{"id":26895,"date":"2025-09-04T08:05:59","date_gmt":"2025-09-04T00:05:59","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26895"},"modified":"2025-09-04T08:05:59","modified_gmt":"2025-09-04T00:05:59","slug":"%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e4%b8%ba%e4%bd%95%e9%9a%be%e4%bb%a5%e7%aa%81%e7%a0%b4%e7%a7%91%e5%ad%a6%e7%93%b6%e9%a2%88-%e6%af%8f%e4%bd%8d%e5%bf%ab%e6%b6%88%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/09\/04\/26895\/","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u4f55\u96be\u4ee5\u7a81\u7834\u79d1\u5b66\u74f6\u9888\u2014\u2014\u6bcf\u4f4d\u5feb\u6d88\u884c\u4e1a\u7684\u9ad8\u7ba1\u5fc5\u987b\u4e86\u89e3\u7684\u771f\u76f8"},"content":{"rendered":"<div><img data-dominant-color=\"274460\" data-has-transparency=\"false\" style=\"--dominant-color: #274460;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26897\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a37002c13d1ba949d90347528c85ac68dfdc7d-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a37002c13d1ba949d90347528c85ac68dfdc7d-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a37002c13d1ba949d90347528c85ac68dfdc7d-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u5728GenAI\u9ad8\u901f\u53d1\u5c55\u7684\u65f6\u4ee3\uff0c\u4f01\u4e1a\u96be\u514d\u4ea7\u751f\u7591\u95ee\uff1a\u5982\u679cLLM\u80fd\u5199\u8bba\u6587\u3001\u80fd\u751f\u6210\u914d\u65b9\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u76f4\u63a5\u201c\u505a\u79d1\u5b66\u201d\uff1f\u672c\u6587\u6307\u51fa\uff0c\u8fd9\u79cd\u60f3\u6cd5\u65e2\u5371\u9669\u53c8\u5177\u6709\u8bef\u5bfc\u6027\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p><img data-dominant-color=\"274460\" data-has-transparency=\"false\" style=\"--dominant-color: #274460;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26898\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a37002c13d1ba949d90347528c85ac68dfdc7d-1.jpg\" width=\"1248\" height=\"696\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a37002c13d1ba949d90347528c85ac68dfdc7d-1.jpg 1248w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a37002c13d1ba949d90347528c85ac68dfdc7d-1-300x167.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a37002c13d1ba949d90347528c85ac68dfdc7d-1-1024x571.