{"id":36289,"date":"2025-01-08T22:00:23","date_gmt":"2025-01-08T14:00:23","guid":{"rendered":"https:\/\/17aitech.com\/?p=36289"},"modified":"2025-01-08T22:00:23","modified_gmt":"2025-01-08T14:00:23","slug":"%e4%bb%96%e4%bb%ac%e6%8e%b0%e5%bc%80%e7%a5%9e%e7%bb%8f%e5%85%83%ef%bc%8c%e7%bb%88%e4%ba%8e%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b9-8%e5%a4%a7%e4%ba%8e9-11%e4%ba%86%ef%bc%9a%e7%a5%9e%e7%a7%98%e5%88%9b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36289","title":{"rendered":"\u4ed6\u4eec\u63b0\u5f00\u795e\u7ecf\u5143\uff0c\u7ec8\u4e8e\u8ba9\u5927\u6a21\u578b9.8\u5927\u4e8e9.11\u4e86\uff1a\u795e\u79d8\u521b\u4e1a\u516c\u53f8\uff0c\u5f00\u6e90AI\u300c\u6d17\u8111\u300d\u5de5\u5177"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-24-8\" target=\"_blank\">\u4ed6\u4eec\u63b0\u5f00\u795e\u7ecf\u5143\uff0c\u7ec8\u4e8e\u8ba9\u5927\u6a21\u578b9.8\u5927\u4e8e9.11\u4e86\uff1a\u795e\u79d8\u521b\u4e1a\u516c\u53f8\uff0c\u5f00\u6e90AI\u300c\u6d17\u8111\u300d\u5de5\u5177<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"28\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u5927\u6a21\u578b\u4e3a\u4ec0\u4e48\u8ba4\u4e3a 9.8&lt;9.11\uff1f\u795e\u7ecf\u5143\u7ea7\u522b\u7684\u89e3\u91ca\u6765\u4e86\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<p>9.8 \u548c 9.11 \u5230\u5e95\u54ea\u4e2a\u5927\uff1f\u8fd9\u4e2a\u5c0f\u5b66\u751f\u90fd\u80fd\u7b54\u5bf9\u7684\u95ee\u9898\u5374\u96be\u5012\u4e86\u4e00\u4f17\u5927\u6a21\u578b\uff0c\u5f88\u591a\u6a21\u578b\u8f93\u51fa\u7684\u7ed3\u679c\u90fd\u662f\u300c9.8&lt;9.11\u300d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3ef492c3021bb928f057b677ea882997.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3ef492c3021bb928f057b677ea882997.png\"><\/a><\/p>\n<p>\u4e3a\u4ec0\u4e48\u6a21\u578b\u4f1a\u96c6\u4f53\u51fa\u9519\uff1fAI \u7814\u7a76\u8005\u4eec\u603b\u7ed3\u4e86\u5f88\u591a\u53ef\u80fd\u7684\u539f\u56e0\uff0c\u6bd4\u5982\u6a21\u578b\u4f1a\u628a 9.11 \u62c6\u89e3\u6210 9\/.\/11 \u4e09\u90e8\u5206\uff0c\u7136\u540e\u62ff 11 \u53bb\u548c 8 \u4f5c\u6bd4\u8f83\uff1b\u4e5f\u6709\u4eba\u731c\u6d4b\uff0c\u5927\u6a21\u578b\u4f1a\u628a 9.8 \u548c 9.11 \u5f53\u6210\u65e5\u671f\u6216\u7248\u672c\u53f7\u2026\u2026<\/p>\n<p>\u8fd9\u4e9b\u89e3\u91ca\u542c\u8d77\u6765\u90fd\u6709\u4e9b\u9053\u7406\uff0c\u4f46\u5982\u679c\u6211\u4eec\u80fd\u591f\u76f4\u89c2\u5730\u300c\u770b\u5230\u300d\u6a21\u578b\u51fa\u9519\u7684\u539f\u56e0\uff0c\u90a3\u4e48\u6211\u4eec\u5bf9\u4e8e\u95ee\u9898\u7684\u5f52\u56e0\u4f1a\u66f4\u52a0\u51c6\u786e\uff0c\u89e3\u51b3\u95ee\u9898\u7684\u901f\u5ea6\u4e5f\u4f1a\u66f4\u5feb\u3002<\/p>\n<p>\u521a\u521a\u5b98\u5ba3\u7684 AI \u7814\u7a76\u5b9e\u9a8c\u5ba4 Transluce\uff08\u5b57\u9762\u610f\u601d\u662f\u8ba9\u5149\u7ebf\u7a7f\u8fc7\u67d0\u7269\u4ee5\u63ed\u793a\u5176\u7ed3\u6784\uff09 \u5c31\u5728\u505a\u8fd9\u4ef6\u4e8b\u60c5\u3002\u4ed6\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u540d\u53eb Monitor \u7684\u4ea4\u4e92\u754c\u9762\uff0c\u4ee5\u5e2e\u52a9\u4eba\u7c7b\u89c2\u5bdf\u3001\u7406\u89e3\u548c\u5f15\u5bfc\u8bed\u8a00\u6a21\u578b\u7684\u5185\u90e8\u8ba1\u7b97\u3002<\/p>\n<p>\u900f\u8fc7 Monitor\uff0c\u6211\u4eec\u5148\u6765\u770b\u770b AI \u6a21\u578b\u4e3a\u4ec0\u4e48\u4f1a\u89c9\u5f97 9.11 \u6bd4 9.8 \u66f4\u5927\u3002<\/p>\n<p>\u9996\u5148\uff0c\u8ba9\u6a21\u578b\u6bd4\u8f83\u4e00\u4e0b\u8fd9\u4e24\u4e2a\u6570\u7684\u5927\u5c0f\uff0c\u5f53\u7136\u5b83\u6ca1\u6709\u610f\u5916\u5730\u51fa\u9519\u4e86\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-901d09a4722620bd24f04ff9171a22ed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-901d09a4722620bd24f04ff9171a22ed.png\"><\/a><\/p>\n<p>Monitor \u63d0\u4f9b\u4e86\u5feb\u6377\u7684\u65b9\u5f0f\u5e2e\u52a9\u6211\u4eec\u5206\u6790\u5176\u9519\u8bef\u3002\u5c06\u5149\u6807\u653e\u5728\u51fa\u9519\u7684\u4f4d\u7f6e\uff0c\u53ef\u4ee5\u770b\u5230\u6a21\u578b\u5728\u6b64\u5904\u9884\u6d4b\u7684\u8bcd\u7684\u6982\u7387\u5206\u5e03\u3002\u5f88\u663e\u7136\uff0cLlama 3.1 8B \u7684\u8fd9\u4e2a\u7248\u672c\u4e0d\u4ec5\u9519\u4e86\uff0c\u800c\u4e14\u8fd8\u5bf9\u81ea\u5df1\u7684\u9519\u8bef\u5f88\u81ea\u4fe1\u3002<\/p>\n<p>\u70b9\u51fb\u4e00\u4e0b\u8fd9\u4e2a\u9519\u8bef\uff0cMonitor \u5f00\u59cb\u5206\u6790\u6a21\u578b\u51fa\u9519\u7684\u53ef\u80fd\u539f\u56e0\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u4f1a\u300c\u5bfb\u627e\u5f71\u54cd bigger \u8fd9\u4e2a\u9884\u6d4b\u7ed3\u679c\u7684\u795e\u7ecf\u5143\u300d\u3002\u4e4b\u540e\uff0cMonitor \u4f1a\u5bf9\u8fd9\u4e9b\u795e\u7ecf\u5143\u8fdb\u884c\u805a\u7c7b\uff0c\u5982\u4e0b\u6240\u793a\uff0c\u6b64\u5904\u6709 4 \u4e2a\u805a\u7c7b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e47de727cd515e62dbc1ab5021372ff4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e47de727cd515e62dbc1ab5021372ff4.png\"><\/a><\/p>\n<p>\u7c97\u7565\u6765\u770b\uff0cLlama 3.1 8B \u5728\u770b\u5230 9.11 \u548c 9.9 \u8fd9\u4e24\u4e2a\u6570\u5b57\u6587\u672c\u65f6\uff0c\u9996\u5148\u60f3\u5230\u7684\u5e76\u4e0d\u662f\u5355\u7eaf\u7684\u6570\u503c\uff0c\u800c\u662f\u4f1a\u548c\u4eba\u7c7b\u4e00\u6837\u8054\u60f3\u5230\u76f8\u5173\u7684\u5176\u5b83\u6982\u5ff5\uff0c\u6bd4\u5982 9\/11 \u88ad\u51fb\u548c\u4e4b\u540e\u7684\u6050\u6016\u88ad\u51fb\u3001\u300a\u5723\u7ecf\u300b\u7ae0\u8282\u548c\u8bd7\u6587\u7f16\u53f7\u3001\u5316\u5b66\u5316\u5408\u7269\u548c\u5206\u5b50\u5f0f\u3001\u65e5\u671f\u7b49\u7b49\u3002\u5e76\u4e14\u5176\u4e2d\u6bcf\u4e00\u79cd\u300c\u8054\u60f3\u300d\u90fd\u4f1a\u89e6\u53d1\u4e0d\u540c\u7684\u795e\u7ecf\u5143\u7ec4\u5408\u3002<\/p>\n<p>\u9009\u62e9\u5176\u4e2d\u4e00\u4e2a\u5c55\u5f00\uff0c\u53ef\u4ee5\u770b\u5230\u5f71\u54cd AI \u6a21\u578b\u505a\u51fa\u300cbigger\u300d\u8fd9\u4e2a\u5224\u65ad\u7684\u795e\u7ecf\u5143\u8be6\u60c5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5161c67b0adba19734cdfcaffbf52d2e.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5161c67b0adba19734cdfcaffbf52d2e.gif\"><\/a><\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u70b9\u5f00\u4e00\u4e2a\u5177\u4f53\u7684\u795e\u7ecf\u5143\u67e5\u770b\uff0c\u6bd4\u5982\u8fd9\u4e2a\u7b2c 2 \u5c42\u7684 1054 \u53f7\u795e\u7ecf\u5143\u3002\u8fd9\u91cc\u5c55\u793a\u4e86\u5176\u5728\u63a5\u6536\u63d0\u793a\u8bcd\u4e4b\u540e\u7684\u6b63\u503c\u6fc0\u6d3b\u60c5\u51b5\u3002\u6ce8\u610f\uff0c\u8fd9\u91cc\u7684\u795e\u7ecf\u5143\u63cf\u8ff0\u662f\u8be5\u56e2\u961f\u7528\u81ea\u5df1\u63d0\u51fa\u7684\u4e00\u79cd\u81ea\u52a8\u5316\u65b9\u6cd5\u751f\u6210\u7684\uff1b\u5176\u4e2d\u7528\u5230\u4e86\u4e00\u4e2a\u89e3\u91ca\u5668\u6a21\u578b\uff0c\u5b83\u4f1a\u63d0\u51fa\u4e00\u4e9b\u5173\u4e8e\u6570\u636e\u7684\u5047\u8bbe\uff0c\u4e4b\u540e\u518d\u901a\u8fc7\u4e00\u4e2a\u81ea\u52a8\u8bc4\u5206\u6d41\u7a0b\u5bf9\u8fd9\u4e9b\u5047\u8bbe\u8fdb\u884c\u8bc4\u4f30\uff0c\u8be6\u60c5\u53ef\u8bbf\u95ee https:\/\/transluce.org\/neuron-descriptions<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fc3ee014ababd656151c00c57324ac47.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fc3ee014ababd656151c00c57324ac47.png\"><\/a><\/p>\n<p>\u901a\u8fc7\u5206\u6790\u8fd9\u4e9b\u795e\u7ecf\u5143\uff0c\u6211\u4eec\u53ef\u4ee5\u6d1e\u89c1\u6a21\u578b\u51fa\u9519\u7684\u6839\u672c\u539f\u56e0\uff1a\u6a21\u578b\u6839\u672c\u6ca1\u628a 9.11 \u5f53\u6210\u6570\u503c\uff0c\u800c\u662f\u770b\u6210\u4e86\u4e00\u4e2a\u65e5\u671f\uff0c\u8fd9\u6837\u8fde\u5e26\u4e0b\u6765\uff0c9.9 \u81ea\u7136\u4e5f\u662f\u4e00\u4e2a\u65e5\u671f\u4e86\u3002\u4e8e\u662f\uff0c9 \u6708 11 \u53f7\u81ea\u7136\u5c31\u6bd4 9 \u6708 9 \u65e5 bigger\u3002\u53e6\u5916\uff0c\u5728\u300a\u5723\u7ecf\u300b\u4e2d\uff0c9.11 \u4e5f\u662f\u6bd4 9.8 \u66f4\u9760\u540e\u7684\u7f16\u53f7\u3002\u800c\u4e0d\u7ba1\u662f 9\/11 \u4e8b\u4ef6\u8fd8\u662f\u300a\u5723\u7ecf\u300b\uff0c\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u4e2d\u90fd\u5305\u542b\u5927\u91cf\u76f8\u5173\u7684\u6587\u672c\u5185\u5bb9\uff0c\u8fd9\u4f1a\u5f71\u54cd\u5230\u6a21\u578b\u5728\u5224\u65ad\u8fd9\u4e2a\u6570\u5b57\u65f6\u7684\u795e\u7ecf\u5143\u6fc0\u6d3b\u6743\u91cd\u3002<\/p>\n<p>Monitor \u8fd8\u63d0\u4f9b\u4e86\u8fdb\u4e00\u6b65\u7684\u68c0\u67e5\u6280\u672f\uff0c\u53ef\u4ee5\u901a\u8fc7\u5c06\u76f8\u5e94\u6fc0\u6d3b\u5f3a\u884c\u8bbe\u7f6e\u4e3a 0 \u6765\u4fee\u6b63 AI \u6a21\u578b\u7684\u884c\u4e3a\u3002\u4e0b\u9762\u6211\u4eec\u5c06\u5bf9\u5e94\u300c\u65e5\u671f\u300d\u7684\u76f8\u5173\u795e\u7ecf\u5143\u7684\u6fc0\u6d3b\u6539\u6210 0 \u770b\u770b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bcf5783295afb9fc8318b5d0573a5125.