{"id":39160,"date":"2025-03-03T05:02:03","date_gmt":"2025-03-02T21:02:03","guid":{"rendered":"https:\/\/17aitech.com\/?p=39160"},"modified":"2025-03-03T05:02:03","modified_gmt":"2025-03-02T21:02:03","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:\/\/17aitech.com\/?p=39160","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":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-01-2\" target=\"_blank\">\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<\/a><\/p>\n<section>\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; \u9b41\u5317\u514b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u7b49\u673a\u6784\u7684\u4e00\u9879\u7814\u7a76\u5374\u63ed\u5f00\u4e86\u8fd9\u795e\u79d8\u95ee\u9898\u7684\u4e00\u89d2\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u53d1\u73b0\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6709\u81ea\u77e5\u4e4b\u660e\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u53ea\u8981\u89c4\u6a21\u591f\u5927\uff0c\u5b83\u4eec\u5c31\u80fd\u591f\u77e5\u9053\u81ea\u5df1\u5bf9\u67d0\u4e2a\u4e3b\u9898\u7684\u4e86\u89e3\u7a0b\u5ea6\u3002\u8be5\u8bba\u6587\u4e2d\u5199\u5230\uff1a\u300c\u867d\u7136\u4e0d\u540c\u67b6\u6784\u6d8c\u73b0\u8fd9\u79cd\u80fd\u529b\u7684\u901f\u7387\u4e0d\u540c\uff0c\u4f46\u7ed3\u679c\u8868\u660e\uff0c\u77e5\u8bc6\u610f\u8bc6\uff08awareness of knowledge\uff09\u53ef\u80fd\u662f LLM \u7684\u4e00\u4e2a\u666e\u904d\u5c5e\u6027\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-61b401f60a56390aaa7e33b6ca61c877.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-61b401f60a56390aaa7e33b6ca61c877.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aDo Large Language Models Know How Much They Know?<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2502.19573<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3989ac2e9dad3a2cc744c4935b91869a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3989ac2e9dad3a2cc744c4935b91869a.png\"><\/a><\/section>\n<section>\u672c\u8d28\u4e0a\u8bb2\uff0c\u8be5\u65b9\u6cd5\u5305\u542b\u4e09\u4e2a\u9636\u6bb5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\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<\/section>\n<\/li>\n<li>\n<section>\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<\/section>\n<\/li>\n<li>\n<section>\u6d4b\u8bd5\u8bed\u8a00\u6a21\u578b\u56de\u5fc6\u6240\u6709\u76f8\u5173\u6587\u6863\u7684\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c\uff1aLLM \u6709\u81ea\u77e5\u4e4b\u660e<\/strong><\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4ec5\u89e3\u7801\u5668\u6a21\u578b\uff1aOPT\uff087M \u5230 2.7B\uff09\u548c OPT\uff087M \u5230 2.7B\uff09\uff1b<\/section>\n<\/li>\n<li>\n<section>\u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u6a21\u578b\uff1aFlan-T5\uff0880M to 3B\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u67b6\u6784\u548c\u89c4\u6a21\u7684\u5f71\u54cd<\/strong><\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f7e3b8d6dfe34c725bd7ce6eec55d86f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f7e3b8d6dfe34c725bd7ce6eec55d86f.png\"><\/a><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section><strong>\u5206\u5e03\u5f0f\u4fe1\u606f\u7684\u5f71\u54cd<\/strong><\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e887e7474182f9034ed27254fa28ed6a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e887e7474182f9034ed27254fa28ed6a.png\"><\/a><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section><strong>\u6587\u6863\u6570\u91cf\u7684\u5f71\u54cd<\/strong><\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5c535c5db7a669e27066aea050f70c47.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5c535c5db7a669e27066aea050f70c47.png\"><\/a><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cdb3b8792a6ea8c872d30f1b4389cc5c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cdb3b8792a6ea8c872d30f1b4389cc5c.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8c0c3a925f887a3dfcb219c8cd2d1d50.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8c0c3a925f887a3dfcb219c8cd2d1d50.png\"><\/a><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u5177\u4f53\u7684\u5b9e\u9a8c\u6570\u636e\u8bf7\u53c2\u770b\u539f\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section><strong>\u7efc\u5408\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\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<\/section>\n<\/li>\n<li>\n<section>\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<\/section>\n<\/li>\n<li>\n<section>\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<\/section>\n<\/li>\n<li>\n<section>\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<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5173\u4e8e 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\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<\/section>\n<section><\/section>\n<section>\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<\/section>\n<section><\/section>\n<section>\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 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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