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a37002c13d1ba949d90347528c85ac68dfdc7d-1-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a37002c13d1ba949d90347528c85ac68dfdc7d-1-768x428.jpg 768w\" sizes=\"auto, (max-width: 1248px) 100vw, 1248px\" \/><\/p>\n<p>\u6211\u4eec\u6b63\u5904\u5728\u4e00\u4e2a\u65f6\u4ee3\uff0cGenAI\u80fd\u591f\u5728\u51e0\u5206\u949f\u5185\u8d77\u8349\u590d\u6742\u7684\u6cd5\u5f8b\u534f\u8bae\uff0c\u5728\u51e0\u79d2\u949f\u5185\u8bbe\u8ba1\u51fa\u5408\u7406\u7684\u8425\u9500\u6d3b\u52a8\uff0c\u5e76\u53ef\u6309\u9700\u5728\u6570\u5341\u79cd\u8bed\u8a00\u4e4b\u95f4\u81ea\u7531\u5207\u6362\u3002\u4ece\u65e9\u671f\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5230\u5982\u4eca\u7684GPT-4\u3001Claude\u3001Gemini\u7b49\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\uff0c\u80fd\u529b\u7684\u8dc3\u5347\u582a\u79f0\u60ca\u4eba\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4f01\u4e1a\u9ad8\u7ba1\u63d0\u51fa\u4e00\u4e2a\u5408\u7406\u7684\u7591\u95ee\uff1a\u5982\u679cAI\u80fd\u5199\u51fa\u4e00\u7bc7\u4ee4\u4eba\u4fe1\u670d\u7684\u7814\u7a76\u8bba\u6587\uff0c\u6216\u8005\u6a21\u62df\u4e00\u573a\u6280\u672f\u5bf9\u8bdd\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u5f00\u5c55\u79d1\u5b66\u5b9e\u9a8c?\u5728\u67d0\u4e9b\u5708\u5b50\u91cc\uff0c\u751a\u81f3\u6d41\u4f20\u7740\u4e00\u79cd\u8bf4\u6cd5\uff1a\u79d1\u5b66\u5bb6\u53ef\u80fd\u5f88\u5feb\u4f1a\u50cf\u65c5\u884c\u793e\u4ee3\u7406\u4eba\u6216\u7535\u5f71\u653e\u6620\u5458\u4e00\u6837\uff0c\u88ab\u201c\u98a0\u8986\u201d\u5230\u65e0\u5173\u7d27\u8981\u3002<\/p>\n<p>\u4f5c\u4e3a\u5728AI\u521b\u65b0\u3001\u79d1\u5b66\u7814\u53d1\u548c\u4f01\u4e1a\u7ea7\u4ea7\u54c1\u5f00\u53d1\u4ea4\u53c9\u9886\u57df\u6df1\u8015\u4e8c\u5341\u4f59\u5e74\u7684\u4ece\u4e1a\u8005\uff0c\u6211\u53ef\u4ee5\u660e\u786e\u5730\u8bf4\uff1a\u8fd9\u79cd\u8bf4\u6cd5\u65e2\u5371\u9669\u53c8\u5177\u6709\u8bef\u5bfc\u6027\u3002<\/p>\n<p>\u662f\u7684\uff0cLLM\u5177\u6709\u98a0\u8986\u6027\uff0c\u4f46\u5b83\u4eec\u65e0\u6cd5\u53d6\u4ee3\u79d1\u5b66\u5b9e\u9a8c\u7684\u8fc7\u7a0b\u2014\u2014\u800c\u8bef\u89e3\u8fd9\u4e00\u8fb9\u754c\uff0c\u53ef\u80fd\u4f1a\u7834\u574f\u4f60\u7684\u521b\u65b0\u6218\u7565\uff0c\u5c24\u5176\u662f\u5728\u5feb\u901f\u6d88\u8d39\u54c1(CPG)\u7b49\u884c\u4e1a\uff0c\u4ea7\u54c1\u7684\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e25\u683c\u3001\u53ef\u91cd\u590d\u3001\u771f\u5b9e\u4e16\u754c\u4e2d\u7684\u9a8c\u8bc1\u3002<\/p>\n<h3>\u4e3a\u4ec0\u4e48\u8fd9\u5bf9CPG\u884c\u4e1a\u9886