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bcf5783295afb9fc8318b5d0573a5125.png\"><\/a><\/p>\n<p>\u7ed3\u679c\uff1f\u8fd9\u4e2a Llama 3.1 8B \u8fd8\u662f\u6ca1\u5bf9\uff0c\u4f46\u662f\u53ef\u4ee5\u770b\u5230\u300cbigger\u300d\u7684\u6982\u7387\u4e0b\u964d\u4e86\u5f88\u591a\uff080.961\u21920.563\uff09\uff0c\u800c\u5bf9\u5e94\u6b63\u786e\u7b54\u6848\u7684\u300csmaller\u300d\u5f02\u519b\u7a81\u8d77\uff0c\u5df2\u7ecf\u6765\u5230\u4e86 top-2 \u7684\u4f4d\u7f6e\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8697e875ffb520cb353e16c0d7fdbd29.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8697e875ffb520cb353e16c0d7fdbd29.png\"><\/a><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u7ee7\u7eed\u64cd\u4f5c\uff0c\u5c06\u5173\u8054\u300a\u5723\u7ecf\u300b\u7ae0\u8282\u7f16\u53f7\u7684\u795e\u7ecf\u5143\u6fc0\u6d3b\u4e5f\u8c03\u6210 0\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-44f83465797354bd3082526523935cea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-44f83465797354bd3082526523935cea.png\"><\/a><\/p>\n<p>\u8fd9\u4e00\u6b21\uff0c\u6a21\u578b\u7ec8\u4e8e\u5bf9\u4e86\u3002\u5b83\u4fdd\u7559\u4e86 bigger\uff0c\u4f46\u5c06 9.9 \u548c 9.11 \u7684\u4f4d\u7f6e\u8c03\u6362\u4e00\u4e0b\u4ee5\u9075\u5faa\u63d0\u95ee\u7684\u5f62\u5f0f\u3002\u540c\u6837\uff0c\u5b83\u5bf9\u81ea\u5df1\u7684\u7b54\u6848\u5f88\u6709\u4fe1\u5fc3\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-90c21d01e14a7dfbc69e98a0028272a3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-90c21d01e14a7dfbc69e98a0028272a3.png\"><\/a><\/p>\n<p>\u800c\u4fee\u590d\u8fd9\u4e2a\u95ee\u9898\u7684\u4ee3\u4ef7\u4ec5\u4ec5\u662f\u6291\u5236\u4e86\u4e0d\u5230 0.2% \u7684 MLP \u795e\u7ecf\u5143\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-346bb97172ee5213ebfb1934f5c6e8b4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-346bb97172ee5213ebfb1934f5c6e8b4.png\"><\/a><\/p>\n<p>\u9664\u4e86\u6bd4\u8f83 9.11 \u548c 9.9 \u7684\u5927\u5c0f\uff0c\u5b98\u65b9\u8fd8\u63d0\u4f9b\u4e86\u53e6\u5916\u4e09\u4e2a\u793a\u4f8b\uff0c\u5305\u62ec\u4fee\u590d AI \u96be\u4ee5\u6570\u503c\u6392\u5e8f\u7684\u95ee\u9898\u3001\u5f15\u5bfc\u51fa\u9690\u85cf\u77e5\u8bc6\u3001\u5f15\u5bfc\u6545\u4e8b\u4e2d\u7279\u5b9a\u89d2\u8272\u3002\u5176\u4e2d\u7684\u64cd\u4f5c\u4e0d\u4ec5\u5305\u62ec\u5c06\u6fc0\u6d3b\u6e05\u96f6\uff0c\u4e5f\u5305\u62ec\u589e\u5f3a\u67d0\u4e9b\u7279\u5b9a\u795e\u7ecf\u5143\u4ee5\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u7b26\u5408\u7528\u6237\u9700\u6c42\u7684\u7ed3\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6ccdcaaee1ad1097d9b2618c09c7d47c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6ccdcaaee1ad1097d9b2618c09c7d47c.png\"><\/a><\/p>\n<p>\u53e6\u5916\uff0c\u7528\u6237\u4e5f\u53ef\u4ee5\u4f7f\u7528\u81ea\u5df1\u7684\u63d0\u793a\u8bcd\uff0c\u7136\u540e\u57fa\u4e8e\u6b64\u5206\u6790\u6a21\u578b\u7684\u601d\u8003\u8fc7\u7a0b\u3002\u673a\u5668\u4e4b\u5fc3\u5c1d\u8bd5\u4e86\u4e00\u4e2a AI \u9886\u57df\u7684\u70ed\u95e8\u95ee\u9898\uff1aStrawberry \u4e2d\u6709\u51e0\u4e2a r\uff1f<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a6f53ae83befa2c18a67b2841cce928f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a6f53ae83befa2c18a67b2841cce928f.