{"id":4336,"date":"2025-11-15T16:46:55","date_gmt":"2025-11-15T08:46:55","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4336"},"modified":"2025-11-15T16:47:39","modified_gmt":"2025-11-15T08:47:39","slug":"202511%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-knowledge-graph-based-thought-a-knowledge-graph-enhanced-llm-framework-for-pan-cancer-question-answering%e3%80%8b","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202511%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-knowledge-graph-based-thought-a-knowledge-graph-enhanced-llm-framework-for-pan-cancer-question-answering%e3%80%8b\/","title":{"rendered":"202511\u8bba\u6587\u7814\u8bfb-Knowledge graph\u2013based thought: a knowledge graph\u2013enhanced LLM framework for pan-cancer question answering"},"content":{"rendered":"\n<p>\u6765\u6e90\uff1aGigaScience\uff08Oxford University Press\uff09<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\u676d\u5dde\u9ad8\u7b49\u7814\u7a76\u9662\u3001\u5e7f\u5dde\u56fd\u9645\u751f\u7269\u5c9b\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u7b49<\/p>\n\n\n\n<p>\u53d1\u8868\u65f6\u95f4\uff1a2025\u5e7403\u6708<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u80cc\u666f\uff1aLLM\u5728\u751f\u7269\u533b\u5b66\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u4f46\u5176\u56fa\u6709\u7684\u4e8b\u5b9e\u5e7b\u89c9\u95ee\u9898\u4e25\u91cd\u5236\u7ea6\u4e86\u5176\u5728\u7cbe\u51c6\u533b\u7597\u7b49\u5173\u952e\u573a\u666f\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n\n\n\n<p><br>\u6838\u5fc3\uff1a \u57fa\u4e8e\u8fd9\u4e00\u80cc\u666f\uff0c\u57fa\u4e8e\u8fd9\u4e00\u80cc\u666f\uff0c\u8bba\u6587\u63d0\u51fa\u4e86KGT\uff08\u77e5\u8bc6\u56fe\u8c31\u2013based thought\uff09\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u901a\u8fc7\u5f15\u5bfcLLM\u5728\u77e5\u8bc6\u56fe\u8c31\u7684\u6a21\u5f0f\u5c42\u8fdb\u884c\u8def\u5f84\u63a8\u7406\uff0c\u800c\u975e\u76f4\u63a5\u68c0\u7d22\u5b9e\u4f53\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u591a\u8df3\u95ee\u9898\u4e2d\u7684\u4e2d\u95f4\u5b9e\u4f53\u7f3a\u5931\u96be\u9898\uff0c\u663e\u8457\u51cf\u5c11\u4e86\u4e8b\u5b9e\u9519\u8bef\u5e76\u63d0\u5347\u4e86\u95ee\u7b54\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u65b9\u6cd5\u5bf9\u6bd4<\/h2>\n\n\n\n<p>KGT\u901a\u8fc7\u521b\u65b0\u7684\u201c\u56fe\u6a21\u5f0f\u63a8\u7406\u201d\u673a\u5236\uff0c\u6210\u529f\u89e3\u51b3\u4e86\u4f20\u7edf\u65b9\u6cd5\u5728\u591a\u8df3\u95ee\u9898\u4e2d\u56e0\u4e2d\u95f4\u5b9e\u4f53\u7f3a\u5931\u800c\u5931\u6548\u7684\u74f6\u9888\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"637\" height=\"729\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-6.png\" alt=\"\" class=\"wp-image-4337\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-6.png 637w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-6-262x300.png 262w\" sizes=\"auto, (max-width: 637px) 100vw, 