{"id":39758,"date":"2025-03-30T23:02:24","date_gmt":"2025-03-30T15:02:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=39758"},"modified":"2025-03-30T23:02:24","modified_gmt":"2025-03-30T15:02:24","slug":"%e6%a8%a1%e5%9e%8b%e8%b0%83%e4%bc%98%e6%97%a0%e9%9c%80%e6%a0%87%e6%b3%a8%e6%95%b0%e6%8d%ae%ef%bc%81%e5%b0%86llama-3-3-70b%e7%9b%b4%e6%8e%a5%e6%8f%90%e5%8d%87%e5%88%b0gpt-4o%e6%b0%b4%e5%b9%b3","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39758","title":{"rendered":"\u6a21\u578b\u8c03\u4f18\u65e0\u9700\u6807\u6ce8\u6570\u636e\uff01\u5c06Llama 3.3 70B\u76f4\u63a5\u63d0\u5347\u5230GPT-4o\u6c34\u5e73"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-30-3\" target=\"_blank\">\u6a21\u578b\u8c03\u4f18\u65e0\u9700\u6807\u6ce8\u6570\u636e\uff01\u5c06Llama 3.3 70B\u76f4\u63a5\u63d0\u5347\u5230GPT-4o\u6c34\u5e73<\/a><\/p>\n<p>\u73b0\u9636\u6bb5\uff0c\u5fae\u8c03\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u96be\u70b9\u5728\u4e8e\uff0c\u4eba\u4eec\u901a\u5e38\u6ca1\u6709\u9ad8\u8d28\u91cf\u7684\u6807\u6ce8\u6570\u636e\u3002<\/p>\n<p>\u6700\u8fd1\uff0cAI \u516c\u53f8 Databricks \u63a8\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u8c03\u4f18\u65b9\u6cd5 TAO\uff0c\u53ea\u9700\u8981\u8f93\u5165\u6570\u636e\uff0c\u65e0\u9700\u6807\u6ce8\u6570\u636e\u5373\u53ef\u5b8c\u6210\u3002\u66f4\u4ee4\u4eba\u60ca\u559c\u7684\u662f\uff0cTAO \u5728\u6027\u80fd\u4e0a\u751a\u81f3\u8d85\u8fc7\u4e86\u57fa\u4e8e\u6807\u6ce8\u6570\u636e\u7684\u76d1\u7763\u5fae\u8c03\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-702f8f89fbc83489650903a963003f80.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-702f8f89fbc83489650903a963003f80.png\"><\/a><\/section>\n<p>\u4f17\u6240\u5468\u77e5\uff0cLLM \u5f88\u96be\u9002\u5e94\u65b0\u7684\u4f01\u4e1a\u7ea7\u4efb\u52a1\u3002\u63d0\u793a\uff08prompting\uff09\u7684\u65b9\u5f0f\u5bb9\u6613\u51fa\u9519\uff0c\u4e14\u8d28\u91cf\u63d0\u5347\u6709\u9650\uff0c\u800c\u5fae\u8c03\uff08fine-tuning\uff09\u5219\u9700\u8981\u5927\u91cf\u7684\u6807\u6ce8\u6570\u636e\uff0c\u800c\u8fd9\u4e9b\u6570\u636e\u5728\u5927\u591a\u6570\u4f01\u4e1a\u4efb\u52a1\u4e2d\u662f\u4e0d\u53ef\u7528\u7684\u3002<\/p>\n<p>Databricks \u63d0\u51fa\u7684\u6a21\u578b\u8c03\u4f18\u65b9\u6cd5\uff0c\u53ea\u9700\u8981\u672a\u6807\u6ce8\u6570\u636e\uff0c\u4f01\u4e1a\u5c31\u53ef\u4ee5\u5229\u7528\u73b0\u6709\u7684\u6570\u636e\u6765\u63d0\u5347 AI \u7684\u8d28\u91cf\u5e76\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<p>TAO\uff08\u5168\u79f0 Test-time Adaptive Optimization\uff09\u5229\u7528\u6d4b\u8bd5\u65f6\u8ba1\u7b97\uff08\u7531 o1 \u548c R1 \u63a8\u5e7f\uff09\u548c\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b97\u6cd5\uff0c\u4ec5\u57fa\u4e8e\u8fc7\u53bb\u7684\u8f93\u5165\u793a\u4f8b\u6765\u6559\u5bfc\u6a21\u578b\u66f4\u597d\u5730\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u81f3\u5173\u91cd\u8981\u7684\u662f\uff0c\u5c3d\u7ba1 