{"id":24784,"date":"2025-03-03T10:11:46","date_gmt":"2025-03-03T02:11:46","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24784"},"modified":"2025-03-03T10:11:46","modified_gmt":"2025-03-03T02:11:46","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%98%af%e5%90%a6%e6%9c%89%e8%87%aa%e7%9f%a5%e4%b9%8b%e6%98%8e%ef%bc%9f%e6%96%b0%e7%a0%94%e7%a9%b6%e5%8f%91%e7%8e%b0llm%e5%8f%af%e4%bb%a5%e7%9f%a5%e6%99%93%e8%87%aa","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/03\/24784\/","title":{"rendered":"\u5927\u6a21\u578b\u662f\u5426\u6709\u81ea\u77e5\u4e4b\u660e\uff1f\u65b0\u7814\u7a76\u53d1\u73b0LLM\u53ef\u4ee5\u77e5\u6653\u81ea\u5df1\u7684\u77e5\u8bc6\u8303\u56f4"},"content":{"rendered":"<div><img data-dominant-color=\"5c4f59\" data-has-transparency=\"false\" style=\"--dominant-color: #5c4f59;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24786\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/f697dc44726ff9843bd706f6fadcec3d302882-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/f697dc44726ff9843bd706f6fadcec3d302882-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/f697dc44726ff9843bd706f6fadcec3d302882-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u8fd9\u9879\u7814\u7a76\u8bc1\u660e\u4e86\u8db3\u591f\u89c4\u6a21\u7684 LLM \u786e\u5b9e\u5177\u6709\u77e5\u8bc6\u610f\u8bc6\uff08awareness of knowledge\uff09\uff0c\u5373\u80fd\u591f\u77e5\u6653\u81ea\u5df1\u7684\u77e5\u8bc6\u8303\u56f4\u3002\u4f60\u8ba4\u4e3a\u8fd9\u662f\u5426\u6697\u793a\u4e86 LLM \u5b58\u5728\u81ea\u6211\u610f\u8bc6\u5462\uff1f<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\uff0c\u6709\u4e00\u4e2a\u8bdd\u9898\u603b\u4f1a\u65f6\u800c\u5192\u51fa\u6765\uff1a\u300cAI \u662f\u5426\u6216\u80fd\u5426\u5177\u6709\u81ea\u6211\u610f\u8bc6\u300d\uff1f\u5bf9\u4e8e\u8fd9\u4e2a\u95ee\u9898\uff0c\u76ee\u524d\u8fd8\u6ca1\u4eba\u80fd\u7ed9\u51fa\u975e\u5e38\u786e\u5207\u7684\u7b54\u6848\uff0c\u4f46\u8fd1\u65e5 Chandar Research Lab \u548c Mila &#8211; 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class=\"has-transparency alignnone size-full wp-image-24787\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e3a1cbb066d2273f5b9826737e4bdd2e0ad84a.png\" width=\"1080\" height=\"331\" alt=\"image.png\" title=\"image.png\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e3a1cbb066d2273f5b9826737e4bdd2e0ad84a.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e3a1cbb066d2273f5b9826737e4bdd2e0ad84a-300x92.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e3a1cbb066d2273f5b9826737e4bdd2e0ad84a-1024x314.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e3a1cbb066d2273f5b9826737e4bdd2e0ad84a-150x46.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e3a1cbb066d2273f5b9826737e4bdd2e0ad84a-768x235.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<ul data-id=\"u738a58b-TvVmeVKk\">\n<li data-id=\"ld70c578-jpIkks2Z\">\u8bba\u6587\u6807\u9898\uff1aDo Large Language Models Know How Much They Know?<\/li>\n<li data-id=\"ld70c578-qiH5V1xV\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2502.19573<\/li>\n<\/ul>\n<h4>\u65b9\u6cd5<\/h4>\n<p>\u90a3\u4e48\uff0c\u8be5\u56e2\u961f\u662f\u5982\u4f55\u53d1\u73b0\u8fd9\u4e00\u70b9\u7684\u5462\uff1f\u5f88\u5bb9\u6613\u60f3\u89c1\uff0c\u8fd9\u4e2a\u7814\u7a76\u95ee\u9898\u7684\u6838\u5fc3\u5728\u4e8e\u5206\u6790\u4e86\u89e3\u6a21\u578b\u8bb0\u5fc6\u548c\u56de\u60f3\u4fe1\u606f\u7684\u80fd\u529b\u3002\u4e3a\u4e86\u907f\u514d\u73b0\u6709\u6570\u636e\u7684\u5f71\u54cd\uff0c\u8be5\u56e2\u961f\u751f\u6210\u4e86\u4e00\u4e9b\u65b0\u6570\u636e\uff0c\u4ece\u800c\u53ef\u4ee5\u786e\u4fdd\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u4ece\u672a\u89c1\u8fc7\u8fd9\u4e9b\u6570\u636e\uff0c\u7531\u6b64\u9632\u6b62\u7ed3\u679c\u88ab\u6c61\u67d3\u3002<\/p>\n<p><img