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u8fd9\u4e2a AI \u6a21\u578b\u7b54\u9519\u4e86\uff0c\u540c\u65f6\u4e5f\u5bf9\u81ea\u5df1\u7684\u7b54\u6848\u9887\u6709\u4fe1\u5fc3\u3002<\/p>\n<p>\u6839\u636e Monitor \u5206\u6790\uff0cLlama 3.1 8B \u6a21\u578b\u5728\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u65f6\u4f1a\u5c06 Strawberry \u62c6\u5206\u6210\u4e24\u90e8\u5206\uff1aStraw \u548c berry\uff0c\u540c\u65f6 Strawberry \u8fd8\u6fc0\u6d3b\u4e86\u4e0e\u98df\u54c1\u548c\u4f50\u6599\u76f8\u5173\u7684\u795e\u7ecf\u5143\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-626fc219cc5213b3d5c3cfe3a69d637b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-626fc219cc5213b3d5c3cfe3a69d637b.png\"><\/a><\/p>\n<p>\u6709\u610f\u601d\u7684\u662f\uff0c\u5373\u4fbf\u6291\u5236\u4e86 Monitor \u627e\u5230\u7684\u6240\u6709\u795e\u7ecf\u5143\u6fc0\u6d3b\uff0c\u8fd9\u4e2a Llama 3.1 8B \u6a21\u578b\u4f9d\u7136\u65e0\u6cd5\u6b63\u786e\u89e3\u7b54\u300cStrawberry \u4e2d\u6709\u51e0\u4e2a r\u300d\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f75640b01426bb1c6714bd343adb9c88.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f75640b01426bb1c6714bd343adb9c88.png\"><\/a><\/p>\n<p>\u90a3\u6211\u4eec\u6765\u589e\u5f3a\u4e00\u4e9b\u795e\u7ecf\u5143\u8bd5\u8bd5\u3002\u8fd9\u91cc\u6211\u4eec\u5728 Monitor \u4e2d\u8f93\u5165\u300cStrawberry as a string made of several English letters\uff08\u5c06 Strawberry \u770b\u4f5c\u662f\u4e00\u4e2a\u7531\u82f1\u8bed\u5b57\u6bcd\u6784\u6210\u7684\u5b57\u7b26\u4e32\uff09\u300d\u4f5c\u4e3a\u641c\u7d22\u6761\u4ef6\uff0c\u5b9a\u4f4d\u5230\u4e86 50 \u4e2a\u76f8\u5173\u795e\u7ecf\u5143\uff0c\u8fd9\u91cc\u6211\u4eec\u76f4\u63a5\u5168\u90e8\u589e\u5f3a\u5b83\u4eec\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-06c4b5367aaa39a75273e21954c49773.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-06c4b5367aaa39a75273e21954c49773.png\"><\/a><\/p>\n<p>\u8fd9\u4e00\u6b21\uff0cLlama 3.1 8B \u7ec8\u4e8e\u7ed9\u51fa\u4e86\u6b63\u786e\u7b54\u6848\u3002\u800c\u8fd9\u4e00\u6b21\uff0c\u6211\u4eec\u6267\u884c\u4e86\u4e24\u9879\u6291\u5236\uff08\u5404 500 \u4e2a\u795e\u7ecf\u5143\uff09\u548c\u4e00\u9879\u5f15\u5bfc\u589e\u5f3a\uff0850 \u4e2a\u795e\u7ecf\u5143\uff09\uff0c\u4e0d\u8fc7\u8fd9\u4e9b\u795e\u7ecf\u5143\u7684\u6570\u91cf\u6211\u4eec\u4e5f\u53ef\u4ee5\u81ea\u884c\u8c03\u6574\u3002\u57fa\u4e8e\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\u8fd9\u6837\u7684\u6d1e\u89c1\uff1a\u5728\u89e3\u7b54\u300cStrawberry \u4e2d\u6709\u51e0\u4e2a r\u300d\u8fd9\u6837\u7684\u95ee\u9898\u65f6\uff0cLLM \u7684\u95ee\u9898\u662f\u60f3\u5f97\u592a\u591a\uff0c\u53bb\u5206\u6790\u5176\u80cc\u540e\u6240\u4ee3\u8868\u7684\u610f\u4e49\u548c\u4e8b\u7269\u4e86\uff0c\u800c\u5b83\u539f\u672c\u53ea\u9700\u8981\u5c06\u5176\u770b\u6210\u4e00\u4e2a\u5b57\u7b26\u4e32\u5373\u53ef\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2708054198596968785f91e68b96bc2b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2708054198596968785f91e68b96bc2b.png\"><\/a><\/p>\n<p>\u90a3\u4e48\uff0c\u8fd9\u4e2a\u53eb Monitor \u7684\u6a21\u578b\u5230\u5e95\u662f\u600e\u4e48\u505a\u51fa\u6765\u7684\uff1f\u80cc\u540e\u7684\u8fd0\u884c\u673a\u5236\u662f\u600e\u6837\u7684\uff1fTransluce \u8fd9\u5bb6\u516c\u53f8\u662f\u4ec0\u4e48\u6765\u5934\uff1f\u5728\u4e00\u7bc7\u535a\u5ba2\u548c\u4e00\u5c01\u516c\u5f00\u4fe1\u4e2d\uff0cTransluce \u7ed9\u51fa\u4e86\u7cfb\u7edf\u4ecb\u7ecd\u3002 \u00a0\u00a0<\/p>\n<p><strong>Monitor \u7684\u57fa\u672c\u6784\u6210<\/strong><\/p>\n<p>Monitor \u91c7\u7528\u4e86\u4e00\u5957\u7531 AI \u9a71\u52a8\u7684\u5de5\u5177\uff0c\u53ef\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u795e\u7ecf\u6fc0\u6d3b\u6a21\u5f0f\uff1a<\/p>\n<p>1\u3001\u4e00\u4e2a\u9884\u5148\u7f16\u8bd1\u7684\u9ad8\u8d28\u91cf\u795e\u7ecf\u5143\u63cf\u8ff0\u6570\u636e\u5e93\uff0c\u751f\u6210\u81ea\u5bf9 Llama-3.1-8B \u4e2d\u7684\u6240\u6709 MLP \u795e\u7ecf\u5143\u5e94\u7528 Transluce \u7684 AI \u9a71\u52a8\u63cf\u8ff0 pipeline\u3002\u8be5\u7cfb\u7edf\u540c\u6837\u9002\u7528\u4e8e SAE \u7279\u5f81\u6216\u4efb\u4f55\u5176\u4ed6\u7279\u5f81\u96c6\u3002Transluce \u4ece\u795e\u7ecf\u5143\u5f00\u59cb\uff0c\u56e0\u4e3a\u5b83\u4eec\u6700\u7b80\u5355\uff0c\u5e76\u4e14\u5df2\u7ecf\u8fd0\u4f5c\u5f97\u5f88\u597d\u3002\u4ed6\u4eec\u5c06\u53d1\u5e03\u7cfb\u7edf\u7684\u4ee3\u7801\uff0c\u5e76\u671f\u5f85\u5176\u4ed6\u4eba\u7528\u4ed6\u4eec\u81ea\u5df1\u7684\u7279\u5f81\u96c6\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u884c\u6784\u5efa\uff01<\/p>\n<p>2\u3001\u4e00\u4e2a\u5b9e\u65f6\u754c\u9762\uff0c\u7528\u4e8e\u663e\u793a\u7ed9\u5b9a\u804a\u5929\u5bf9\u8bdd\u7684\u91cd\u8981\u6982\u5ff5\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u6fc0\u6d3b\uff08\u6982\u5ff5\u89e6\u53d1\u7684\u5f3a\u5ea6\uff09\u6216\u5f52\u56e0\uff08\u6982\u5ff5\u5bf9\u6307\u5b9a\u76ee\u6807 token \u7684\u5f71\u54cd\u7a0b\u5ea6\uff09\u6765\u8861\u91cf\u91cd\u8981\u6027\u3002<\/p>\n<p>3\u3001\u4e00\u4e2a\u5b9e\u65f6\u7684\u4eba\u5de5\u667a\u80fd\u68c0\u67e5\u5668\uff0c\u5b83\u4f1a\u81ea\u52a8\u663e\u793a\u53ef\u80fd\u662f\u8bef\u5bfc\u6027\u7ebf\u7d22\u7684\u975e\u9884\u671f\u6982\u5ff5\u7684\u96c6\u7fa4\uff08\u4f8b\u5982\u300c9 \u6708 11 \u65e5\u300d\u795e\u7ecf\u5143\u5728\u6570\u5b57\u300c9.11\u300d\u4e0a\u88ab\u89e6\u53d1\uff09\u3002<\/p>\n<p>4\u3001\u8bed\u4e49\u5f15\u5bfc\u7684\u8f6c\u5411\uff0c\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff0c\u589e\u52a0\u6216\u964d\u4f4e\u4e0e\u6982\u5ff5\u76f8\u5173\u7684\u795e\u7ecf\u5143\u96c6\u5408\u7684\u5f3a\u5ea6\u3002<\/p>\n<p><strong>\u7cfb\u7edf\u8bbe\u8ba1<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c618c276771b663cc0285d861ed980e7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c618c276771b663cc0285d861ed980e7.png\"><\/a><\/p>\n<p>\u5f00\u53d1\u8005\u91c7\u7528\u4e00\u4e2a\u9884\u5148\u7f16\u8bd1\u597d\u7684\u795e\u7ecf\u5143\u63cf\u8ff0\u6570\u636e\u5e93\uff0c\u5e76\u4e14\u6bcf\u4e2a\u63cf\u8ff0\u90fd\u4e0e\u6700\u80fd\u6fc0\u6d3b\u8be5\u795e\u7ecf\u5143\u7684 K \u4e2a\u5173\u952e\u793a\u4f8b\u548c\u5b83\u4eec\u7684\u6fc0\u6d3b\u6a21\u5f0f\u76f8\u8054\u7cfb\u3002<\/p>\n<p><strong>\u5411\u91cf\u6570\u636e\u5e93\uff08VectorDB\uff09<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u91c7\u7528\u4e86 OpenAI \u7684 text-embedding-3-large \u5d4c\u5165\u6280\u672f\u6765\u5904\u7406\u8fd9\u4e9b\u63cf\u8ff0\uff0c\u521b\u5efa\u4e00\u4e2a\u7528\u4e8e\u8bed\u4e49\u641c\u7d22\u7684\u7d22\u5f15\u3002<\/p>\n<p><strong>Linter<\/strong><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5f00\u53d1\u8005\u4f7f\u7528\u4e00\u4e2a AI linter \u6765\u7a81\u51fa\u663e\u793a\u76f8\u5173\u7684\u795e\u7ecf\u5143\u7c07\u3002\u9996\u5148\uff0c\u4ed6\u4eec\u8ba9 GPT-4o mini \u7b80\u5316\u5e76\u6982\u62ec\u795e\u7ecf\u5143\u7684\u63cf\u8ff0\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u4f7f\u7528 OpenAI \u7684\u5d4c\u5165\u6280\u672f\uff08text-embedding-3-large\uff09\u6765\u5d4c\u5165\u795e\u7ecf\u5143\uff0c\u5e76\u4f7f\u7528\u5c42\u6b21\u805a\u7c7b\u65b9\u6cd5\uff0c\u6839\u636e\u4f59\u5f26\u76f8\u4f3c\u5ea6\u5c06\u795e\u7ecf\u5143\u805a\u7c7b\uff0c\u4f7f\u7528 0.6 \u7684\u9608\u503c\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4ed6\u4eec\u8ba9 GPT-4o mini \u4e3a\u67d0\u7c07\u7b80\u5316\u8fc7\u7684\u795e\u7ecf\u5143\u518d\u751f\u6210\u4e00\u4e2a\u7b80\u6d01\u7684\u63cf\u8ff0\uff0c\u5e76\u6839\u636e\u7c07\u5185\u795e\u7ecf\u5143\u5728\u8bed\u4e49\u4e0a\u7684\u76f8\u4f3c\u5ea6\u6253\u4e00\u4e2a\u5206\u6570\uff081-7\uff09\uff0c\u5176\u4e2d 1 \u4ee3\u8868\u6700\u76f8\u4f3c\u3002\u5728 Monitor \u7684\u754c\u9762\u4e2d\uff0c\u53ea\u663e\u793a\u6570\u91cf\u5927\u4e8e\u7b49\u4e8e\u4e09\u4e2a\uff0c\u4e14\u5f97\u5206\u5c0f\u4e8e\u7b49\u4e8e 3 \u7684\u7c07\u3002<\/p>\n<p><strong>\u5f15\u5bfc<\/strong><\/p>\n<p>\u5f00\u53d1\u8005\u901a\u8fc7\u5c06\u795e\u7ecf\u5143\u7684\u6fc0\u6d3b\u503c\u56fa\u5b9a\u5728\u6307\u5b9a\u503c\u6765\u5f15\u5bfc\u5b83\u4eec\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5982\u679c\u9700\u8981\u5728 token T \u4e0a\u5f15\u5bfc\u4e00\u7ec4\u795e\u7ecf\u5143 S\uff0c\u4ee5\u5f3a\u5ea6 \u03bb \u8fdb\u884c\u64cd\u4f5c\uff0c\u5728\u6bcf\u4e2a token t \u5c5e\u4e8e T \u7684\u60c5\u51b5\u4e0b\uff0c\u5728\u8be5\u6807\u8bb0\u7684\u524d\u5411\u4f20\u64ad\u8fc7\u7a0b\u4e2d\uff0c\u5c06\u795e\u7ecf\u5143\u7684\u6fc0\u6d3b\u503c\u8bbe\u7f6e\u4e3a\uff1a\u03bb*10^\u22125\u3002<\/p>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u4e5f\u4f1a\u8fdb\u5165\u8be5\u5c42\u7684\u6b8b\u5dee\u4e2d\uff0c\u8fdb\u800c\u5f71\u54cd\u540e\u7eed\u7684\u5c42\u4e0e\u6ce8\u610f\u529b\u5934\u3002\u8fd9\u4e00\u64cd\u4f5c\u4f1a\u8986\u76d6\u6240\u6709\u9700\u8981\u5f15\u5bfc\u7684\u795e\u7ecf\u5143 s\u3002\u7531\u4e8e\u795e\u7ecf\u5143\u5177\u5907\u6b63\u8d1f\u4e24\u79cd\u6781\u6027\uff0c\u5f53\u6211\u4eec\u6307\u5b9a\u4e00\u4e2a\u795e\u7ecf\u5143\u65f6\uff0c\u53ea\u6709\u5f53\u5b83\u4e0e\u5f15\u5bfc\u96c6\u4e2d\u6307\u5b9a\u7684\u6781\u6027\u76f8\u540c\u65f6\u624d\u4f1a\u751f\u6548\u3002<\/p>\n<p><strong>\u6fc0\u6d3b\u4e0e\u5f52\u56e0<\/strong><\/p>\n<p>\u5982\u4f55\u8861\u91cf\u54ea\u4e2a\u795e\u7ecf\u5143\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u66f4\u6d3b\u8dc3\uff1f\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u6fc0\u6d3b\u548c\u5f52\u56e0\u4e24\u79cd\u6a21\u5f0f\u3002<\/p>\n<p>\u6fc0\u6d3b\u4e3b\u8981\u5173\u6ce8\u795e\u7ecf\u5143\u7684\u539f\u59cb\u6fc0\u6d3b\u503c\uff0c\u5373\u4e0a\u4e00\u8282\u4e2d\u7684 \u03bb\uff0c\u5982\u679c\u8fd9\u4e2a\u503c\u8fdc\u9ad8\u4e8e\u5e73\u5747\u503c\uff0c\u90a3\u4e48\u5b83\u5f88\u53ef\u80fd\u5728\u4efb\u52a1\u4e2d\u626e\u6f14\u91cd\u8981\u89d2\u8272\u3002\u00a0<\/p>\n<p>\u5f52\u56e0\u662f\u4e00\u79cd\u66f4\u5177\u9488\u5bf9\u6027\u7684\u6a21\u5f0f\uff0c\u5b83\u6d4b\u91cf\u795e\u7ecf\u5143\u5bf9\u7279\u5b9a\u8f93\u51fa token \u7684\u5f71\u54cd\u3002\u53d7 Attribution Patching \u542f\u53d1\uff0c\u8ba1\u7b97\u8f93\u51fa token \u7684\u5bf9\u6570\u6982\u7387 z \u76f8\u5bf9\u4e8e\u795e\u7ecf\u5143\u6fc0\u6d3b\u503c e \u7684\u68af\u5ea6\uff0c\u5f52\u56e0\u503c\u7b49\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8880c035adc1efc79d4627e1a1ef8d0b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8880c035adc1efc79d4627e1a1ef8d0b.png\"><\/a>\u3002<\/p>\n<p><strong>\u6458\u8981\u529f\u80fd<\/strong><\/p>\n<p>\u81ea\u52a8\u751f\u6210\u7684\u795e\u7ecf\u5143\u63cf\u8ff0\u5f80\u5f80\u5f88\u5570\u55e6\uff0c\u800c\u4e14\u5f88\u591a\u63cf\u8ff0\u5bf9\u7528\u6237\u6765\u8bf4\u53ef\u80fd\u6ca1\u6709\u610f\u4e49\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u8005\u4eec\u7528\u5927\u7ea6 1000 \u4e2a\u624b\u52a8\u6807\u6ce8\u7684\u793a\u4f8b\u96c6\u5bf9 GPT-4o-mini \u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u8ba9\u5b83\u80fd\u591f\u5224\u65ad\u54ea\u4e9b\u63cf\u8ff0\u5bf9\u7528\u6237\u6765\u8bf4\u662f\u76f8\u5173\u7684\uff0c\u54ea\u4e9b\u662f\u4e0d\u76f8\u5173\u7684\u3002<\/p>\n<p>\u4e3a\u4e86\u8ba9\u63cf\u8ff0\u4e0d\u90a3\u4e48\u5570\u55e6\uff0c\u8be5\u56e2\u961f\u8fd8\u4f7f\u7528\u4e86\u5c11\u91cf\u6837\u672c\u4f5c\u4e3a\u63d0\u793a\u8bcd\uff0c\u8ba9 GPT-4o-mini \u5bf9\u6bcf\u4e2a\u795e\u7ecf\u5143\u751f\u6210\u66f4\u7b80\u6d01\u7684\u63cf\u8ff0\uff0c\u5e76\u5c06\u5176\u5c55\u793a\u7ed9\u7528\u6237\u548c AI linter\uff08AI linter \u5bf9\u8f83\u77ed\u7684\u8f93\u5165\u4f1a\u5904\u7406\u5f97\u66f4\u597d\uff09\u3002<\/p>\n<p><strong>\u524d\u7aef\u8bbe\u8ba1<\/strong><\/p>\n<p>Monitor \u7684\u754c\u9762\u4e3b\u8981\u8fd9\u51e0\u4e2a\u529f\u80fd\u3002\u9996\u5148\u53ef\u4ee5\u70b9\u51fb\u6a21\u578b\u56de\u7b54\u4e2d\u7684 token\uff0c\u67e5\u770b\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u6bd4\u5982\u6bcf\u4e2a\u8f93\u51fa token \u7684\u6982\u7387\u3002\u5de6\u4fa7\u7684\u7a97\u53e3\u4e2d\u4e5f\u663e\u793a\u4e86 AI linter \u5206\u6790\u7684\u6a21\u578b\u51fa\u9519\u7684\u539f\u56e0\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u53c2\u6570\uff08\u5982 k \u548c \u03bb\uff09\u6765\u63a7\u5236\u5f15\u5bfc\u64cd\u4f5c\u7684\u5f71\u54cd\u8303\u56f4\u548c\u5f3a\u5ea6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-68b824dce1d99d8e859036f58342176a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-68b824dce1d99d8e859036f58342176a.png\"><\/a><\/p>\n<p>\u5728 Monitor \u4e2d\uff0c\u7cfb\u7edf\u5c06\u4f1a\u5bfb\u627e\u4e0e\u7528\u6237\u641c\u7d22\u67e5\u8be2\u6700\u4e3a\u5339\u914d\u7684 k \u4e2a\u795e\u7ecf\u5143\u3002\u8fd9\u4e9b\u795e\u7ecf\u5143\u4f1a\u88ab\u9009\u4e3a\u5f15\u5bfc\u96c6\uff0c\u5e2e\u52a9\u6211\u4eec\u51b3\u5b9a\u54ea\u4e9b\u7279\u5f81\u9700\u8981\u88ab\u51cf\u5f31\uff08\u505c\u7528\uff09\u6216\u8005\u52a0\u5f3a\uff08\u589e\u5f3a\uff09\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u5982\u679c\u6211\u4eec\u60f3\u8981\u51cf\u5f31\u4e00\u4e2a\u7279\u5f81\uff0c\u6211\u4eec\u4f1a\u8bbe\u7f6e\u5f15\u5bfc\u503c\u4e3a 0\uff08\u03bb=0\uff09\uff1b\u5982\u679c\u6211\u4eec\u60f3\u8981\u52a0\u5f3a\u4e00\u4e2a\u7279\u5f81\uff0c\u6211\u4eec\u4f1a\u8bbe\u7f6e\u5f15\u5bfc\u503c\u4e3a 0.5\uff08\u03bb=0.5\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d2e939cd8263000bdefa16d53712a46c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d2e939cd8263000bdefa16d53712a46c.png\"><\/a><\/p>\n<p>\u7528\u6237\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\uff0c\u901a\u8fc7\u70b9\u51fb\u9ad8\u7ea7\u9009\u9879\u6765\u8c03\u6574 k \u7684\u6570\u503c\uff08\u4e5f\u5c31\u662f\u4ed6\u4eec\u60f3\u8981\u5f71\u54cd\u7684\u795e\u7ecf\u5143\u6570\u91cf\uff09\u548c \u03bb \u7684\u6570\u503c\uff08\u4e5f\u5c31\u662f\u5f71\u54cd\u7684\u7a0b\u5ea6\uff09\u3002\u4ed6\u4eec\u8fd8\u53ef\u4ee5\u67e5\u770b\u88ab\u9009\u4e3a\u5f15\u5bfc\u96c6\u7684\u795e\u7ecf\u5143\u793a\u4f8b\uff0c\u5e76\u51b3\u5b9a\u4ed6\u4eec\u60f3\u8981\u5f71\u54cd\u7684\u7279\u5b9a\u7684 token \u5b50\u96c6\u3002\u5982\u679c\u6ca1\u6709\u7279\u522b\u6307\u5b9a\uff0c\u7cfb\u7edf\u9ed8\u8ba4\u4f1a\u5f71\u54cd\u521d\u59cb\u7cfb\u7edf\u548c\u7528\u6237\u63d0\u793a\u4e2d\u7684\u6240\u6709 token\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u7528\u6237\u4e5f\u53ef\u4ee5\u70b9\u51fb\u5355\u4e2a\u795e\u7ecf\u5143\uff0c\u4e86\u89e3\u6bcf\u4e2a\u795e\u7ecf\u5143\u7684\u5177\u4f53\u8be6\u60c5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-65aa3fdd17dcd72cbdeec9ce3c8ace47.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-65aa3fdd17dcd72cbdeec9ce3c8ace47.png\"><\/a><\/p>\n<p>\u7528\u6237\u8fd8\u53ef\u4ee5\u9009\u62e9\u8981\u5f15\u5bfc\u7684\u6807\u8bb0\u5b50\u96c6\uff0c\u5e76\u67e5\u770b\u5f15\u5bfc\u96c6\u4e2d\u7684\u793a\u4f8b\u795e\u7ecf\u5143\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-647f828ec7aad032b6431fe6647dc1b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-647f828ec7aad032b6431fe6647dc1b8.png\"><\/a><\/p>\n<p>\u524d\u7aef\u4e2d\u6700\u590d\u6742\u7684\u90e8\u5206\u662f\u53f3\u4e0a\u89d2\u7684 AI \u52a9\u7406\u663e\u793a\u3002\u8fd9\u4e2a\u5730\u65b9\u80fd\u4e3a\u7528\u6237\u63d0\u4f9b\u6700\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u6709\u5173\u754c\u9762\u72b6\u6001\u548c AI linter \u663e\u793a\u7684\u4fe1\u606f\u3002\u672a\u6765\uff0c\u8fd9\u5c06\u6210\u4e3a\u4e00\u4e2a\u901a\u7528\u63a5\u53e3\uff0c\u7528\u6237\u53ef\u4ee5\u4ece AI \u540e\u7aef\u8bf7\u6c42\u548c\u63a5\u6536\u4fe1\u606f\u3002<\/p>\n<p><strong>Transluce\uff1a\u521b\u5efa\u4e16\u754c\u4e00\u6d41\u7684\u5de5\u5177\u6765\u7406\u89e3 AI \u7cfb\u7edf<\/strong><\/p>\n<p>\u4eba\u7c7b\u5f88\u96be\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u56e0\u4e3a\u5b83\u4eec\u5e9e\u5927\u4e14\u4e0d\u900f\u660e\u3002Transluce \u7684\u76ee\u6807\u662f\u521b\u5efa\u4e16\u754c\u4e00\u6d41\u7684\u5de5\u5177\u6765\u7406\u89e3 AI \u7cfb\u7edf\uff0c\u5e76\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u6765\u63a8\u52a8\u53ef\u4fe1\u8d56 AI \u7684\u884c\u4e1a\u6807\u51c6\u30022024 \u5e74 7 \u6708\uff0cTransluce \u6210\u7acb\uff1b2024 \u5e74 10 \u6708 24 \u65e5\uff0c\u4e5f\u5c31\u662f\u4eca\u5929\uff0c\u8be5\u516c\u53f8\u6b63\u5f0f\u5b98\u5ba3\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fc767f6d6523514c505f7e58157884bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fc767f6d6523514c505f7e58157884bd.png\"><\/a><\/p>\n<p>\u516c\u53f8\u7684\u521b\u59cb\u56e2\u961f\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b245085a4253e8d5b200b685a23f62a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b245085a4253e8d5b200b685a23f62a2.png\"><\/a><\/p>\n<p>\u5176\u4e2d\uff0c\u8054\u5408\u521b\u59cb\u4eba Jacob Steinhardt \u662f\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u52a9\u7406\u6559\u6388\uff0c2018 \u5e74\u5728\u65af\u5766\u798f\u5927\u5b66\u53d6\u5f97\u535a\u58eb\u5b66\u4f4d\uff0c\u5e08\u4ece\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u526f\u6559\u6388 Percy Liang\u3002\u4ed6\u7684 Google Scholar \u88ab\u5f15\u91cf\u9ad8\u8fbe 20000+\u3002<\/p>\n<p>\u53e6\u4e00\u4f4d\u8054\u5408\u521b\u59cb\u4eba Sarah Schwettmann \u662f MIT \u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\uff08CSAIL\uff09\u7684\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c2021 \u5e74 8 \u6708\u5728 MIT \u62ff\u5230\u5927\u8111\u4e0e\u8ba4\u77e5\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\u3002<\/p>\n<p>\u516c\u53f8\u7684\u987e\u95ee\u56e2\u961f\u975e\u5e38\u8c6a\u534e\uff0c\u96c6\u9f50\u4e86 Yoshua Bengio\u3001Percy Liang \u5728\u5185\u7684\u591a\u4f4d AI \u5927\u725b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a69e9f4dc4dc2782af8655a9fe69dc61.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a69e9f4dc4dc2782af8655a9fe69dc61.png\"><\/a><\/p>\n<p>\u603b\u7684\u6765\u770b\uff0cTransluce \u73b0\u9636\u6bb5\u662f\u4e00\u4e2a\u975e\u8425\u5229\u6027\u7814\u7a76\u5b9e\u9a8c\u5ba4\uff0c\u81f4\u529b\u4e8e\u6784\u5efa\u5f00\u6e90\u3001\u53ef\u6269\u5c55\u7684\u6280\u672f\uff0c\u4ee5\u7406\u89e3 AI \u7cfb\u7edf\u5e76\u5f15\u5bfc\u5b83\u4eec\u670d\u52a1\u4e8e\u516c\u5171\u5229\u76ca\u3002<\/p>\n<p>\u4e3a\u4e86\u5efa\u7acb\u5bf9 AI \u7cfb\u7edf\u80fd\u529b\u548c\u98ce\u9669\u5206\u6790\u7684\u4fe1\u4efb\uff0c\u8fd9\u4e9b\u5de5\u5177\u5fc5\u987b\u662f\u53ef\u6269\u5c55\u548c\u5f00\u653e\u7684\uff1a \u00a0<\/p>\n<ul>\n<li>\n<p>\u53ef\u6269\u5c55\u6027\uff1aAI \u7cfb\u7edf\u6d89\u53ca\u591a\u4e2a\u590d\u6742\u6570\u636e\u6d41\u7684\u4ea4\u4e92\uff0c\u5305\u62ec\u8bad\u7ec3\u6570\u636e\u3001\u5185\u90e8\u8868\u793a\u3001\u884c\u4e3a\u548c\u7528\u6237\u4ea4\u4e92\u3002\u73b0\u6709\u7684\u7406\u89e3 AI 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\u7684\u6a21\u578b\u8303\u56f4\uff0c\u5e76\u5c06\u5f00\u6e90\u53d1\u5e03\uff0c\u4f9b\u793e\u533a\u8fdb\u4e00\u6b65\u5f00\u53d1\u3002\u4ed6\u4eec\u7684\u65b9\u6cd5\u5305\u62ec\u521b\u5efa AI \u9a71\u52a8\u7684\u5de5\u5177\uff0c\u5c06\u5de8\u5927\u7684\u8ba1\u7b97\u80fd\u529b\u7528\u4e8e\u89e3\u91ca\u8fd9\u4e9b\u590d\u6742\u7684\u7cfb\u7edf\u3002\u4ed6\u4eec\u901a\u8fc7\u4e09\u79cd\u6f14\u793a\u6765\u5c55\u793a\u8fd9\u4e00\u613f\u666f\uff1a<\/p>\n<p>1. \u4e00\u4e2a LLM pipeline\uff0c\u4e3a\u795e\u7ecf\u5143\u6fc0\u6d3b\u6a21\u5f0f\u521b\u5efa\u6700\u5148\u8fdb\u7684\u7279\u5f81\u63cf\u8ff0\uff1b<\/p>\n<p>2. \u4e00\u4e2a\u53ef\u89c2\u5bdf\u6027\u754c\u9762\uff0c\u7528\u4e8e\u8be2\u95ee\u548c\u5f15\u5bfc\u8fd9\u4e9b\u7279\u5f81\uff1b<\/p>\n<p>3. \u4e00\u4e2a\u884c\u4e3a\u5f15\u5bfc\u667a\u80fd\u4f53\uff0c\u81ea\u52a8\u4ece\u524d\u6cbf\u6a21\u578b\u4e2d\u641c\u7d22\u7528\u6237\u6307\u5b9a\u7684\u884c\u4e3a\uff0c\u5305\u62ec Llama-405B \u548c GPT-4o\u3002<\/p>\n<p>\u8fd9\u4e9b\u5de5\u5177\u5229\u7528 AI \u667a\u80fd\u4f53\u8bad\u7ec3\uff0c\u81ea\u52a8\u7406\u89e3\u5176\u4ed6 AI \u7cfb\u7edf\uff0c\u5e76\u5c06\u8fd9\u4e9b\u89c1\u89e3\u5448\u73b0\u7ed9\u4eba\u7c7b\u3002<\/p>\n<p>\u671f\u5f85\u8fd9\u5bb6\u516c\u53f8\u7684\u540e\u7eed\u8fdb\u5c55\u3002 \u00a0<\/p>\n<p><em><sup>\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/em><\/p>\n<p><sup><em>https:\/\/transluce.org\/introducing-transluce<\/em><\/sup><\/p>\n<p><sup><em>https:\/\/monitor.transluce.org\/dashboard\/chat<\/em><\/sup><\/p>\n<p><em><sup>https:\/\/transluce.org\/observability-interface<\/sup><\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-24-8\" target=\"_blank\">\u4ed6\u4eec\u63b0\u5f00\u795e\u7ecf\u5143\uff0c\u7ec8\u4e8e\u8ba9\u5927\u6a21\u578b9.8\u5927\u4e8e9.11\u4e86\uff1a\u795e\u79d8\u521b\u4e1a\u516c\u53f8\uff0c\u5f00\u6e90AI\u300c\u6d17\u8111\u300d\u5de5\u5177<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4ed6\u4eec\u63b0\u5f00\u795e\u7ecf\u5143\uff0c\u7ec8\u4e8e\u8ba9 [&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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