u4e2d\u8003\u8651\u4e86\u4eba\u7c7b\u9a7e\u9a76\u4e0e\u81ea\u52a8\u9a7e\u9a76\u6df7\u5408\u7684\u73af\u5883\uff0c\u5f15\u5165\u4e86\u672a\u53d7\u63a7\u7684\u4eba\u7c7b\u9a7e\u9a76\u8f66\u8f86\uff0c\u4ee5\u4e3a\u534f\u540c\u9a7e\u9a76\u6846\u67b6\u521b\u9020\u66f4\u771f\u5b9e\u7684\u80cc\u666f\u4ea4\u901a\u6d41\u3002\u8fd9\u4e9b\u672a\u53d7\u63a7\u7684\u8f66\u8f86\u4e0d\u53c2\u4e0e\u534f\u540c\u9a7e\u9a76\u4efb\u52a1\uff0c\u5373\u5b83\u4eec\u4e0d\u5171\u4eab\u610f\u56fe\uff0c\u800c\u662f\u4ec5\u6839\u636e\u81ea\u5df1\u7684\u51b3\u7b56\u903b\u8f91\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p>\u8003\u8651\u5230IDM\uff08\u667a\u80fd\u9a7e\u9a76\u6a21\u578b\uff09\u4e0eMOBIL\uff08\u6700\u5c0f\u5316\u53d8\u9053\u5f15\u53d1\u7684\u603b\u4f53\u5236\u52a8\uff09\u7ec4\u5408\u5728\u63cf\u8ff0\u4eba\u7c7b\u9a7e\u9a76\u884c\u4e3a\u65b9\u9762\u5e7f\u6cdb\u4f7f\u7528\uff0c\u5e76\u5728\u8def\u53e3\u3001\u73af\u5f62\u8def\u53e3\u3001\u5408\u6d41\u533a\u7b49\u573a\u666f\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u6211\u4eec\u91c7\u7528IDM\u548cMOBIL\u6765\u5206\u522b\u8868\u793aHDV\u7684\u7eb5\u5411\u548c\u6a2a\u5411\u884c\u4e3a\u3002<\/p>\n\n\n\n<p>IDM\u7684\u52a0\u901f\u5ea6\u5982\u4e0b\u516c\u5f0f\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"454\" height=\"111\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-423.png\" alt=\"\" class=\"wp-image-19135\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-423.png 454w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-423-300x73.png 300w\" sizes=\"(max-width: 454px) 100vw, 454px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"97\" height=\"28\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-424.png\" alt=\"\" class=\"wp-image-19136\"\/><\/figure>\n\n\n\n<p>\u4e3aIDM\u5bfc\u51fa\u7684\u52a0\u901f\u5ea6\uff0cvd\u4e3a\u671f\u671b\u901f\u5ea6\uff0c\u03b4\u4e3a\u52a0\u901f\u6307\u6570\uff0c\u2206v\u548cs\u5206\u522b\u4e3a\u524d\u8f66\u4e0e\u672c\u8f66\u7684\u901f\u5ea6\u5dee\u548c\u8ddd\u79bb\uff0cs*\u4e3a\u671f\u671b\u8ddd\u79bb\uff0cs0\u4e3a\u6700\u5c0f\u505c\u8f66\u8ddd\u79bb\uff0cTg\u4e3a\u671f\u671b\u65f6\u95f4\u95f4\u9694\uff0camax\u4e3a\u6700\u5927\u52a0\u901f\u5ea6\uff0cadd\u4e3a\u671f\u671b\u51cf\u901f\u5ea6\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cMOBIL\u901a\u8fc7\u6700\u5c0f\u5316\u53d8\u9053\u5f15\u53d1\u7684\u603b\u4f53\u5236\u52a8\u6765\u5b9e\u73b0\u5b89\u5168\u9ad8\u6548\u7684\u4ea4\u901a\u6d41\u52a8\uff0c\u4e3b\u8981\u5305\u62ec\u4e24\u90e8\u5206\uff1a\u53d8\u9053\u6fc0\u52b1\u548c\u5b89\u5168\u68c0\u67e5\u3002\u53d8\u9053\u6fc0\u52b1\u8bc4\u4f30\u53d8\u9053\u5bf9\u81ea\u8eab\u53ca\u5468\u56f4\u8f66\u8f86\u52a0\u901f\u5ea6\u7684\u53d8\u5316\uff0c\u4ee5\u51b3\u5b9a\u662f\u5426\u5e94\u8fdb\u884c\u53d8\u9053\u3002\u516c\u5f0f\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"418\" height=\"67\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-425.png\" alt=\"\" class=\"wp-image-19137\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-425.png 