data-dominant-color=\"dfe6d5\" data-has-transparency=\"true\" style=\"--dominant-color: #dfe6d5;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24788\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/74ad99d1402f51bc14b1137f285c6ce25e8868.png\" width=\"1080\" height=\"605\" alt=\"image.png\" title=\"image.png\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/74ad99d1402f51bc14b1137f285c6ce25e8868.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/74ad99d1402f51bc14b1137f285c6ce25e8868-300x168.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/74ad99d1402f51bc14b1137f285c6ce25e8868-1024x574.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/74ad99d1402f51bc14b1137f285c6ce25e8868-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/74ad99d1402f51bc14b1137f285c6ce25e8868-768x430.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u672c\u8d28\u4e0a\u8bb2\uff0c\u8be5\u65b9\u6cd5\u5305\u542b\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n<ul data-id=\"u738a58b-jKAlF3Ch\">\n<li data-id=\"ld70c578-iNedFCK7\">\u751f\u6210\u8bad\u7ec3\u6587\u6863\uff1b\uff08\u8fd9\u91cc\u91c7\u7528\u4e86\u65e5\u8bb0\u4f5c\u8005\u7684\u65e5\u8bb0\u6587\u6863\u8bbe\u5b9a\uff09<\/li>\n<li data-id=\"ld70c578-aC5Oasx7\">\u4f7f\u7528\u5176\u9884\u8bad\u7ec3\u76ee\u6807\u6765\u5fae\u8c03\u8bed\u8a00\u6a21\u578b\uff0c\u8ba9\u5176\u8bb0\u4f4f\u8fd9\u4e9b\u6587\u6863\uff1b<\/li>\n<li data-id=\"ld70c578-dLPGFNBm\">\u6d4b\u8bd5\u8bed\u8a00\u6a21\u578b\u56de\u5fc6\u6240\u6709\u76f8\u5173\u6587\u6863\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p>\u6709\u5173\u8fd9\u4e9b\u9636\u6bb5\u7684\u8be6\u7ec6\u8fc7\u7a0b\uff0c\u8bf7\u53c2\u9605\u539f\u8bba\u6587\uff0c\u8fd9\u91cc\u6211\u4eec\u66f4\u5173\u6ce8\u5176\u5f97\u5230\u7684\u7ed3\u679c\u3002<\/p>\n<h4>\u5b9e\u9a8c\u7ed3\u679c\uff1aLLM \u6709\u81ea\u77e5\u4e4b\u660e<\/h4>\n<p>\u5b9e\u9a8c\u4e2d\uff0c\u8be5\u56e2\u961f\u4f7f\u7528\u4e86\u4e24\u79cd\u7c7b\u578b\u7684\u591a\u4e2a\u4e0d\u540c\u53c2\u6570\u91cf\u7684\u6a21\u578b\uff1a<\/p>\n<ul data-id=\"u738a58b-A0B5rLvX\">\n<li data-id=\"ld70c578-csyVN2SR\">\u4ec5\u89e3\u7801\u5668\u6a21\u578b\uff1aOPT\uff087M \u5230 2.7B\uff09\u548c OPT\uff087M \u5230 2.7B\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-D7UiELwd\">\u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u6a21\u578b\uff1aFlan-T5\uff0880M to 3B\uff09\u3002<\/li>\n<\/ul>\n<p><strong>\u67b6\u6784\u548c\u89c4\u6a21\u7684\u5f71\u54cd<\/strong><\/p>\n<p>\u9996\u5148\uff0c\u8be5\u56e2\u961f\u8bc4\u4f30\u4e86\u67b6\u6784\u3001\u6a21\u578b\u5927\u5c0f\u548c\u6570\u636e\u96c6\u5927\u5c0f\u5bf9\u6027\u80fd\u7684\u5f71\u54cd\u3002\u7ed3\u679c\u89c1\u56fe 2\uff0c\u5176\u4e2d\u6a2a\u8f74\u8868\u793a\u6a21\u578b\u5927\u5c0f\uff0c\u7eb5\u8f74\u8868\u793a\u6b63\u786e\u56de\u7b54\u95ee\u9898\u7684\u767e\u5206\u6bd4\u3002\u56fe\u4e0a\u7684\u6bcf\u6761\u7ebf\u5bf9\u5e94\u4e8e\u4e00\u4e2a\u7279\u5b9a\u7684\u67b6\u6784\uff08\u4f8b\u5982 OPT\uff09\uff0c\u4ece\u6700\u5c0f\u5230\u6700\u5927\u7684\u6a21\u578b\uff0c\u5e76\u5728\u4e00\u4e2a\u7279\u5b9a\u7684\u6570\u636e\u96c6\u5927\u5c0f\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002<\/p>\n<p><img data-dominant-color=\"edeeee\" data-has-transparency=\"true\" style=\"--dominant-color: #edeeee;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24789\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/c9fec08472c32463f592683032ba28216f244c.png\" width=\"1080\" height=\"409\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/c9fec08472c32463f592683032ba28216f244c.