637px\" \/><\/figure>\n\n\n\n<p>A\uff09\u8fd9\u662f\u4f20\u7edf\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5355\u72ec\u56de\u7b54\u95ee\u9898\u7684\u65b9\u5f0f\u3002\u5b83\u5b8c\u5168\u4f9d\u8d56\u6a21\u578b\u5185\u90e8\u7684\u77e5\u8bc6\uff0c\u4f46\u5e38\u5e38\u4f1a\u4ea7\u751f\u4e8b\u5b9e\u9519\u8bef\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u5e38\u8bf4\u7684\u201c\u5e7b\u89c9\u201d\uff0c\u8fd9\u5728\u8981\u6c42\u4e25\u8c28\u7684\u751f\u7269\u533b\u5b66\u9886\u57df\u662f\u81f4\u547d\u7684\u3002<br>B\uff09\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u8005\u4eec\u5c1d\u8bd5\u7528\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\u6765\u589e\u5f3aLLM\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u68c0\u7d22\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u77e5\u8bc6\u5b50\u56fe\u6765\u8f85\u52a9\u56de\u7b54\u3002\u4f46\u5b83\u6709\u4e00\u4e2a\u81f4\u547d\u7684\u7f3a\u9677\uff1a\u5f53\u9047\u5230\u591a\u8df3\u63a8\u7406\u95ee\u9898\uff0c\u4e14\u95ee\u9898\u4e2d\u6ca1\u6709\u660e\u786e\u7ed9\u51fa\u4e2d\u95f4\u5b9e\u4f53\u65f6\uff0c\u5b83\u5c31\u65e0\u6cd5\u68c0\u7d22\u5230\u6b63\u786e\u7684\u8def\u5f84\uff0c\u5c31\u50cf\u56fe\u4e2d\u6240\u793a\uff0c\u8def\u5f84\u5728\u4e2d\u95f4\u5c31\u65ad\u6389\u4e86\u3002<br>C\uff09\u800c\u6211\u4eec\u7684KGT\u6846\u67b6\uff0c\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u6838\u5fc3\u75db\u70b9\u800c\u63d0\u51fa\u7684\u3002\u6211\u4eec\u7684\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\uff0c\u6211\u4eec\u4e0d\u8ba9\u6a21\u578b\u76f4\u63a5\u5728\u5e9e\u5927\u7684\u77e5\u8bc6\u56fe\u8c31\u4e2d\u68c0\u7d22\u5177\u4f53\u5b9e\u4f53\uff0c\u800c\u662f\u8ba9\u5b83\u5728\u77e5\u8bc6\u56fe\u8c31\u7684\u6a21\u5f0f\u5c42\u4e0a\u8fdb\u884c\u63a8\u7406\u3002\u6a21\u5f0f\u5c42\u53ea\u5305\u542b\u5b9e\u4f53\u7c7b\u578b\uff08\u5982\u201c\u836f\u7269\u201d\u3001\u201c\u57fa\u56e0\u201d\uff09\u548c\u5173\u7cfb\u7c7b\u578b\uff08\u5982\u201c\u6cbb\u7597\u201d\u3001\u201c\u9776\u5411\u201d\uff09\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u53ef\u4ee5\u5148\u63a8\u65ad\u51fa\u7f3a\u5931\u7684\u4e2d\u95f4\u5b9e\u4f53\u7684\u201c\u7c7b\u578b\u201d\uff0c\u4ece\u800c\u627e\u5230\u6b63\u786e\u7684\u63a8\u7406\u8def\u5f84\uff0c\u6700\u7ec8\u751f\u6210\u51c6\u786e\u7684\u7b54\u6848\u3002<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u6846\u67b6\u6d41\u7a0b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"520\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-7-1024x520.png\" alt=\"\" class=\"wp-image-4338\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-7-1024x520.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-7-300x152.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-7-768x390.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-7.