418w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-425-300x48.png 300w\" sizes=\"(max-width: 418px) 100vw, 418px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0c\u02dca\u548ca\u5206\u522b\u4e3a\u53d8\u9053\u524d\u540e\u8f66\u8f86\u7684\u52a0\u901f\u5ea6\uff0cp\u4e3a\u793c\u8ba9\u7cfb\u6570\uff0c\u51b3\u5b9a\u8f66\u8f86\u5728\u505a\u51fa\u53d8\u9053\u51b3\u7b56\u65f6\u5bf9\u5468\u56f4\u8f66\u8f86\u52a0\u901f\u5ea6\u53d8\u5316\u7684\u5173\u6ce8\u7a0b\u5ea6\uff0cath\u4e3a\u89e6\u53d1\u53d8\u9053\u6240\u9700\u7684\u52a0\u901f\u5ea6\u589e\u76ca\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\uff0c\u4e3a\u786e\u4fdd\u53d8\u9053\u5b89\u5168\uff0cMOBIL\u6a21\u578b\u8fd8\u8fdb\u884c\u5b89\u5168\u68c0\u67e5\uff0c\u786e\u4fdd\u53d8\u9053\u4e0d\u4f1a\u5bfc\u81f4\u9884\u671f\u8f66\u9053\u540e\u65b9\u8f66\u8f86\u7684\u7a81\u7136\u5236\u52a8\uff0c\u5373\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"346\" height=\"48\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-426.png\" alt=\"\" class=\"wp-image-19138\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-426.png 346w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-426-300x42.png 300w\" sizes=\"(max-width: 346px) 100vw, 346px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0cbsafe\u4e3a\u53d8\u9053\u65f6\u5bf9\u540e\u65b9\u8f66\u8f86\u65bd\u52a0\u7684\u6700\u5927\u5236\u52a8\u3002<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u6a21\u578b\u7684\u63a7\u5236\u6267\u884c\u5b50\u6a21\u5757<\/li>\n<\/ol>\n\n\n\n<p>\u5c3d\u7ba1LLMs\u5177\u5907\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u5b83\u4eec\u5728\u7cbe\u786e\u7684\u6570\u5b66\u8ba1\u7b97\u548c\u4f4e\u5c42\u6b21\u8f66\u8f86\u8fd0\u52a8\u63a7\u5236\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u57fa\u4e8e\u6a21\u578b\u7684\u63a7\u5236\u6267\u884c\u5b50\u6a21\u5757\u3002\u5728\u8be5\u6a21\u578b\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u57fa\u4e8e\u6a21\u578b\u7684\u63a7\u5236\u65b9\u6cd5\uff0c\u5c06\u63a8\u7406\u6a21\u5757\u7684\u8bed\u4e49\u8f93\u51fa\u8f6c\u5316\u4e3a\u52a0\u901f\u5ea6\u548c\u524d\u8f6e\u8f6c\u89d2\uff0c\u7136\u540e\u7528\u4e8e\u66f4\u65b0\u4e0b\u4e00\u65f6\u95f4\u6b65\u7684\u8f66\u8f86\u4f4d\u7f6e\u3001\u901f\u5ea6\u548c\u5176\u4ed6\u4fe1\u606f\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u52a0\u901f\u5ea6\u548c\u524d\u8f6e\u8f6c\u89d2\u5747\u7531\u76f8\u5bf9\u7b80\u5355\u7684\u6bd4\u4f8b\u63a7\u5236\u5668\u63a7\u5236\uff0c\u8ba1\u7b97\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"396\" height=\"90\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-427.png\" alt=\"\" class=\"wp-image-19139\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-427.png 