\u5bfc\u8005\u81f3\u5173\u91cd\u8981<\/h3>\n<p>\u5728CPG\u884c\u4e1a\uff0c\u5c24\u5176\u662f\u98df\u54c1\u3001\u996e\u6599\u548c\u4e2a\u62a4\u9886\u57df\uff0c\u7ade\u4e89\u4f18\u52bf\u8d8a\u6765\u8d8a\u4f9d\u8d56\u4e8e\u66f4\u5feb\u7684\u521b\u65b0\u5468\u671f\u3001\u7a81\u7834\u6027\u7684\u914d\u65b9\u548c\u53ef\u6301\u7eed\u7684\u4ea7\u54c1\u8bbe\u8ba1\u3002<\/p>\n<p>\u5927\u91cf\u4f9d\u8d56LLM\u7684\u8bf1\u60d1\u53ef\u4ee5\u7406\u89e3\uff1a\u901f\u5ea6\u610f\u5473\u7740\u6d1e\u5bdf\u529b\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\u2014\u2014\u914d\u65b9\u662f\u79d1\u5b66\uff0c\u800c\u79d1\u5b66\u4e0d\u662f\u8bed\u8a00\u6e38\u620f\u3002<\/p>\n<p>\u4e00\u4e2aLLM\u53ef\u4ee5\u63cf\u8ff0\u51fa\u201c\u5b8c\u7f8e\u7684\u65e0\u5976\u51b0\u6dc7\u6dcb\u57fa\u5e95\u201d\uff0c\u4f46\u5b83\u65e0\u6cd5\u8bc1\u660e\u8be5\u914d\u65b9\u80fd\u5426\u57289\u4e2a\u6708\u7684\u4fdd\u8d28\u671f\u5185\u4fdd\u6301\u8d28\u5730\u7a33\u5b9a\u3001\u662f\u5426\u80fd\u7ecf\u53d7\u4f4f\u8fd0\u8f93\uff0c\u6216\u8005\u80fd\u5426\u7b26\u540830\u4e2a\u5e02\u573a\u7684\u76d1\u7ba1\u8981\u6c42\u3002<\/p>\n<p>\u8fd9\u4e9b\u9a8c\u8bc1\u53ea\u80fd\u6765\u81ea\u5b9e\u8bc1\u5b9e\u9a8c\u3002<\/p>\n<h3>LLM\u65e0\u6cd5\u5b8c\u6210\u79d1\u5b66\u5b9e\u9a8c\u76845\u4e2a\u6839\u672c\u539f\u56e0<\/h3>\n<h4>1. LLM\u7f3a\u4e4f\u56e0\u679c\u63a8\u7406\u80fd\u529b<\/h4>\n<p>\u79d1\u5b66\u7684\u672c\u8d28\u662f\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n<p>\u4f60\u8c03\u6574\u4e00\u4e2a\u8f93\u5165\u53d8\u91cf\u2014\u2014\u6210\u5206\u6d53\u5ea6\u3001pH\u503c\u3001\u6e29\u5ea6\u2014\u2014\u7136\u540e\u89c2\u5bdf\u7ed3\u679c\u7684\u53d8\u5316\u3002\u4f60\u636e\u6b64\u4fee\u6b63\u5047\u8bbe\u3001\u5efa\u7acb\u6a21\u578b\u5e76\u518d\u6b21\u6d4b\u8bd5\u3002<\/p>\n<p>\u4f46LLM\u65e0\u6cd5\u89e6\u53ca\u7269\u7406\u4e16\u754c\u7684\u56e0\u679c\u673a\u5236\u3002\u5b83\u4ece\u6587\u672c\u7684\u7edf\u8ba1\u6a21\u5f0f\u4e2d\u5b66\u4e60\uff0c\u800c\u4e0d\u662f\u901a\u8fc7\u4e0e\u73b0\u5b9e\u4e92\u52a8\u6765\u7406\u89e3\u3002\u95ee\u5b83\u9884\u6d4b\u67d0\u79cd\u65b0\u578b\u4e73\u5316\u6db2\u7684\u7c98\u5ea6\u65f6\uff0c\u5b83\u53ef\u80fd\u7ed9\u51fa\u201c\u542c\u4e0a\u53bb\u5408\u7406\u201d\u7684\u7b54\u6848\uff0c\u4f46\u672c\u8d28\u4e0a\u53ea\u662f\u6a21\u4eff\u5df2\u6709\u6570\u636e\u6a21\u5f0f\uff0c\u5bf9\u5206\u5b50\u52a8\u529b\u5b66\u4e00\u65e0\u6240\u77e5\u3002<\/p>\n<p>\u6848\u4f8b\uff1a\u4e00\u9879\u5927\u89c4\u6a21\u7814\u7a76\u5bf9\u6bd4\u4e86AI\u751f\u6210\u7684\u7814\u7a76\u60f3\u6cd5\u4e0e\u4eba\u7c7b\u63d0\u51fa\u7684\u60f3\u6cd5\u3002\u8868\u9762\u4e0a\u770b\uff0cAI\u7684\u521b\u610f\u66f4\u65b0\u9896\u3001\u66f4\u4ee4\u4eba\u5174\u594b\uff0c\u4f46\u5728\u5b9e\u9645\u5b9e\u9a8c\u4e2d?