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/c9fec08472c32463f592683032ba28216f244c-300x114.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/c9fec08472c32463f592683032ba28216f244c-1024x388.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/c9fec08472c32463f592683032ba28216f244c-150x57.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/c9fec08472c32463f592683032ba28216f244c-768x291.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5bf9\u4e8e OPT \u6a21\u578b\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230\u4e00\u4e2a\u603b\u4f53\u8d8b\u52bf\uff1a\u968f\u7740\u6a21\u578b\u5927\u5c0f\u548c\u6570\u636e\u96c6\u89c4\u6a21\u589e\u957f\uff0c\u6027\u80fd\u4f1a\u63d0\u9ad8\u3002\u4ece\u7531 7M \u53c2\u6570\u7ec4\u6210\u7684\u6700\u5c0f\u53d8\u4f53\u5f00\u59cb\uff0c\u6027\u80fd\u6700\u521d\u4f1a\u968f\u7740\u6570\u636e\u96c6\u7684\u6269\u5927\u800c\u63d0\u9ad8\uff0c\u5728 4K \u4e2a\u65e5\u8bb0\u4f5c\u8005\u65f6\u8fbe\u5230\u5cf0\u503c\u3002\u4f46\u662f\uff0c\u8d85\u8fc7\u6b64\u9608\u503c\u540e\uff0c\u6570\u636e\u96c6\u7684\u8fdb\u4e00\u6b65\u6269\u5c55\u4f1a\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\u3002\u5b9e\u9a8c\u7ed3\u679c\u7684\u8fd9\u79cd\u6a21\u5f0f\u8868\u660e\uff0c\u867d\u7136\u66f4\u5927\u7684\u6570\u636e\u96c6\u53ef\u4ee5\u589e\u5f3a\u6cdb\u5316\u80fd\u529b\uff0c\u4f46\u4e5f\u4f1a\u8ba9\u6a21\u578b\u7684\u5bb9\u91cf\u9971\u548c\uff0c\u4ece\u800c\u5bfc\u81f4\u6536\u76ca\u9012\u51cf\u751a\u81f3\u6548\u679c\u4e0b\u964d\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c125M \u53c2\u6570\u7684 OPT \u6a21\u578b\u8868\u73b0\u660e\u663e\u4e0d\u540c\u3002\u8be5\u6a21\u578b\u8db3\u591f\u5927\uff0c\u5373\u4f7f\u6570\u636e\u96c6\u5927\u5c0f\u589e\u52a0\u5230\u6700\u5927\u6d4b\u8bd5\u503c\uff0864K \u65e5\u8bb0\u4f5c\u8005\uff09\uff0c\u6027\u80fd\u4e5f\u4f1a\u6301\u7eed\u63d0\u5347\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5728\u4fdd\u6301\u6570\u636e\u96c6\u5927\u5c0f\u4e0d\u53d8\u7684\u60c5\u51b5\u4e0b\uff0c\u589e\u52a0\u6a21\u578b\u5927\u5c0f\u901a\u5e38\u53ef\u4ee5\u5e26\u6765\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p>Pythia \u6a21\u578b\u8868\u73b0\u51fa\u4e86\u4e0e OPT \u6a21\u578b\u7c7b\u4f3c\u7684\u8d8b\u52bf\uff1a\u968f\u7740\u6a21\u578b\u5927\u5c0f\u548c\u6570\u636e\u96c6\u5927\u5c0f\u7684\u589e\u52a0\uff0c\u6027\u80fd\u4f1a\u63d0\u9ad8\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u6bd4\u8f83\u8fd9\u4e24\u79cd\u67b6\u6784\u65f6\uff0c\u51fa\u73b0\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u533a\u522b\uff1aOPT \u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u6bd4 Pythia \u66f4\u5feb\u51fa\u73b0\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u8fd9\u91cc\u6700\u5927\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u65f6\uff0c125M \u53c2\u6570\u7684 OPT \u6a21\u578b\u660e\u663e\u4f18\u4e8e 160M \u53c2\u6570\u7684 Pythia \u6a21\u578b\u3002\u8fd9\u79cd\u5dee\u5f02\u8868\u660e\uff0c\u6240\u7814\u7a76\u7684\u80fd\u529b\u51fa\u73b0\u7684\u901f\u5ea6\u53d6\u51b3\u4e8e\u5e95\u5c42\u6a21\u578b\u67b6\u6784\u7684\u5dee\u5f02\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4e0e\u5176\u4ed6\u67b6\u6784\u76f8\u6bd4\uff0cFlan-T5 \u6a21\u578b\u8868\u73b0\u51fa\u4e86\u72ec\u7279\u7684\u6a21\u5f0f\u3002\u5728\u6700\u5c0f\u7684\u6570\u636e\u96c6\u4e0a\uff0c\u4ec5\u589e\u52a0\u6a21\u578b\u5927\u5c0f\u4e0d\u4f1a\u5e26\u6765\u4efb\u4f55\u660e\u663e\u7684\u6539\u8fdb\u3002\u6027\u80fd\u63d0\u5347\u4ec5\u5728 783M \u53c2\u6570\u65f6\u624d\u5f00\u59cb\u51fa\u73b0\uff0c\u5373\u4f7f\u5982\u6b64\uff0c\u4e5f\u53ea\u6709\u5728\u4e24\u4e2a\u6700\u5927\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u65f6\u624d\u4f1a\u51fa\u73b0\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u4e5f\u8c08\u5230\u4e86\u8fd9\u4e2a\u5b9e\u9a8c\u7684\u5c40\u9650\u6027\uff1a\u300c\u7531\u4e8e\u8ba1\u7b97\u9650\u5236\uff0c\u6211\u4eec\u65e0\u6cd5\u5728\u6211\u4eec\u6700\u5927\u7684\u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\u5177\u6709 2.8B \u53c2\u6570\u7684\u6700\u5927 Flan-T5 \u6a21\u578b\u3002\u7136\u800c\uff0c\u603b\u4f53\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u80fd\u529b\u786e\u5b9e\u4f1a\u5728\u8db3\u591f\u89c4\u6a21\u4e0b\u6d8c\u73b0 \u2014\u2014 \u5c3d\u7ba1\u5176\u53d1\u5c55\u901f\u5ea6\u56e0\u6a21\u578b\u67b6\u6784\u800c\u6709\u4e0d\u540c\u3002\u300d<\/p>\n<p><strong>\u5206\u5e03\u5f0f\u4fe1\u606f\u7684\u5f71\u54cd<\/strong><\/p>\n<p>\u4ed6\u4eec\u8fd8\u4f7f\u7528\u4e00\u7ec4\u66f4\u52a0\u7b80\u5355\u7684\u8bbe\u7f6e\uff0c\u8bad\u7ec3\u4e86\u53e6\u5916\u4e00\u7ec4\u6a21\u578b\uff0c\u5e76\u6bd4\u8f83\u4e86\u5b83\u4eec\u7684\u6027\u80fd\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u4e00\u7ec4\u6a21\u578b\u662f\u5728\u76f8\u540c\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u4f46\u540c\u4e00\u4e2a\u4eba\u64b0\u5199\u7684\u6240\u6709\u65e5\u8bb0\u6761\u76ee\u90fd\u4f1a\u88ab\u5408\u5e76\u5230\u5355\u4e2a\u8bad\u7ec3\u6587\u6863\u4e2d\uff0c\u800c\u4e0d\u662f\u6bcf\u4e2a\u6761\u76ee\u90fd\u662f\u4e00\u4e2a\u5355\u72ec\u7684\u6587\u6863\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u76f8\u5f53\u4e8e\u76f4\u63a5\u5728\u7b54\u6848\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u8981\u6c42\u5b83\u4eec\u7b80\u5355\u5730\u8bb0\u5fc6\u548c\u56de\u5fc6\u5355\u4e2a\u6587\u6863\u3002<\/p>\n<p>\u8fd9\u4e24\u79cd\u8bbe\u7f6e\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u5f02\u8868\u660e\uff1a\u5904\u7406\u5206\u6563\u5728\u591a\u4e2a\u8bad\u7ec3\u6587\u6863\u4e2d\u7684\u4fe1\u606f\u65f6\uff0c\u8fd8\u4f1a\u6709\u989d\u5916\u7684\u96be\u5ea6\u3002\u8fd9\u79cd\u5206\u5e03\u5f0f\u60c5\u51b5\u53ef\u80fd\u4f1a\u5f71\u54cd\u4fe1\u606f\u5728\u6a21\u578b\u53c2\u6570\u4e2d\u7684\u5b58\u50a8\u65b9\u5f0f\uff0c\u53ef\u80fd\u4f1a\u4f7f\u6a21\u578b\u5728\u4fe1\u606f\u66f4\u5206\u6563\u65f6\u66f4\u96be\u6574\u5408\u4fe1\u606f\u3002<\/p>\n<p>\u56fe 2 \u4e2d\u4ee5\u865a\u7ebf\u5c55\u793a\u4e86\u4f7f\u7528\u8fd9\u79cd\u66f4\u7b80\u5355\u8bbe\u7f6e\u8bad\u7ec3\u7684\u6a21\u578b\u7ed3\u679c\u3002\u5728\u6240\u6709\u60c5\u51b5\u4e0b\uff0c\u4e0e\u4f7f\u7528\u5206\u5e03\u5f0f\u8bbe\u7f6e\u8bad\u7ec3\u7684\u76f8\u540c\u57fa\u7840\u6a21\u578b\u76f8\u6bd4\uff0c\u8fd9\u4e9b\u6a21\u578b\u90fd\u6709\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u6709\u8da3\u7684\u662f\uff0c\u6240\u6709 Flan-T5 \u6a21\u578b\u5728\u8fd9\u79cd\u7b80\u5316\u8bbe\u7f6e\u4e0b\u90fd\u5b9e\u73b0\u4e86\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u51c6\u786e\u5ea6\uff0c\u800c OPT \u548c Pythia \u6a21\u578b\u5219\u6ca1\u6709\uff0c\u4e0d\u8fc7\u5b83\u4eec\u7684\u8868\u73b0\u4e5f\u4e0d\u9519\u5e76\u4e14\u4f1a\u968f\u7740\u89c4\u6a21\u7684\u6269\u5927\u800c\u4e0d\u65ad\u6539\u8fdb\u3002<\/p>\n<p>\u56fe 