396w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-427-300x68.png 300w\" sizes=\"(max-width: 396px) 100vw, 396px\" 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srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-429.png 421w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-429-300x120.png 300w\" sizes=\"(max-width: 421px) 100vw, 421px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d[x, y]\u662f\u8f66\u8f86\u7684\u4f4d\u7f6e\uff0c\u03b2\u662f\u91cd\u5fc3\u5904\u7684\u4fa7\u6ed1\u89d2\u3002<\/p>\n\n\n\n<p>\u6839\u636e\u4e0a\u8ff0\u63a7\u5236\u6a21\u5757\u548c\u8fd0\u52a8\u5b66\u6a21\u5757\uff0c\u73af\u5883\u6a21\u5757\u53ef\u4ee5\u6839\u636eCAV\u7684\u8bed\u4e49\u51b3\u7b56\u66f4\u65b0\u4e0b\u4e00\u65f6\u95f4\u6b65\u7684\u573a\u666f\u4fe1\u606f\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u8f66\u8f86\u4f4d\u7f6e\u901a\u8fc7\u7cbe\u786e\u7684\u6570\u5b66\u516c\u5f0f\u8ba1\u7b97\uff0c\u4ece\u800c\u907f\u514dLLM\u76f4\u63a5\u63a7\u5236\u8f66\u8f86\u53ef\u80fd\u5f15\u53d1\u7684\u4e0d\u786e\u5b9a\u6027\u548c\u9519\u8bef\u3002<\/p>\n\n\n\n<p>C. 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class=\"wp-block-code\"><code>\u8bb0\u5fc6\u589e\u5f3a\uff1a\n\n\u8bb0\u5fc6\u589e\u5f3a\u529f\u80fd\u8bc4\u4f30CAV\u5728\u4e0a\u4e00\u573a\u666f\u4e2d\u7684\u884c\u4e3a\u5f71\u54cd\uff0c\u4ee5\u786e\u5b9a\u8fd9\u4e9b\u884c\u4e3a\u662f\u5426\u52a0\u5267\u4e86\u51b2\u7a81\u3002\u5982\u679cCAV\u7684\u884c\u4e3a\u5bfc\u81f4\u4e86\u5371\u9669\u7684\u589e\u52a0\uff0c\u7cfb\u7edf\u5c06\u751f\u6210\u8d1f\u9762\u53cd\u9988\uff0c\u4f8b\u5982\uff1a\u201c\u4f60\u7684\u52a8\u4f5c\u52a0\u5267\u4e86\u51b2\u7a81\uff0c\u5e94\u907f\u514d\u7c7b\u4f3c\u7684\u884c\u4e3a\u3002\u201d\u8fd9\u79cd\u53cd\u9988\u673a\u5236\u5efa\u7acb\u4e86\u573a\u666f\u3001\u52a8\u4f5c\u548c\u7ed3\u679c\u4e4b\u95f4\u7684\u8054\u7cfb\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6620\u5c04\u5b58\u50a8\u5728\u8bb0\u5fc6\u6570\u636e\u5e93\u4e2d\u4ee5\u4f9b\u5c06\u6765\u53c2\u8003\u3002\u5728\u6bcf\u6b21\u8c03\u7528LLM\u8fdb\u884c\u63a8\u7406\u4e4b\u524d\uff0c\u4f1a\u4ece\u8bb0\u5fc6\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684\u8bb0\u5fc6\u4ee5\u589e\u5f3a\u63d0\u793a\uff0c\u4ece\u800c\u907f\u514d\u91cd\u590d\u8fc7\u53bb\u7684\u9519\u8bef\u3002\n\n\u8bb0\u5fc6\u68c0\u7d22\uff1a\n\n\u968f\u7740\u4ea4\u4e92\u6b21\u6570\u7684\u589e\u52a0\uff0c\u8bb0\u5fc6\u6570\u636e\u5e93\u5c06\u7d2f\u79ef\u5927\u91cf\u7684\u8fc7\u53bb\u7ecf\u9a8c\u3002\u5982\u679c\u5c06\u6240\u6709\u8bb0\u5fc6\u4f5c\u4e3a\u63d0\u793a\u8f93\u5165\uff0c\u4f1a\u5bfc\u81f4\u5197\u4f59\uff0c\u4f7fCAV\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u96be\u4ee5\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u91