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\uff08A\uff09\u7b2c\u4e00\u6b65\uff1a\u95ee\u9898\u5206\u6790\u3002\u5f53\u7528\u6237\u8f93\u5165\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u540e\uff0cLLM\u4f1a\u9996\u5148\u5bf9\u5176\u8fdb\u884c\u89e3\u6784\uff0c\u63d0\u53d6\u51fa\u5173\u952e\u4fe1\u606f\uff0c\u6bd4\u5982\u5934\u5b9e\u4f53\u7684\u540d\u79f0\u3001\u5c3e\u5b9e\u4f53\u7684\u7c7b\u578b\u4ee5\u53ca\u76f8\u5173\u5c5e\u6027\u3002<br>\uff08B\uff09\u7b2c\u4e8c\u6b65\uff1a\u56fe\u6a21\u5f0f\u63a8\u7406\uff0c\u8fd9\u662f\u6574\u4e2a\u6846\u67b6\u7684\u7075\u9b42\u3002\u6211\u4eec\u5c06\u4e0a\u4e00\u6b65\u63d0\u53d6\u7684\u5934\u5c3e\u5b9e\u4f53\u7c7b\u578b\uff0c\u8f93\u5165\u5230\u77e5\u8bc6\u56fe\u8c31\u7684\u6a21\u5f0f\u56fe\u4e2d\u3002\u901a\u8fc7\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\uff08BFS\uff09\u7b97\u6cd5\u627e\u5230\u6240\u6709\u53ef\u80fd\u7684\u8def\u5f84\uff0c\u518d\u5229\u7528\u6587\u672c\u5d4c\u5165\u6280\u672f\u8ba1\u7b97\u4e0e\u95ee\u9898\u7684\u76f8\u4f3c\u5ea6\uff0c\u9009\u51fa\u6700\u4f18\u7684\u63a8\u7406\u8def\u5f84\u3002\u8fd9\u4e00\u6b65\u5b8c\u7f8e\u89e3\u51b3\u4e86\u6211\u4eec\u4e0a\u4e00\u9875\u63d0\u5230\u7684\u4e2d\u95f4\u5b9e\u4f53\u7f3a\u5931\u95ee\u9898\u3002<br>\uff08C\uff09\u7b2c\u4e09\u6b65\uff1a\u5b50\u56fe\u6784\u5efa\u3002\u6709\u4e86\u6700\u4f18\u8def\u5f84\uff0cLLM\u4f1a\u751f\u6210\u4e00\u4e2a\u67e5\u8be2\u8bed\u53e5\uff08\u5982Cypher\uff09\uff0c\u5728\u5b8c\u6574\u7684\u77e5\u8bc6\u56fe\u8c31\u4e2d\u68c0\u7d22\u51fa\u5bf9\u5e94\u7684\u5177\u4f53\u5b50\u56fe\uff0c\u8fd9\u4e2a\u5b50\u56fe\u5305\u542b\u4e86\u56de\u7b54\u95ee\u9898\u6240\u9700\u7684\u6240\u6709\u4e8b\u5b9e\u4f9d\u636e\u3002<br>\uff08D\uff09\u7b2c\u56db\u6b65\uff1a\u63a8\u7406\u4e0e\u8f93\u51fa\u3002\u6700\u540e\uff0cLLM\u57fa\u4e8e\u8fd9\u4e2a\u7ed3\u6784\u5316\u7684\u5b50\u56fe\u8fdb\u884c\u63a8\u7406\uff0c\u8fc7\u6ee4\u6389\u65e0\u5173\u4fe1\u606f\uff0c\u5e76\u5c06\u63a8\u7406\u7ed3\u679c\u7ec4\u7ec7\u6210\u6d41\u7545\u7684\u81ea\u7136\u8bed\u8a00\u7b54\u6848\u3002<br>\u603b\u7ed3\u4e00\u4e0b\uff0cKGT\u901a\u8fc7\u8fd9\u56db\u6b65\uff0c\u5b9e\u73b0\u4e86\u4e00\u4e2a\u4ece\u201c\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u201d\u5230\u201c\u6a21\u5f0f\u63a8\u7406\u201d\uff0c\u518d\u5230\u201c\u77e5\u8bc6\u68c0\u7d22\u201d\uff0c\u6700\u540e\u56de\u5230\u201c\u81ea\u7136\u8bed\u8a00\u7b54\u6848\u201d\u7684\u5b8c\u6574\u95ed\u73af\uff0c\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u5fae\u8c03\uff0c\u5373\u63d2\u5373\u7528\u3002\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5b9a\u4e49\u6570\u636e\u57fa\u7840\u4e0e\u4efb\u52a1<\/h2>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21\u7684\u6cdb\u764c\u75c7\u77e5\u8bc6\u56fe\u8c31\uff0c\u540d\u4e3aSOKG\u3002\u4ece\u8868\u4e2d\u6570\u636e\u53ef\u4ee5\u770b\u51fa\uff0cSOKG\u7684\u89c4\u6a21\u8fdc\u8d85\u540c\u7c7b\u77e5\u8bc6\u56fe\u8c31\uff0c\u62e5\u6709\u8d85\u8fc7364\u4e07\u4e2a\u5b9e\u4f53\u548c1065\u4e07\u6761\