TAO \u4f7f\u7528\u4e86\u6d4b\u8bd5\u65f6\u8ba1\u7b97\uff0c\u4f46\u5b83\u5c06\u5176\u4f5c\u4e3a\u8bad\u7ec3\u6a21\u578b\u8fc7\u7a0b\u7684\u4e00\u90e8\u5206\uff1b\u7136\u540e\uff0c\u8be5\u6a21\u578b\u4ee5\u8f83\u4f4e\u7684\u63a8\u7406\u6210\u672c\uff08\u5373\u5728\u63a8\u7406\u65f6\u4e0d\u9700\u8981\u989d\u5916\u7684\u8ba1\u7b97\uff09\u76f4\u63a5\u6267\u884c\u4efb\u52a1\u3002<\/p>\n<p>\u66f4\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u5373\u4f7f\u6ca1\u6709\u6807\u6ce8\u6570\u636e\uff0cTAO \u4e5f\u80fd\u5b9e\u73b0\u6bd4\u4f20\u7edf\u8c03\u4f18\u6a21\u578b\u66f4\u597d\u7684\u8d28\u91cf\uff0c\u5e76\u4e14\u5b83\u53ef\u4ee5\u5c06\u50cf Llama \u8fd9\u6837\u7684\u5f00\u6e90\u6a21\u578b\u63d0\u5347\u5230\u4e0e\u4e13\u6709\u6a21\u578b\uff08\u5982 GPT-4o \u548c o3-mini\uff09\u76f8\u5f53\u7684\u8d28\u91cf\u6c34\u5e73\u3002<\/p>\n<p>\u501f\u52a9 TAO\uff0cDatabricks \u5df2\u7ecf\u53d6\u5f97\u4e86\u4e09\u9879\u7a81\u7834\u6027\u6210\u679c\uff1a<\/p>\n<ul>\n<li>\n<p>\u5728\u6587\u6863\u95ee\u7b54\u548c SQL \u751f\u6210\u7b49\u4e13\u4e1a\u4f01\u4e1a\u4efb\u52a1\u4e2d\uff0cTAO \u7684\u8868\u73b0\u4f18\u4e8e\u9700\u8981\u6570\u5343\u6807\u6ce8\u6837\u672c\u7684\u4f20\u7edf\u5fae\u8c03\u65b9\u6cd5\u3002\u5b83\u8ba9 Llama 8B\/70B \u7b49\u9ad8\u6548\u5f00\u6e90\u6a21\u578b\u8fbe\u5230\u4e86 GPT-4o\/o3-mini1 \u7b49\u5546\u4e1a\u6a21\u578b\u7684\u540c\u7b49\u6c34\u5e73\uff0c\u4e14\u65e0\u9700\u4efb\u4f55\u6807\u6ce8\u6570\u636e\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5728\u96f6\u6807\u6ce8\u6570\u636e\u6761\u4ef6\u4e0b\uff0cTAO \u5c06 Llama 3.3 70B \u6a21\u578b\u5728\u4f01\u4e1a\u7efc\u5408\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u63d0\u5347\u4e86 2.4%\uff1b<\/p>\n<\/li>\n<li>\n<p>\u589e\u52a0 TAO \u8bad\u7ec3\u9636\u6bb5\u7684\u7b97\u529b\u6295\u5165\uff0c\u53ef\u4ee5\u5728\u76f8\u540c\u6570\u636e\u6761\u4ef6\u4e0b\u83b7\u5f97\u66f4\u4f18\u6a21\u578b\u8d28\u91cf\uff0c\u4e14\u4e0d\u4f1a\u589e\u52a0\u63a8\u7406\u9636\u6bb5\u7684\u6210\u672c\u6d88\u8017\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u56fe 1 \u5c55\u793a\u4e86 TAO \u5728\u4e09\u4e2a\u4f01\u4e1a\u7ea7\u4efb\u52a1\u4e2d\u5bf9 Llama \u6a21\u578b\u7684\u63d0\u5347\u6548\u679c\uff1a\u5c3d\u7ba1\u4ec5\u4f7f\u7528\u539f\u59cb\u8f93\u5165\u6570\u636e\uff0cTAO \u4e0d\u4ec5\u8d85\u8d8a\u4e86\u9700\u8981\u6570\u5343\u6807\u6ce8\u6837\u672c\u7684\u4f20\u7edf\u5fae\u8c03 (FT) \u65b9\u6cd5\uff0c\u66f4\u8ba9 Llama \u7cfb\u5217\u6a21\u578b\u8fbe\u5230\u4e86\u5546\u4e1a\u6a21\u578b\u7684\u6027\u80fd\u6c34\u51c6\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2dc0971302c140b28b11162c70af4da2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2dc0971302c140b28b11162c70af4da2.