c7\u7528\u8bb0\u5fc6\u68c0\u7d22\u529f\u80fd\uff0c\u5728\u4f7f\u7528\u8bb0\u5fc6\u5f15\u5bfc\u63a8\u7406\u4e4b\u524d\uff0c\u4ece\u6570\u636e\u5e93\u4e2d\u63d0\u53d6\u4e0e\u5f53\u524d\u573a\u666f\u6700\u76f8\u5173\u7684\u8bb0\u5fc6\u3002<\/code><\/pre>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u5c06\u5f53\u524d\u573a\u666f\u63cf\u8ff0\u548c\u51b2\u7a81\u63cf\u8ff0\u8f6c\u6362\u4e3a\u5411\u91cf\u5f62\u5f0f\uff0c\u5e76\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6839\u636e\u5b83\u4eec\u4e0e\u5f53\u524d\u573a\u666f\u7684\u76f8\u5173\u6027\u5bf9\u8bb0\u5fc6\u8fdb\u884c\u6392\u5e8f\u3002\u7136\u540e\uff0c\u9009\u62e9\u6392\u540d\u9760\u524d\u7684\u8bb0\u5fc6\u4f5c\u4e3aCAV\u63a8\u7406\u7684\u63d0\u793a\u7684\u4e00\u90e8\u5206\u3002\u8fd9\u4e9b\u7c7b\u4f3c\u7684\u8bb0\u5fc6\u88ab\u79f0\u4e3a\u5c0f\u6837\u672c\u7ecf\u9a8c\uff0c\u88ab\u6ce8\u5165CAV\u7684\u63a8\u7406\u6a21\u5757\uff0c\u4f7fCAV\u80fd\u591f\u4ece\u8fc7\u53bb\u7684\u9519\u8bef\u4e2d\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>\u5f15\u5165\u8bb0\u5fc6\u6a21\u5757\u4e0d\u4ec5\u63d0\u9ad8\u4e86CAV\u5728\u590d\u6742\u73af\u5883\u4e2d\u7684\u51b3\u7b56\u80fd\u529b\uff0c\u8fd8\u8d4b\u4e88\u4e86\u5176\u7c7b\u4f3c\u4eba\u7c7b\u7684\u6301\u7eed\u5b66\u4e60\u80fd\u529b\u3002\u901a\u8fc7\u6301\u7eed\u4ece\u8fc7\u53bb\u7684\u7ecf\u9a8c\u4e2d\u5b66\u4e60\uff0cCAV\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u52a8\u6001\u73af\u5883\uff0c\u63d0\u9ad8\u9a7e\u9a76\u5b89\u5168\u6027\uff0c\u51cf\u5c11\u4ea4\u901a\u4e8b\u6545\uff0c\u5e76\u589e\u52a0\u5176\u5728\u73b0\u5b9e\u5e94\u7528\u4e2d\u7684\u53ef\u9760\u6027\u548c\u5b9e\u7528\u6027\u3002<\/p>\n\n\n\n<p>\u7b97\u6cd51\u603b\u7ed3\u4e86\u6211\u4eec\u6846\u67b6\u7684\u4e3b\u8981\u8fc7\u7a0b\u3002\u5728\u4e0b\u4e00\u90e8\u5206\u4e2d\uff0c\u6211\u4eec\u5c06\u901a\u8fc7\u4eff\u771f\u5b9e\u9a8c\u9a8c\u8bc1\u6211\u4eec\u6846\u67b6\u5728\u4e0d\u540c\u573a\u666f\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"469\" height=\"717\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-431.png\" alt=\"\" class=\"wp-image-19143\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-431.png 469w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-431-196x300.png 196w\" sizes=\"(max-width: 469px) 100vw, 469px\" \/><\/figure>\n\n\n\n<p>Experiment<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5173\u4e8e\u534f\u5546\u7684\u6d88\u878d\u7814\u7a76<\/li>\n<\/ol>\n\n\n\n<p>\u5982\u56fe5\u6240\u793a\uff0c\u5728\u9ad8\u901f\u516c\u8def\u573a\u666f\u4e0b\uff0c\u662f\u5426\u5b58\u5728\u534f\u5546\u6a21\u5757\u5e76\u4e0d\u5f71\u54cd\u534f\u540c\u9a7e\u9a76\u7684\u8868\u73b0\uff0c\u56e0\u4e3a\u6211\u4eec\u7684\u65b9\u6cd5\u59cb\u7ec8\u5b9e\u73b0\u4e86100%\u7684\u6210\u529f\u7387\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u7531\u4e8e\u5728