\u6548\u679c\u660e\u663e\u66f4\u5dee\u3002\u770b\u4f3c\u6709\u524d\u666f\u4e0e\u73b0\u5b9e\u6709\u6548\u4e4b\u95f4\u7684\u56e0\u679c\u9e3f\u6c9f\u4f9d\u7136\u5de8\u5927\u3002<\/p>\n<p>\u5728CPG\u7814\u53d1\u4e2d\uff0c\u4f9d\u8d56\u8fd9\u79cd\u201c\u65e0\u6839\u56e0\u679c\u201d\u7684\u9884\u6d4b\uff0c\u4e0d\u53ea\u662f\u6280\u672f\u7f3a\u9677\uff0c\u66f4\u53ef\u80fd\u5e26\u6765\u54c1\u724c\u4e0e\u5b89\u5168\u98ce\u9669\u3002<\/p>\n<h4>2. LLM\u65e0\u6cd5\u4e0e\u7269\u7406\u4e16\u754c\u4ea4\u4e92<\/h4>\n<p>\u79d1\u5b66\u662f\u4e00\u9879\u201c\u63a5\u89e6\u6027\u8fd0\u52a8\u201d\u3002<\/p>\n<p>\u8981\u6df7\u5408\u5316\u5b66\u7269\u8d28\u3001\u70d8\u7119\u539f\u578b\u3001\u8fd0\u884c\u673a\u68b0\u3001\u89c2\u5bdf\u7ed3\u679c\u3002\u9700\u8981\u4f20\u611f\u5668\u6d4b\u91cf\u5c5e\u6027\uff0c\u8bbe\u5907\u8bb0\u5f55\u6761\u4ef6\uff0c\u5206\u6790\u5e08\u9a8c\u8bc1\u53d1\u73b0\u3002<\/p>\n<p>\u4f46LLM\u505a\u4e0d\u5230\uff0c\u5b83\u4e0d\u80fd\u8fd0\u884c\u8272\u8c31\u5206\u6790\uff0c\u4e0d\u80fd\u6d4b\u91cf\u8d27\u67b6\u671f\u7a33\u5b9a\u6027\uff0c\u4e0d\u80fd\u8bd5\u5403\u4ea7\u54c1\u3001\u68c0\u6d4b\u5fae\u751f\u7269\u589e\u957f\uff0c\u4e5f\u4e0d\u80fd\u89c2\u5bdf\u914d\u65b9\u5728\u704c\u88c5\u7ebf\u4e0a\u5931\u6548\u3002<\/p>\n<p>\u5b83\u751f\u6210\u7684\u53ea\u662f\u201c\u4e8c\u624b\u77e5\u8bc6\u201d\u2014\u2014\u57fa\u4e8e\u8fc7\u5f80\u5b9e\u9a8c\u6587\u672c\u7684\u8bed\u8a00\u6a21\u62df\uff0c\u8fd9\u5bf9\u542f\u53d1\u4e0e\u89c4\u5212\u6709\u7528\uff0c\u4f46\u7f3a\u4e4f\u4e0e\u5b9e\u8bc1\u53cd\u9988\u7684\u76f4\u63a5\u8054\u7cfb\uff0c\u5c31\u65e0\u6cd5\u8fdb\u884c\u79d1\u5b66\u9a8c\u8bc1\u3002<\/p>\n<p>\u6848\u4f8b\uff1a\u5728\u533b\u7597\u9886\u57df\uff0c\u98ce\u9669\u66f4\u4e3a\u4e25\u5cfb\u3002\u300aNature