3 \u4e2d\u63d0\u4f9b\u4e86\u6e05\u6670\u7684\u53ef\u89c6\u5316\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u8bf4\u660e\u4e24\u79cd\u8bbe\u7f6e\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u3002\u5176\u4e2d\uff0c\u7eb5\u8f74\u7ed9\u51fa\u4e86\u300c\u7b80\u5316\u300d\u8bbe\u7f6e\u548c\u300c\u6807\u51c6\u300d\u8bbe\u7f6e\u4e4b\u95f4\u7684\u51c6\u786e\u5ea6\u5dee\u8ddd\u3002<\/p>\n<p><img data-dominant-color=\"d0d4d5\" data-has-transparency=\"true\" style=\"--dominant-color: #d0d4d5;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24790\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a4830bb37f13c4d16e3333b929b460b5f7a97f.png\" width=\"1080\" height=\"327\" alt=\"image.png\" title=\"image.png\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a4830bb37f13c4d16e3333b929b460b5f7a97f.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a4830bb37f13c4d16e3333b929b460b5f7a97f-300x91.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a4830bb37f13c4d16e3333b929b460b5f7a97f-1024x310.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a4830bb37f13c4d16e3333b929b460b5f7a97f-150x45.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a4830bb37f13c4d16e3333b929b460b5f7a97f-768x233.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5bf9\u4e8e OPT \u6a21\u578b\uff0c\u968f\u7740\u6570\u636e\u96c6\u5927\u5c0f\u7684\u589e\u52a0\uff0c\u5dee\u8ddd\u4f1a\u7f29\u5c0f\uff0c\u6700\u5c0f\u7684\u6a21\u578b\u9664\u5916\u3002\u5bf9\u4e8e Pythia \uff0c\u4f3c\u4e4e\u53ea\u6709\u5728\u8db3\u591f\u5927\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u66f4\u5927\u6a21\u578b\uff0c\u8fd9\u4e2a\u5dee\u8ddd\u624d\u4f1a\u7f29\u5c0f\u3002\u5bf9\u4e8e Flan-T5\uff0c\u9664\u4e86\u5728\u6700\u5927\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684 780M \u53c2\u6570\u6a21\u578b\u5916\uff0c\u968f\u7740\u6570\u636e\u96c6\u548c\u6a21\u578b\u89c4\u6a21\u7684\u6269\u5927\uff0c\u6027\u80fd\u5dee\u8ddd\u51e0\u4e4e\u6ca1\u6709\u7f29\u5c0f\u3002<\/p>\n<p>\u76ee\u524d\u5c1a\u4e0d\u6e05\u695a\u4e3a\u4ec0\u4e48 Flan-T5 \u6a21\u578b\u5728\u66f4\u7b80\u5355\u7684\u8bbe\u7f6e\u4e2d\u8868\u73b0\u5982\u6b64\u51fa\u8272\uff0c\u4f46\u5728\u6807\u51c6\u8bbe\u7f6e\u4e2d\u8868\u73b0\u5982\u6b64\u7cdf\u7cd5\u3002\u9274\u4e8e\u8be5\u6a21\u578b\u5728\u524d\u4e00\u79cd\u60c5\u51b5\u4e0b\u5177\u6709\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u51c6\u786e\u6027\uff0c\u5176\u5728\u540e\u4e00\u79cd\u60c5\u51b5\u4e0b\u7684\u7cdf\u7cd5\u8868\u73b0\u4e0d\u80fd\u5f52\u56e0\u4e8e\u65b9\u6cd5\u8bba\u95ee\u9898\uff0c\u56e0\u4e3a\u4e24\u79cd\u60c5\u51b5\u4e0b\u7684\u8fc7\u7a0b\u662f\u76f8\u540c\u7684\u3002\u552f\u4e00\u7684\u533a\u522b\u662f\uff0c\u5728\u540e\u4e00\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u5fc5\u987b\u4ece\u591a\u4e2a\u6587\u6863\u800c\u4e0d\u662f\u5355\u4e2a\u6587\u6863\u4e2d\u56de\u5fc6\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u8be5\u6a21\u578b\u53ef\u80fd\u5728\u8fd9\u65b9\u9762\u5b58\u5728\u95ee\u9898\u3002<\/p>\n<p>\u5bf9\u4e8e\u6240\u6709\u6a21\u578b\uff0c\u7814\u7a76\u8005\u6682\u65f6\u65e0\u6cd5\u786e\u5b9a\u5b83\u4eec\u5728\u4e24\u79cd\u8bbe\u7f6e\u4e2d\u7684\u8868\u73b0\u662f\u5426\u4f1a\u968f\u7740\u89c4\u6a21\u7684\u6269\u5927\u800c\u7ee7\u7eed\u63d0\u9ad8\uff0c\u4ee5\u53ca\u5dee\u8ddd\u662f\u5426\u4f1a\u6700\u7ec8\u6d88\u5931\u3002<\/p>\n<p><strong>\u6587\u6863\u6570\u91cf\u7684\u5f71\u54cd<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u7814\u7a76\u4e86\u8981\u5408\u5e76\u548c\u56de\u5fc6\u7684\u6587\u6863\u6570\u91cf\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u56fe 