\u9ad8\u901f\u516c\u8def\u573a\u666f\u4e2d\u7f3a\u4e4f\u663e\u8457\u7684\u4ea4\u4e92\u51b2\u7a81\uff0c\u534f\u5546\u6a21\u5757\u6ca1\u6709\u6709\u6548\u4ecb\u5165\u7684\u673a\u4f1a\u3002\u7136\u800c\uff0c\u5728\u5408\u5e76\u548c\u4ea4\u53c9\u8def\u53e3\u573a\u666f\u4e2d\uff0c\u534f\u5546\u6a21\u5757\u663e\u8457\u63d0\u9ad8\u4e86\u51b3\u7b56\u7684\u6210\u529f\u7387\u3002\u5728\u8fd9\u4e24\u7c7b\u573a\u666f\u4e2d\uff0c\u8f66\u8f86\u4e4b\u95f4\u4e0d\u53ef\u907f\u514d\u5730\u4f1a\u4ea7\u751f\u51b2\u7a81\uff0c\u53ea\u6709\u5f53\u51b3\u7b56\u8fc7\u7a0b\u5bf9\u9f50\u65f6\uff0c\u624d\u80fd\u907f\u514d\u78b0\u649e\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u5408\u5e76\u573a\u666f\u4e2d\uff0cCAV\uff08\u8054\u7f51\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\uff09\u51b3\u7b56\u7684\u6210\u529f\u7387\u4ece33%\u4e0a\u5347\u523075%\uff0c\u800c\u5728\u4ea4\u53c9\u8def\u53e3\u573a\u666f\u4e2d\uff0c\u4ece15%\u63d0\u9ad8\u523078%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"456\" height=\"324\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-432.png\" alt=\"\" class=\"wp-image-19144\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-432.png 456w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-432-300x213.png 300w\" sizes=\"(max-width: 456px) 100vw, 456px\" \/><\/figure>\n\n\n\n<p>\u5728\u56fe6(a)\u4e2d\uff0cCoDrivingLLM\u672a\u914d\u5907\u534f\u5546\u6a21\u5757\u3002\u57282\u79d2\u65f6\uff0c\u51b3\u7b56\u6a21\u5757\u672a\u80fd\u6709\u6548\u9884\u6d4b\u6f5c\u5728\u7684\u4ea4\u4e92\u51b2\u7a81\uff0c\u4e14CAV\u4e4b\u95f4\u7f3a\u4e4f\u5fc5\u8981\u7684\u534f\u8c03\uff0c\u5bfc\u81f4\u57284\u79d2\u65f6\uff0c\u51b3\u7b56\u6a21\u5757\u65e0\u6cd5\u751f\u6210\u5b89\u5168\u6709\u6548\u7684\u901a\u8fc7\u7b56\u7565\u3002\u6700\u7ec8\uff0cCAV4\u7ee7\u7eed\u52a0\u901f\uff0c\u6700\u7ec8\u4e0eCAV5\u53d1\u751f\u78b0\u649e\u3002\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u5728\u5982\u6b64\u590d\u6742\u7684\u51b2\u7a81\u573a\u666f\u4e2d\uff0c\u5373\u4f7fLLM\u5177\u5907\u660e\u786e\u7684\u573a\u666f\u4fe1\u606f\u548c\u5b89\u5168\u8bc4\u4f30\u65b9\u6cd5\uff0c\u5b83\u4eec\u4ecd\u65e0\u6cd5\u6d88\u9664\u6240\u6709\u4ea4\u4e92\u51b2\u7a81\u548c\u4ea4\u901a\u98ce\u9669\uff0c\u8fd9\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u4ea4\u901a\u4e2d\u662f\u4e0d\u53ef\u63a5\u53d7\u7684\u3002\u76f8\u53cd\uff0c\u5982\u56fe6(b)\u6240\u793a\uff0c\u5e26\u6709\u534f\u5546\u6a21\u5757\u7684CoDrivingLLM\u6709\u6548\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u5728\u76f8\u540c\u7684\u573a\u666f\u4e2d\uff0c2\u79d2\u65f6\uff0c\u534f\u5546\u6a21\u5757\u6210\u529f\u8bc6\u522b\u51fa\u6f5c\u5728\u7684\u79fb\u52a8\u51b2\u7a81\uff0c\u5e76\u57fa\u4e8e\u9884\u8bbe\u89c4\u5219\u63d0\u51fa\u5efa\u8bae\u7684\u901a\u8fc7\u987a\u5e8f\uff0c\u6307\u793aCAV4\u8ba9\u884cCAV