Medicine\u300b\u7684\u4e00\u9879\u7814\u7a76\u7ed3\u8bba\u662f\uff0cLLM\u5c1a\u4e0d\u9002\u5408\u4e34\u5e8a\u51b3\u7b56\uff0c\u56e0\u4e3a\u5b83\u4eec\u5e38\u5e38\u8bef\u89e3\u6307\u4ee4\uff0c\u5bf9\u8f93\u5165\u683c\u5f0f\u7684\u5fae\u5c0f\u53d8\u5316\u9ad8\u5ea6\u654f\u611f\u3002\u533b\u5b66\u4e0eCPG\u79d1\u5b66\u4e00\u6837\uff0c\u8981\u6c42\u6709\u771f\u5b9e\u7684\u7269\u7406\u6570\u636e\u652f\u6491\uff0c\u5426\u5219\u53ea\u80fd\u505c\u7559\u5728\u201c\u731c\u6d4b\u201d\u3002<\/p>\n<h4>3. LLM\u96be\u4ee5\u5904\u7406\u5168\u65b0\u73b0\u8c61<\/h4>\n<p>\u79d1\u5b66\u4e2d\u6700\u6709\u4ef7\u503c\u7684\u53d1\u73b0\uff0c\u5f80\u5f80\u53d1\u751f\u5728\u201c\u672a\u77e5\u7684\u8fb9\u7f18\u201d\u2014\u2014\u6570\u636e\u7a00\u7f3a\u751a\u81f3\u4e0d\u5b58\u5728\u7684\u5730\u65b9\u3002<\/p>\n<p>\u4f8b\u5982CRISPR\u57fa\u56e0\u7f16\u8f91\u7684\u51fa\u73b0\uff0c\u5e76\u4e0d\u662f\u5df2\u6709\u6587\u732e\u91cc\u7b49\u5f85\u88ab\u201c\u91cd\u7ec4\u201d\u7684\u6982\u5ff5\uff0c\u800c\u662f\u79d1\u5b66\u5bb6\u5728\u5b9e\u9a8c\u5ba4\u4e2d\u5bf9\u7ec6\u83cc\u514d\u75ab\u7cfb\u7edf\u7684\u64cd\u4f5c\u6240\u53d6\u5f97\u7684\u7a81\u7834\u3002<\/p>\n<p>LLM\u662f\u63d2\u503c\u5f15\u64ce\uff0c\u53ea\u80fd\u91cd\u7ec4\u5df2\u6709\u6a21\u5f0f\u3002\u9047\u5230\u6ca1\u4eba\u8bb0\u5f55\u8fc7\u7684\u73b0\u8c61\uff0c\u5b83\u65e0\u6cd5\u4ea7\u51fa\u771f\u5b9e\u7684\u5e95\u5c42\u89c4\u5f8b\u3002<\/p>\n<p>\u6848\u4f8b\uff1a\u5373\u4fbf\u5728\u5386\u53f2\u5b66\u8fd9\u6837\u8d44\u6599\u4e30\u5bcc\u7684\u9886\u57df\uff0c\u6a21\u578b\u4e5f\u5e38\u5e38\u5931\u8bef\u3002\u5728Hist-LLM\u57fa\u51c6\u6d4b\u8bd5(\u57fa\u4e8eSeshat\u5168\u7403\u5386\u53f2\u6570\u636e\u5e93)\u4e2d\uff0cGPT-4 Turbo\u5728\u9ad8\u9636\u5386\u53f2\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u7387\u4ec546%\uff0c\u521a\u521a\u9ad8\u4e8e\u968f\u673a\u6c34\u5e73\uff0c\u4e14\u5145\u6ee1\u4e8b\u5b9e\u6027\u9519\u8bef\u3002\u65e2\u7136\u5b83\u5728\u5df2\u77e5\u5386\u53f2\u4e8b\u5b9e\u7684\u63a8\u7406\u4e0a\u90fd\u8868\u73b0\u4e0d\u4f73\uff0c\u53c8\u5982\u4f55\u5e94\u5bf9\u672a\u77e5\u7684\u79d1\u5b66\u524d\u6cbf?<\/p>\n<p>\u5bf9CPG\u800c\u8a00\uff0c\u8fd9\u610f\u5473\u7740\u2014\u2014\u5e02\u573a\u8d62\u5bb6\u5f80\u5f80\u9700\u8981\u524d\u6240\u672a\u6709\u7684\u65b0\u914d\u65b9\uff0c\u800cLLM\u65e0\u4ece\u501f\u9274\u3002<\/p>\n<h4>4. LLM\u65e0\u6cd5\u901a\u8fc7\u53ef\u91cd\u590d\u6027\u6d4b\u8bd5<\/h4>\n<p>\u79d1\u5b66\u7684\u9ec4\u91d1\u6807\u51c6\u662f\u53ef\u91cd\u590d\u6027\u3002\u82e5\u7ed3\u679c\u65e0\u6cd5\u590d\u73b0\uff0c\u5c31\u4e0d\u6210\u7acb\u3002<\/p>\n<p>\u800cLLM\u7684\u8f93\u51fa\uff0c\u5373\u4fbf\u8f93\u5165\u5b8c\u5168\u76f8\u540c\uff0c\u4e5f\u53ef\u80fd\u6bcf\u6b21\u4e0d\u540c\uff0c\u8fd8\u4f1a\u201c\