4 \u62a5\u544a\u4e86\u6309\u76ee\u6807\u7b54\u6848\u4e2d\u7684\u6587\u6863\u6570\u91cf\u5206\u7ec4\u7684\u51c6\u786e\u5ea6\uff08\u6a2a\u8f74\uff09\u3002\u7ebf\u6761\u989c\u8272\u8868\u793a\u6a21\u578b\u5927\u5c0f\u3002\u4e3a\u4e86\u4fdd\u6301\u6e05\u6670\u5ea6\uff0c\u8fd9\u91cc\u4ec5\u7ed9\u51fa\u5728 8K \u65e5\u8bb0\u4f5c\u8005\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u7684\u6027\u80fd\uff0c\u56e0\u4e3a\u5728\u5176\u4e0a\u89c2\u5bdf\u5230\u7684\u8d8b\u52bf\u4e0e\u5176\u4ed6\u6570\u636e\u96c6\u4e00\u81f4\u3002<\/p>\n<p><img data-dominant-color=\"f4f2f1\" data-has-transparency=\"true\" style=\"--dominant-color: #f4f2f1;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24791\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a8b6bb317e6940dc9d824729e32950887367f0.png\" width=\"1080\" height=\"358\" alt=\"image.png\" title=\"image.png\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a8b6bb317e6940dc9d824729e32950887367f0.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a8b6bb317e6940dc9d824729e32950887367f0-300x99.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a8b6bb317e6940dc9d824729e32950887367f0-1024x339.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a8b6bb317e6940dc9d824729e32950887367f0-150x50.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a8b6bb317e6940dc9d824729e32950887367f0-768x255.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u5f53\u9700\u8981\u56de\u5fc6\u66f4\u591a\u65e5\u8bb0\u6761\u76ee\u65f6\uff0c\u6a21\u578b\u5e76\u6ca1\u6709\u8868\u73b0\u51fa\u6027\u80fd\u4e0b\u964d\u3002\u9274\u4e8e\u8981\u751f\u6210\u7684\u5185\u5bb9\u589e\u52a0\uff0c\u4eba\u4eec\u53ef\u80fd\u4f1a\u9884\u671f\u6a21\u578b\u7b54\u6848\u4e2d\u51fa\u73b0\u9519\u8bef\u7684\u53ef\u80fd\u6027\u4f1a\u66f4\u9ad8\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u89c2\u5bdf\u7ed3\u679c\u53ef\u80fd\u5f52\u56e0\u4e8e\u6a21\u578b\u7684\u5bb9\u91cf\u8db3\u591f\uff0c\u5e76\u4e14\u53ea\u6709\u5728\u56de\u5fc6\u66f4\u591a\u6570\u91cf\u7684\u6587\u6863\u65f6\u624d\u53ef\u80fd\u51fa\u73b0\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u6a21\u578b\u884c\u4e3a\uff0c\u8be5\u56e2\u961f\u8fd8\u5206\u6790\u4e86\u6a21\u578b\u56de\u5fc6\u7684\u6587\u6863\u6570\u91cf\u4e0e\u76ee\u6807\u6587\u6863\u6570\u91cf\u7684\u6bd4\u8f83\uff08\u56fe 5 \u548c 6\uff09\u3002<\/p>\n<p><img data-dominant-color=\"f3f4f3\" data-has-transparency=\"true\" style=\"--dominant-color: #f3f4f3;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24792\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a16287f74ac99db6506019eba60fe701e6c3ae.png\" width=\"910\" height=\"759\" alt=\"image.png\" title=\"image.png\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a16287f74ac99db6506019eba60fe701e6c3ae.png 910w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a16287f74ac99db6506019eba60fe701e6c3ae-300x250.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a16287f74ac99db6506019eba60fe701e6c3ae-150x125.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/a16287f74ac99db6506019eba60fe701e6c3ae-768x641.png 768w\" sizes=\"auto, (max-width: 910px) 100vw, 910px\" \/><\/p>\n<p><img data-dominant-color=\"f1f3f2\" data-has-transparency=\"true\" style=\"--dominant-color: #f1f3f2;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24793\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/49a3d74096609abe0f5614f8fca60cf8a52236.png\" width=\"913\" height=\"786\" alt=\"image.png\" title=\"image.png\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/49a3d74096609abe0f5614f8fca60cf8a52236.png 913w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/49a3d74096609abe0f5614f8fca60cf8a52236-300x258.