5\u3002\u8be5\u51b3\u7b56\u6700\u7ec8\u88ab\u51b3\u7b56\u6a21\u5757\u4e2d\u7684LLM\u91c7\u7eb3\uff0cCAV4\u57284\u79d2\u65f6\u51cf\u901f\uff0c\u5141\u8bb8CAV5\u5b89\u5168\u901a\u8fc7\uff0c\u6210\u529f\u89e3\u51b3\u4e86\u51b2\u7a81\u3002\u534f\u5546\u6a21\u5757\u6709\u6548\u51cf\u8f7b\u4e86\u4ea4\u901a\u51b2\u7a81\uff0c\u5e76\u63d0\u9ad8\u4e86CoDrivingLLM\u65b9\u6cd5\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"648\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-433-1024x648.png\" alt=\"\" class=\"wp-image-19145\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-433-1024x648.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-433-300x190.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-433-768x486.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-433.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5982\u56fe7\u6240\u793a\uff0c\u5728\u9ad8\u901f\u516c\u8def\u573a\u666f\u4e2d\uff0c\u8f66\u8f86\u51b2\u7a81\u548c\u4ea4\u4e92\u6311\u6218\u8f83\u5c11\uff0c\u5373\u4f7f\u6ca1\u6709\u8bb0\u5fc6\u6a21\u5757\u4e5f\u80fd\u5b9e\u73b0100%\u7684\u5b89\u5168\u7387\uff0c\u5f53\u589e\u52a02-shots\u548c5-shots\u7ecf\u9a8c\u65f6\uff0c\u6210\u529f\u7387\u4fdd\u6301\u4e0d\u53d8\u3002\u7136\u800c\uff0c\u5728\u5408\u5e76\u548c\u4ea4\u53c9\u8def\u53e3\u573a\u666f\u4e2d\uff0c\u5c06\u8bb0\u5fc6\u6a21\u5757\u4ece0-shot\u589e\u52a0\u52302-shots\u663e\u8457\u63d0\u9ad8\u4e86\u51b3\u7b56\u6210\u529f\u7387\uff0c\u5408\u5e76\u573a\u666f\u4ece78%\u63d0\u9ad8\u523090%\uff0c\u4ea4\u53c9\u8def\u53e3\u573a\u666f\u4ece75%\u63d0\u9ad8\u523085%\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cCoDrivingLLM\u672a\u914d\u5907\u8bb0\u5fc6\u6a21\u5757\u3002\u57284\u79d2\u65f6\uff0c\u5c3d\u7ba1\u51b3\u7b56\u6a21\u5757\u901a\u8fc7\u534f\u5546\u6a21\u5757\u8bc6\u522b\u51fa\u4e86CAV7\u548cCAV4\u4e4b\u95f4\u7684\u6f5c\u5728\u8ffd\u5c3e\u51b2\u7a81\uff0c\u5e76\u8bd5\u56fe\u901a\u8fc7\u8c03\u6574\u52a8\u4f5c\u6765\u89e3\u51b3\uff0cCAV4\u52a0\u901f\uff0c\u800cCAV7\u51cf\u901f\u3002\u7136\u800c\uff0c\u7531\u4e8eCAV7\u521d\u901f\u5ea6\u8f83\u9ad8\uff0c\u5728\u5b8c\u5168\u51cf\u901f\u524d\u4e0eCAV4\u53d1\u751f\u78b0\u649e\u3002\u8be5\u6848\u4f8b\u8bf4\u660e\uff0c\u5728\u67d0\u4e9b\u7279\u6b8a\u573a\u666f\u4e2d\uff0c\u5373\u4f7f\u6709\u534f\u5546\u6a21\u5757\uff0c\u534f\u540c\u51b3\u7b56\u4ecd\u53ef\u80fd\u5931\u8d25\u3002<\/p>\n\n\n\n<p>\u76f8\u53cd\uff0c\u56fe8(b)\u5c55\u793a\u4e86\u4f7f\u7528\u8bb0\u5fc6\u6a21\u5757\u540e\u7684CoDrivingLLM\u7684\u51b3\u7b56\u8868\u73b0\u3002\u901a\u8fc7\u68c0\u7d22\u8bb0\u5fc6\uff0cCoDrivingLLM\u8bc6\u522b\u51fa\u4e00\u4e2a\u7c7b\u4f3c\u7684\u51b3\u7b56\u5931\u8d25\u573a\u666f\uff0c\u5e76\u8fdb\u884c\u4e86\u51e0\u6b21\u7ecf\u9a8c\u5b66\u4e60\u3002\u57284\u79d2\u65f6\uff0c\u5b83\u8f93\u51fa\u4e86\u4e0d\u540c\u7684\u51b3\u7b56\u7b56\u7565\uff0c