u5e7b\u89c9\u201d\u2014\u2014\u81ea\u4fe1\u4e14\u5177\u4f53\u5730\u7ed9\u51fa\u6beb\u65e0\u4f9d\u636e\u7684\u8bf4\u6cd5\u3002\u66f4\u7cdf\u7684\u662f\uff0c\u5b83\u7684\u201c\u6765\u6e90\u201d\u662f\u6570\u5341\u4ebf\u53c2\u6570\u7684\u6df7\u5408\uff0c\u6ca1\u6709\u5b9e\u9a8c\u8bb0\u5f55\u672c\u3001\u6ca1\u6709\u5143\u6570\u636e\u3001\u6ca1\u6709\u6761\u4ef6\u65e5\u5fd7\u3002<\/p>\n<p>\u6848\u4f8b\uff1a\u5728GSM-IC\u6d4b\u8bd5\u4e2d\uff0c\u7b80\u5355\u7684\u5c0f\u5b66\u6570\u5b66\u9898\u88ab\u52a0\u4e0a\u65e0\u5173\u4fe1\u606f\u540e\uff0c\u6a21\u578b\u7684\u51c6\u786e\u7387\u5927\u5e45\u4e0b\u964d\u3002\u8f93\u5165\u4e2d\u5fae\u5c0f\u7684\u5e72\u6270\u5c31\u8db3\u4ee5\u7834\u574f\u7a33\u5b9a\u6027\u2014\u2014\u8fd9\u4e0e\u79d1\u5b66\u7684\u53ef\u91cd\u590d\u6027\u539f\u5219\u5b8c\u5168\u76f8\u6096\u3002<\/p>\n<p>\u5728\u9ad8\u5ea6\u76d1\u7ba1\u7684\u884c\u4e1a\uff0c\u4f60\u9700\u8981\u4ece\u5047\u8bbe\u5230\u7ed3\u679c\u7684\u5168\u7a0b\u53ef\u8ffd\u6eaf\u3002\u5c31\u76ee\u524d\u800c\u8a00\uff0cLLM\u505a\u4e0d\u5230\u3002<\/p>\n<h4>5. LLM\u5c06\u76f8\u5173\u6027\u8bef\u5224\u4e3a\u56e0\u679c\u6027<\/h4>\n<p>LLM\u64c5\u957f\u53d1\u73b0\u76f8\u5173\u6027\uff0c\u4f46\u79d1\u5b66\u4e2d\u6700\u5371\u9669\u7684\u9677\u9631\u5c31\u662f\u5c06\u76f8\u5173\u6027\u8bef\u8ba4\u4e3a\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n<p>\u5178\u578b\u7684\u201c\u51b0\u6dc7\u6dcb\u9500\u91cf\u4e0e\u9ca8\u9c7c\u88ad\u51fb\u201d\u95ee\u9898\uff1a\u4e24\u8005\u90fd\u5728\u590f\u5b63\u4e0a\u5347\uff0c\u4f46\u5f7c\u6b64\u5e76\u65e0\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n<p>\u5728CPG\u521b\u65b0\u4e2d\uff0c\u8fd9\u79cd\u98ce\u9669\u5c24\u4e3a\u7a81\u51fa\u3002<\/p>\n<p>LLM\u53ef\u80fd\u4f1a\u53d1\u73b0\u67d0\u4e9b\u4e73\u5316\u5242\u5e38\u89c1\u4e8e\u4fdd\u8d28\u671f\u8f83\u957f\u7684\u690d\u7269\u57fa\u4e73\u5236\u54c1\u4e2d\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u5728\u4f60\u7684\u914d\u65b9\u91cc\u52a0\u5165\u8be5\u4e73\u5316\u5242\u5c31\u4e00\u5b9a\u80fd\u5ef6\u957f\u4fdd\u8d28\u671f\u3002<\/p>\n<p>\u6848\u4f8b\uff1a\u5728\u4e00\u4e2a\u6db5\u76d6\u8fd15000\u7bc7\u79d1\u5b66\u8bba\u6587\u6458\u8981\u7684\u5bf9\u6bd4\u7814\u7a76\u4e2d\uff0cAI\u751f\u6210\u7684\u6458\u8981\u670926%\u81f373%\u51fa\u73b0\u201c\u8fc7\u5ea6\u6cdb\u5316\u201d\u2014\u2014\u5373\u628a\u5c1a\u4e0d\u786e\u5b9a\u7684\u76f8\u5173\u6027\u5305\u88c5\u6210\u4e