u5173\u7cfb\uff0c\u5e76\u4e14\u5305\u542b\u4e8698\u79cd\u5c5e\u6027\u7c7b\u578b\u3002\u8fd9\u4e3a\u6211\u4eec\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u575a\u5b9e\u3001\u4e30\u5bcc\u7684\u6570\u636e\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"137\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-8-1024x137.png\" alt=\"\" class=\"wp-image-4339\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-8-1024x137.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-8-300x40.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-8-768x103.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-8-1536x206.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-8.png 1543w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e2a\u5f3a\u5927\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u751f\u7269\u533b\u5b66\u9886\u57df\u9996\u4e2a\u77e5\u8bc6\u56fe\u8c31\u95ee\u7b54\u57fa\u51c6\u2014\u2014PcQA\u3002\u5982\u8868\u6240\u793a\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u56db\u79cd\u7c7b\u578b\u7684\u4efb\u52a1\u6765\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u80fd\u529b\uff1a<\/p>\n\n\n\n<p>\u5355\u8df3\u95ee\u9898\uff1a\u6700\u7b80\u5355\u7684\u5355\u6b65\u63a8\u7406\u3002<br>\u591a\u8df3\u95ee\u9898\uff1a\u9700\u8981\u591a\u6b65\u63a8\u7406\uff0c\u4e14\u4e0d\u63d0\u4f9b\u4e2d\u95f4\u5b9e\u4f53\u4fe1\u606f\uff0c\u66f4\u5177\u6311\u6218\u6027\u3002<br>\u4ea4\u96c6\u95ee\u9898\uff1a\u9700\u8981\u7efc\u5408\u591a\u6761\u8def\u5f84\u7684\u7ed3\u679c\u3002<br>\u5c5e\u6027\u95ee\u9898\uff1a\u6d89\u53ca\u5b9e\u4f53\u7684\u5177\u4f53\u5c5e\u6027\u67e5\u8be2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"369\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-9-1024x369.png\" alt=\"\" class=\"wp-image-4340\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-9-1024x369.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-9-300x108.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-9-768x277.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-9.png 1232w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u6848\u4f8b\u5206\u6790\u548c\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<p>(A) \u836f\u7269\u91cd\u5b9a\u4f4d\uff1aKGT\u901a\u8fc7\u5206\u6790\u77e5\u8bc6\u56fe\u8c31\uff0c\u53d1\u73b0\u5361\u66ff\u6d1b\u5c14\u548c\u53e6\u4e00\u79cd\u5df2\u7528\u4e8e\u6cbb\u7597\u8840\u7ba1\u7624\u7684\u836f\u7269\u666e\u8418\u6d1b\u5c14\uff0c\u90fd\u4f5c\u7528\u4e8e\u540c\u4e00\u4e2a\u9776\u70b9ADRB1\u3002\u57fa\u4e8e\u6b64\uff0cKGT\u63d0\u51fa\u4e86\u4e00\u4e2a\u6781\u5177\u4ef7\u503c\u7684\u79d1\u5b66\u5047\u8bbe\uff1a\u5361\u66ff\u6d1b\u5c14\u6216\u8bb8\u4e5f\u80fd\u7528\u4e8e\u6cbb\u7597\u8840\u7ba1\u7624\u3002\u8fd9\u4e3a\u65b0\u836f\u7814\u53d1\u63d0\u4f9b\u4e86\u91cd\u8981\u7ebf\u7d22\u3002<\/p>\n\n\n\n<p>(B) \u8010\u836f\u6027\u5206\u6790\uff1aKGT\u51c6\u786e\u8bc6\u522b\u51faALK-p.L1196