\u6307\u793aCAV7\u52a0\u901f\u901a\u8fc7\uff0c\u800cCAV4\u51cf\u901f\u8ba9\u884c\u3002\u8be5\u51b3\u7b56\u4e0e\u56fe8(a)\u4e2d\u7684\u76f8\u53cd\uff0c\u6210\u529f\u89e3\u51b3\u4e86\u4e24\u8f86CAV\u4e4b\u95f4\u7684\u51b2\u7a81\uff0c\u6700\u7ec8\u6240\u6709CAV\u5747\u5b89\u5168\u5230\u8fbe\u76ee\u7684\u5730\u3002\u6709\u6548\u5c55\u793a\u4e86\u8bb0\u5fc6\u6a21\u5757\u4e3aCoDrivingLLM\u63d0\u4f9b\u7684\u5b66\u4e60\u529f\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"681\" height=\"518\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-434.png\" alt=\"\" class=\"wp-image-19146\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-434.png 681w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-434-300x228.png 300w\" sizes=\"(max-width: 681px) 100vw, 681px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"619\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-435-1024x619.png\" alt=\"\" class=\"wp-image-19147\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-435-1024x619.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-435-300x181.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-435-768x464.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-435.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>2. \u4e0e\u5176\u4ed6\u65b9\u6cd5\u7684\u6bd4\u8f83<\/p>\n\n\n\n<p>\u8003\u8651\u5230\u5e76\u975e\u6240\u6709\u7684\u534f\u540c\u9a7e\u9a76\u65b9\u6cd5\u90fd\u9002\u7528\u4e8e\u591a\u79cd\u573a\u666f\uff0c\u800c\u65e0\u4fe1\u53f7\u4ea4\u53c9\u53e3\u901a\u5e38\u662f\u4e8b\u6545\u53d1\u751f\u6700\u9891\u7e41\u7684\u5730\u65b9\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u9009\u62e9\u4e86\u524d\u8ff0\u7684\u4e09\u79cd\u5178\u578b\u7684\u534f\u540c\u9a7e\u9a76\u65b9\u6cd5\u6765\u6d4b\u8bd5\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u65e0\u4fe1\u53f7\u4ea4\u53c9\u53e3\u573a\u666f\u4e0b\u7684\u8868\u73b0\uff0c \u5305\u62ec\u57fa\u4e8e\u4f18\u5316\u7684\u65b9\u6cd5\uff08iDFST)\uff0c\u57fa\u4e8e\u89c4\u5219\u7684\u65b9\u6cd5\uff08\u5408\u4f5c\u535a\u5f08)\uff0c\u57fa\u4e8e\u5b66\u4e60\u7684\u65b9\u6cd5\uff08MADQN\uff09\u3002<\/p>\n\n\n\n<p>\u6574\u4f53\u8868\u73b0\uff1a\u9996\u5148\uff0c\u6211\u4eec\u603b\u7ed3\u4e86\u5404\u65b9\u6cd5\u7684\u6210\u529f\u7387\u3002\u6839\u636e\u88681\u4e2d\u7684\u6570\u636e\uff0cCoDrivingLLM\u7684\u6210\u529f\u7387\u4e3a90%\uff0c\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5\u3002iDFST\u548c\u5408\u4f5c\u535a\u5f08\u65b9\u6cd5\u7684\u6210\u529f\u7387\u7a0d\u5fae\u843d\u540e\uff0c\u5747\u4e3a85%\u3002\u76f8\u53cd\uff0cMADQN\u7684\u6cdb\u5316\u80fd\u529b\u548c\u8868\u73b0\u6700\u5dee\uff0c\u6210\u529f\u7387\u4ec5\u4e3a20%\u3002<\/p>\n\n\n\n<p>\u6548\u7387\u8bc4\u4f30\uff1a\u6211\u4eec\u8fd8\u4f7f\u7528\u884c\u9a76\u901f\u5ea6\u8bc4\u4f30\u4e86\u6240\u6709\u65b9\u6cd5\u7684\u6548\u7387\u3