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/49a3d74096609abe0f5614f8fca60cf8a52236-150x129.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/49a3d74096609abe0f5614f8fca60cf8a52236-768x661.png 768w\" sizes=\"auto, (max-width: 913px) 100vw, 913px\" \/><\/p>\n<p>\u5bf9\u4e8e\u5728 8K \u65e5\u8bb0\u4f5c\u8005\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684 OPT \u548c Pythia \u6a21\u578b\uff0c\u8f83\u5c0f\u7684\u6a21\u578b\u4f3c\u4e4e\u53ef\u4ee5\u56de\u5fc6\u8d77\u968f\u673a\u6570\u91cf\u7684\u6587\u6863\u3002\u7136\u800c\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u589e\u52a0\uff0c\u51c6\u786e\u786e\u5b9a\u8981\u56de\u5fc6\u7684\u9002\u5f53\u6587\u6863\u6570\u91cf\u7684\u80fd\u529b\u4f1a\u9010\u6e10\u663e\u73b0\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u65e0\u8bba\u6a21\u578b\u89c4\u6a21\u5982\u4f55\uff0c\u5728\u76f8\u540c\u7684 8K \u65e5\u8bb0\u4f5c\u8005\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684 Flan-T5 \u6a21\u578b\u5219\u4f1a\u59cb\u7ec8\u68c0\u7d22\u770b\u4f3c\u968f\u673a\u6570\u91cf\u7684\u6587\u6863\u3002\u6709\u8da3\u7684\u662f\uff0c\u5f53\u6269\u5c55\u5230 32K \u65e5\u8bb0\u4f5c\u8005\u7684\u6570\u636e\u96c6\u65f6\uff0cFlan-T5 \u4f1a\u8868\u73b0\u51fa\u4e0e OPT \u548c Pythia \u7c7b\u4f3c\u7684\u6a21\u5f0f \u2014\u2014 \u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u589e\u52a0\uff0c\u8bc6\u522b\u5e94\u56de\u5fc6\u591a\u5c11\u6587\u6863\u7684\u80fd\u529b\u4f1a\u9010\u6e10\u663e\u73b0\u3002<\/p>\n<p>\u66f4\u591a\u5177\u4f53\u7684\u5b9e\u9a8c\u6570\u636e\u8bf7\u53c2\u770b\u539f\u8bba\u6587\u3002<\/p>\n<p><strong>\u7efc\u5408\u5206\u6790<\/strong><\/p>\n<p>\u6df1\u6316\u524d\u9762\u7684\u5b9e\u9a8c\u89c2\u5bdf\uff0c\u53ef\u4ee5\u770b\u5230\u8fd9\u4e9b\u6a21\u578b\u7684\u80fd\u529b\u6240\u5728\u4e0e\u5931\u8d25\u4e4b\u5904\uff0c\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"u738a58b-rkxKfJDk\">\n<li data-id=\"ld70c578-dmoDhY2F\">\u5f53\u89c4\u6a21\u8db3\u591f\u5927\u65f6\uff0c\u6a21\u578b\u56de\u5fc6\u7684\u6587\u6863\u901a\u5e38\u957f\u5ea6\u6b63\u786e\u4e14\u6ca1\u6709\u9519\u8bef\u3002<\/li>\n<li data-id=\"ld70c578-ZrJOCVX0\">\u5728\u7b80\u5316\u8bbe\u7f6e\u4e0b\u8bad\u7ec3\u7684\u6a21\u578b\u6210\u529f\u5730\u56de\u5fc6\u8d77\u4e86\u5355\u4e2a\u8bad\u7ec3\u6587\u6863\u4e2d\u7684\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u5173\u952e\u4f3c\u4e4e\u4e0d\u5728\u4e8e\u56de\u5fc6\u7684\u6587\u6863\u7684\u5185\u5bb9\uff0c\u800c\u5728\u4e8e\u56de\u5fc6\u7684\u6587\u6863\u6570\u91cf\u3002<\/li>\n<li data-id=\"ld70c578-iyMBA1rB\">\u5982\u679c\u89c4\u6a21\u4e0d\u5408\u9002\uff0c\u6a21\u578b\u4f3c\u4e4e\u65e0\u6cd5\u56de\u5fc6\u6b63\u786e\u6570\u91cf\u7684\u6587\u6863\uff0c\u800c\u662f\u4f1a\u56de\u5fc6\u968f\u673a\u6570\u91cf\u7684\u6587\u6863\u3002<\/li>\n<li data-id=\"ld70c578-KNLfe5Ik\">\u6700\u5c0f\u7684 Pythia \u6a21\u578b\u5982\u679c\u4ece\u968f\u673a\u6743\u91cd\u800c\u4e0d\u662f\u9884\u8bad\u7ec3\u6743\u91cd\u5f00\u59cb\u8fdb\u884c\u5fae\u8c03\uff0c\u5176\u6027\u80fd\u4f1a\u66f4\u597d\uff0c\u8fd9\u8868\u660e\u9884\u8bad\u7ec3\u6743\u91cd\u7684\u7cdf\u7cd5\u8868\u73b0\u4e0d\u80fd\u5b8c\u5168\u5f52\u56e0\u4e8e\u67b6\u6784\u539f\u56e0\u3002\u76f8\u53cd\uff0c\u95ee\u9898\u90e8\u5206\u5728\u4e8e\u9884\u8bad\u7ec3\u6743\u91cd\u672a\u80fd\u5b66\u4e60\u5230\u4e00\u79cd\u53ef\u4ee5\u6cdb\u5316\u5230\u56de\u5fc6\u6b63\u786e\u6570\u91cf\u6587\u6863\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8bb0\u4f4f\u8bad\u7ec3\u6837\u672c\u3002<\/li>\n<\/ul>\n<p>\u5173\u4e8e