M\u57fa\u56e0\u7a81\u53d8\u4f1a\u5bfc\u81f4\u5bf9\u5948\u62c9\u66ff\u5c3c\u7684\u8010\u836f\u3002\u8fd9\u4e2a\u7ed3\u8bba\u53ef\u4ee5\u76f4\u63a5\u6307\u5bfc\u4e34\u5e8a\u533b\u751f\uff0c\u4e3a\u643a\u5e26\u8be5\u7a81\u53d8\u7684\u60a3\u8005\u9009\u62e9\u66f4\u6709\u6548\u7684\u66ff\u4ee3\u6cbb\u7597\u65b9\u6848\uff0c\u907f\u514d\u65e0\u6548\u7528\u836f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"657\" height=\"750\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-10.png\" alt=\"\" class=\"wp-image-4341\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-10.png 657w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-10-263x300.png 263w\" sizes=\"auto, (max-width: 657px) 100vw, 657px\" \/><\/figure>\n\n\n\n<p>\u88683\u5c55\u793a\u4e86KGT\u4e0e\u5176\u4ed6\u77e5\u8bc6\u56fe\u8c31\u95ee\u7b54\u65b9\u6cd5\u7684\u5bf9\u6bd4\u7ed3\u679c\u3002\u53ef\u4ee5\u770b\u5230\uff0cKGT\u5728GPT-4\u8bc4\u4f30\u3001BERTScore\u548cROUGE\u7b49\u6240\u6709\u6307\u6807\u4e0a\uff0c\u90fd\u53d6\u5f97\u4e86\u538b\u5012\u6027\u7684\u4f18\u52bf\u3002\u7279\u522b\u662f\u5728\u6700\u91cd\u8981\u7684F1\u5206\u6570\u4e0a\uff0cKGT\u6bd4\u4e4b\u524d\u6700\u597d\u7684\u65b9\u6cd5KG-GPT\u63d0\u5347\u4e8633\u4e2a\u767e\u5206\u70b9\uff01\u8fd9\u4e3b\u8981\u662f\u56e0\u4e3aKGT\u901a\u8fc7\u6a21\u5f0f\u63a8\u7406\uff0c\u80fd\u66f4\u597d\u5730\u7406\u89e3\u751f\u7269\u533b\u5b66\u95ee\u9898\u4e2d\u7684\u5b9e\u4f53\u7c7b\u578b\u548c\u590d\u6742\u5173\u7cfb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"191\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-11-1024x191.png\" alt=\"\" class=\"wp-image-4342\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-11-1024x191.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-11-300x56.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-11-768x143.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-11.png 1467w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5c55\u793aKGT\u7684\u666e\u9002\u6027\uff0c\u6211\u4eec\u5c06\u5176\u4e0e\u901a\u7528\u548c\u751f\u7269\u533b\u5b66\u9886\u57df\u7684\u9876\u7ea7\u5927\u6a21\u578b\u76f4\u63a5\u5bf9\u6bd4\u3002\u5982\u8868\u6240\u793a\uff0c\u5373\u4f7f\u662f\u201cKGT + \u5f00\u6e90\u7684Code-Llama\u201d\u7ec4\u5408\uff0c\u5176\u6027\u80fd\u4e5f\u8fdc\u8d85\u201cChatGPT-3.5 + 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"190\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-13-1024x190.png\" alt=\"\" class=\"wp-image-4344\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-13-1024x190.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-13-300x56.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-13-768x143.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-13-1536x285.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-13.png 1552w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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