002\u5982\u88681\u6240\u793a\uff0cMADQN\u5728\u6d4b\u8bd5\u4e2d\u5b9e\u73b0\u4e866.1\u7c73\/\u79d2\u7684\u6700\u9ad8\u5e73\u5747\u901f\u5ea6\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u6548\u7387\u662f\u4ee5\u663e\u8457\u964d\u4f4e\u5b89\u5168\u6027\u548c\u6574\u4f53\u8868\u73b0\u4e3a\u4ee3\u4ef7\u7684\u3002iDFST\u65b9\u6cd5\u867d\u7136\u5728\u5b89\u5168\u6027\u548c\u6210\u529f\u7387\u65b9\u9762\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5176\u9a7e\u9a76\u6548\u7387\u8f83\u5dee\uff0c\u8fc7\u591a\u7684\u4f4e\u901f\u884c\u9a76\u5bfc\u81f4\u5e73\u5747\u901f\u5ea6\u4ec5\u4e3a4.1\u7c73\/\u79d2\u3002\u5c3d\u7ba1\u57fa\u4e8e\u89c4\u5219\u7684\u65b9\u6cd5\u5728\u5b89\u5168\u6027\u65b9\u9762\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5176\u4f4e\u6548\u7387\u4e00\u76f4\u662f\u4e00\u4e2a\u666e\u904d\u95ee\u9898\u3002\u76f8\u53cd\uff0cCoDrivingLLM\u5728\u5b89\u5168\u6027\u548c\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\uff0c\u4fdd\u6301\u4e865.7\u7c73\/\u79d2\u7684\u9ad8\u5e73\u5747\u901f\u5ea6\uff0c\u540c\u65f6\u786e\u4fdd\u4e86\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"950\" height=\"255\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-436.png\" alt=\"\" class=\"wp-image-19148\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-436.png 950w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-436-300x81.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-436-768x206.png 768w\" sizes=\"(max-width: 950px) 100vw, 950px\" \/><\/figure>\n\n\n\n<p>\u5b89\u5168\u8bc4\u4f30\uff1a\u6211\u4eec\u5bf9\u5404\u79cd\u65b9\u6cd5\u8fdb\u884c\u4e86\u5168\u9762\u7684\u5b89\u5168\u6027\u5206\u6790\uff0c\u4f7f\u7528\u4e86Post-Encroachment 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"710\" height=\"408\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-437.png\" alt=\"\" class=\"wp-image-19149\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-437.png 710w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-437-300x172.png 300w\" sizes=\"(max-width: 710px) 100vw, 710px\" 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-19132","post","type-post","status-publish","format-standard","hentry","category-technology-frontier","category-home"],"views":1,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/19132"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=19132"}],"version-history":[{"count":1,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/19132\/revisions"}],"predecessor-version":[{"id":19150,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/19132\/revisions\/19150"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=19132"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=19132"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=19132"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}