86\u201c\u770b\u4f3c\u786e\u5b9a\u7684\u7ed3\u8bba\u201d\uff0c\u800c\u79d1\u5b66\u5bb6\u6070\u6070\u88ab\u8bad\u7ec3\u53bb\u907f\u514d\u8fd9\u79cd\u903b\u8f91\u8df3\u8dc3\u3002<\/p>\n<p>\u53ea\u6709\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5b9e\u9a8c\uff0c\u624d\u80fd\u771f\u6b63\u63ed\u793a\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n<h3>LLM\u80fd\u4e3a\u79d1\u5b66\u4e0eCPG\u5e26\u6765\u4ec0\u4e48<\/h3>\n<p>\u5982\u679cLLM\u4e0d\u80fd\u771f\u6b63\u201c\u505a\u79d1\u5b66\u201d\uff0c\u90a3\u5b83\u4eec\u80fd\u4e3a\u79d1\u5b66\u5e26\u6765\u4ec0\u4e48\u4ef7\u503c\u5462?<\/p>\n<p>\u5176\u5b9e\u5f88\u591a\u2014\u2014\u524d\u63d0\u662f\u6211\u4eec\u7cbe\u51c6\u4f7f\u7528\u3002LLM\u53ef\u4ee5\uff1a<\/p>\n<p>\u2022 \u52a0\u901f\u6587\u732e\u7efc\u8ff0\uff1a\u80fd\u591f\u5728\u51e0\u5206\u949f\u5185\u7efc\u5408\u6570\u767e\u7bc7\u8bba\u6587\u548c\u4e13\u5229\uff0c\u6316\u6398\u51fa\u4eba\u7c7b\u56e2\u961f\u53ef\u80fd\u9700\u8981\u6570\u5468\u624d\u80fd\u53d1\u73b0\u7684\u6a21\u5f0f\u4e0e\u77e5\u8bc6\u3002<\/p>\n<p>\u2022 \u8f85\u52a9\u5047\u8bbe\u751f\u6210\uff1a\u57fa\u4e8e\u5df2\u6709\u6210\u679c\u4e0e\u7c7b\u6bd4\u9886\u57df\uff0c\u63d0\u51fa\u503c\u5f97\u6d4b\u8bd5\u7684\u6f5c\u5728\u53d8\u91cf\u3002<\/p>\n<p>\u2022 \u652f\u6301\u5b9e\u9a8c\u8bbe\u8ba1\uff1a\u5e2e\u52a9\u52fe\u52d2\u5b9e\u9a8c\u65b9\u6848\uff0c\u4f9b\u79d1\u5b66\u5bb6\u8fdb\u4e00\u6b65\u5b8c\u5584\uff0c\u4ece\u800c\u8282\u7701\u89c4\u5212\u9636\u6bb5\u7684\u5b9d\u8d35\u65f6\u95f4\u3002<\/p>\n<p>\u2022 \u81ea\u52a8\u5316\u6587\u6863\uff1a\u5b9e\u9a8c\u62a5\u544a\u64b0\u5199\u3001\u7ed3\u679c\u603b\u7ed3\u3001\u5408\u89c4\u7533\u62a5\u51c6\u5907\u7b49\u6d41\u7a0b\uff0c\u90fd\u80fd\u88ab\u663e\u8457\u7b80\u5316\u3002<\/p>\n<p>\u2022 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19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5728GenAI\u9ad8\u901f\u53d1\u5c55\u7684\u65f6\u4ee3\uff0c\u4f01\u4e1a\u96be\u514d\u4ea7\u751f\u7591\u95ee\uff1a\u5982\u679cLLM\u80fd\u5199\u8bba\u6587\u3001\u80fd\u751f\u6210\u914d\u65b9\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u76f4\u63a5\u201c\u505a\u79d1\u5b66\u201d\uff1f\u672c\u6587\u6307 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_26895\" class=\"pvc_stats total_only  \" data-element-id=\"26895\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g 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