Flan-T5\uff0c\u8003\u8651\u5230\u4ece\u5934\u5f00\u59cb\u5fae\u8c03\u7684\u6700\u5c0f\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u4ece\u9884\u8bad\u7ec3\u6743\u91cd\u5fae\u8c03\u7684\u6a21\u578b\u4e00\u6837\u5dee\uff0c\u6027\u80fd\u4e0d\u4f73\u7684\u6839\u672c\u539f\u56e0\u53ef\u80fd\u662f\u67b6\u6784\u6216\u8d85\u53c2\u6570\u8bbe\u7f6e\u4e0d\u5bf9\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u6a21\u578b\u7684\u5927\u5c0f\u4f3c\u4e4e\u4f1a\u5f71\u54cd\u5176\u6027\u80fd\u3002\u7531\u4e8e Flan-T5 \u91c7\u7528\u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u67b6\u6784\uff0c\u4e0e OPT \u548c Pythia \u7b49\u6a21\u578b\u7684\u4ec5\u89e3\u7801\u5668\u7ed3\u6784\u4e0d\u540c\uff0c\u5176\u53c2\u6570\u5728\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4e4b\u95f4\u5927\u81f4\u76f8\u7b49\u3002\u56e0\u6b64\uff0c\u7b2c\u4e8c\u5927 Flan-T5 \u6a21\u578b\u7684\u89e3\u7801\u5668\u5927\u5c0f\u4e0e\u7b2c\u4e09\u5c0f Pythia \u6a21\u578b\u7684\u89e3\u7801\u5668\u5927\u5c0f\u76f8\u5f53\uff0c\u8fd9\u4e0e Pythia \u6027\u80fd\u5f00\u59cb\u63d0\u9ad8\u7684\u70b9\u76f8\u543b\u5408\uff08\u5982\u56fe 2 \u6240\u793a\uff09\u3002Pythia \u7cfb\u5217\u6a21\u578b\u4e2d\u5c0f\u4e8e\u6b64\u9608\u503c\u7684\u6a21\u578b\u6ca1\u6709\u8868\u73b0\u51fa\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u7136\u800c\uff0c\u6700\u5c0f\u7684 Pythia \u6a21\u578b\u5728\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u65f6\uff0c\u5728\u7c7b\u4f3c\u6761\u4ef6\u4e0b\u7684\u8868\u73b0\u4f18\u4e8e Flan-T5\u3002\u8fd9\u51f8\u663e\u51fa\u67b6\u6784\u56e0\u7d20\u53ef\u80fd\u4f1a\u963b\u788d\u76f8\u540c\u5927\u5c0f\u6a21\u578b\u7684\u80fd\u529b\u7684\u6d8c\u73b0\u3002<\/p>\n<p>\u81f3\u4e8e\u89c4\u6a21\uff0c\u8be5\u56e2\u961f\u7684\u5047\u8bbe\u662f\u8f83\u5c0f\u7684\u6a21\u578b\u7f3a\u4e4f\u5f00\u53d1\u6267\u884c\u6b64\u4efb\u52a1\u6240\u9700\u56de\u8def\u7684\u80fd\u529b\uff0c\u4f46\u8981\u4e86\u89e3\u8fd9\u4e9b\u8f83\u5c0f\u6a21\u578b\u9762\u4e34\u7684\u6311\u6218\uff0c\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u3002<\/p>\n<p>\u6574\u4f53\u6765\u8bf4\uff0c\u8fd9\u9879\u7814\u7a76\u8bc1\u660e\u4e86\u8db3\u591f\u89c4\u6a21\u7684 LLM \u786e\u5b9e\u5177\u6709\u77e5\u8bc6\u610f\u8bc6\uff08awareness of knowledge\uff09\uff0c\u5373\u80fd\u591f\u77e5\u6653\u81ea\u5df1\u7684\u77e5\u8bc6\u8303\u56f4\u3002\u4f60\u8ba4\u4e3a\u8fd9\u662f\u5426\u6697\u793a\u4e86 LLM \u5b58\u5728\u81ea\u6211\u610f\u8bc6\u5462\uff1f<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_24784\" class=\"pvc_stats total_only  \" data-element-id=\"24784\" 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 transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 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<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>\u8fd9\u9879\u7814\u7a76\u8bc1\u660e\u4e86\u8db3\u591f\u89c4\u6a21\u7684 LLM \u786e\u5b9e\u5177\u6709\u77e5\u8bc6\u610f\u8bc6\uff08awareness of knowledge\uff09\uff0c\u5373\u80fd\u591f\u77e5\u6653 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_24784\" class=\"pvc_stats total_only  \" data-element-id=\"24784\" 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 transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 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