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-bc228d76854f5e6786c096c601b6f7eb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-bc228d76854f5e6786c096c601b6f7eb.png\"><\/a><\/section>\n<p>\u56fe 1\uff1aLlama 3.1 8B \u4e0e Llama 3.3 70B \u5728\u4e09\u5927\u4f01\u4e1a\u7ea7\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5e94\u7528 TAO \u7684\u6548\u679c\u5bf9\u6bd4\u3002TAO \u5e26\u6765\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u4e0d\u4ec5\u8d85\u8d8a\u4f20\u7edf\u5fae\u8c03\u65b9\u6cd5\uff0c\u66f4\u76f4\u6307\u9ad8\u4ef7\u5546\u4e1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u6c34\u5e73\u3002<\/p>\n<p><strong>TAO \u5de5\u4f5c\u539f\u7406 \u00a0\u57fa\u4e8e\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u4e0e\u5f3a\u5316\u5b66\u4e60\u7684\u6a21\u578b\u8c03\u4f18<\/strong><\/p>\n<p>TAO \u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u6452\u5f03\u4e86\u4eba\u5de5\u6807\u6ce8\u6570\u636e\uff0c\u8f6c\u800c\u5229\u7528\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u5f15\u5bfc\u6a21\u578b\u63a2\u7d22\u4efb\u52a1\u7684\u53ef\u80fd\u54cd\u5e94\uff0c\u518d\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6839\u636e\u54cd\u5e94\u8bc4\u4f30\u7ed3\u679c\u66f4\u65b0\u6a21\u578b\u53c2\u6570\u3002<\/p>\n<p>\u8be5\u6d41\u7a0b\u901a\u8fc7\u53ef\u6269\u5c55\u7684\u6d4b\u8bd5\u65f6\u8ba1\u7b97\uff08\u800c\u975e\u6602\u8d35\u7684\u4eba\u5de5\u6807\u6ce8\uff09\u5b9e\u73b0\u8d28\u91cf\u63d0\u5347\uff0c\u5e76\u80fd\u7075\u6d3b\u878d\u5165\u9886\u57df\u77e5\u8bc6\uff08\u5982\u5b9a\u5236\u89c4\u5219\uff09\u3002\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u5728\u9ad8\u8d28\u91cf\u5f00\u6e90\u6a21\u578b\u4e0a\u5e94\u7528\u8be5\u65b9\u6cd5\u65f6\uff0c\u5176\u6548\u679c\u5f80\u5f80\u4f18\u4e8e\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\u7684\u4f20\u7edf\u65b9\u6848\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1370db564e9d9e6e123ecb07627c289a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1370db564e9d9e6e123ecb07627c289a.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 TAO pipeline<\/sup><\/p>\n<p>TAO \u5305\u542b\u56db\u4e2a\u6838\u5fc3\u9636\u6bb5\uff1a<\/p>\n<ul>\n<li>\n<p>\u54cd\u5e94\u751f\u6210\uff1a\u8be5\u9636\u6bb5\u9996\u5148\u6536\u96c6\u4efb\u52a1\u76f8\u5173\u7684\u8f93\u5165\u63d0\u793a\u6216\u67e5\u8be2\u6837\u672c\u3002\u5728 Databricks \u5e73\u53f0\u4e0a\uff0c\u8fd9\u4e9b\u63d0\u793a\u53ef\u901a\u8fc7 AI Gateway \u81ea\u52a8\u91c7\u96c6\uff1b<\/p>\n<\/li>\n<li>\n<p>\u54cd\u5e94\u8bc4\u5206\uff1a\u7cfb\u7edf\u5316\u8bc4\u4f30\u751f\u6210\u54cd\u5e94\u7684\u9636\u6bb5\u3002\u8bc4\u5206\u65b9\u6cd5\u5305\u542b\u591a\u79cd\u7b56\u7565\uff0c\u4f8b\u5982\u57fa\u4e8e\u5956\u52b1\u6a21\u578b\u3001\u504f\u597d\u8bc4\u5206\uff0c\u6216\u5229\u7528 LLM \u8bc4\u5224\u5668\u53ca\u5b9a\u5236\u89c4\u5219\u8fdb\u884c\u4efb\u52a1\u7279\u5f02\u6027\u9a8c\u8bc1\uff0c\u786e\u4fdd\u6bcf\u4e2a\u54cd\u5e94\u90fd\u505a\u5230\u6700\u4f18\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bad\u7ec3\uff1a\u6700\u7ec8\u9636\u6bb5\u91c7\u7528\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u6cd5\u66f4\u65b0\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u4e0e\u9ad8\u5206\u54cd\u5e94\u9ad8\u5ea6\u5951\u5408\u7684\u8f93\u51fa\u3002\u901a\u8fc7\u8fd9\u4e00\u81ea\u9002\u5e94\u5b66\u4e60\u8fc7\u7a0b\uff0c\u6a21\u578b\u6301\u7eed\u4f18\u5316\u9884\u6d4b\u80fd\u529b\u4ee5\u63d0\u5347\u8d28\u91cf\uff1b<\/p>\n<\/li>\n<li>\n<p>\u6301\u7eed\u6539\u8fdb\uff1aTAO \u4ec5\u9700 LLM \u8f93\u5165\u6837\u672c\u4f5c\u4e3a\u6570\u636e\u6e90\u3002\u7528\u6237\u4e0e LLM \u7684\u65e5\u5e38\u4ea4\u4e92\u81ea\u7136\u5f62\u6210\u8be5\u6570\u636e \u2014\u2014 \u4e00\u65e6\u6a21\u578b\u90e8\u7f72\u4f7f\u7528\uff0c\u5373\u53ef\u81ea\u52a8\u751f\u6210\u4e0b\u4e00\u8f6e TAO \u8bad\u7ec3\u6570\u636e\u3002\u5728 Databricks \u5e73\u53f0\u4e0a\uff0c\u501f\u52a9 TAO \u673a\u5236\uff0c\u6a21\u578b\u4f1a\u968f\u7740\u4f7f\u7528\u9891\u6b21\u589e\u52a0\u800c\u6301\u7eed\u8fdb\u5316\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u867d\u7136 TAO \u5728\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u4e86\u6d4b\u8bd5\u65f6\u8ba1\u7b97\uff0c\u4f46\u6700\u7ec8\u4ea7\u51fa\u7684\u6a21\u578b\u5728\u6267\u884c\u4efb\u52a1\u65f6\u4ecd\u4fdd\u6301\u4f4e\u63a8\u7406\u6210\u672c\u3002\u8fd9\u610f\u5473\u7740\u7ecf\u8fc7 TAO \u8c03\u4f18\u7684\u6a21\u578b\u5728\u63a8\u7406\u9636\u6bb5 \u2014\u2014 \u4e0e\u539f\u7248\u6a21\u578b\u76f8\u6bd4 \u2014\u2014 \u5177\u6709\u5b8c\u5168\u76f8\u540c\u7684\u8ba1\u7b97\u5f00\u9500\u548c\u54cd\u5e94\u901f\u5ea6\uff0c\u663e\u8457\u4f18\u4e8e o1\u3001o3 \u548c R1 \u7b49\u4f9d\u8d56\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u7684\u6a21\u578b\u3002\u5b9e\u9a8c\u8868\u660e\uff1a\u91c7\u7528 TAO \u8bad\u7ec3\u7684\u9ad8\u6548\u5f00\u6e90\u6a21\u578b\uff0c\u5728\u8d28\u91cf\u4e0a\u8db3\u4ee5\u6bd4\u80a9\u9876\u5c16\u7684\u5546\u4e1a\u95ed\u6e90\u6a21\u578b\u3002<\/p>\n<p>TAO \u4e3a AI \u6a21\u578b\u8c03\u4f18\u63d0\u4f9b\u4e86\u4e00\u79cd\u7a81\u7834\u6027\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li>\n<p>\u4e0d\u540c\u4e8e\u8017\u65f6\u4e14\u6613\u51fa\u9519\u7684\u63d0\u793a\u5de5\u7a0b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u4e5f\u533a\u522b\u4e8e\u9700\u8981\u6602\u8d35\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u7684\u4f20\u7edf\u5fae\u8c03\uff1b<\/p>\n<\/li>\n<li>\n<p>TAO \u4ec5\u9700\u5de5\u7a0b\u5e08\u63d0\u4f9b\u4efb\u52a1\u76f8\u5173\u7684\u5178\u578b\u8f93\u5165\u6837\u672c\uff0c\u5373\u53ef\u5b9e\u73b0\u5353\u8d8a\u6027\u80fd\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-085f6ed4762c663f317596da78567fee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-085f6ed4762c663f317596da78567fee.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 LLM \u4e0d\u540c\u8c03\u4f18\u65b9\u6cd5\u6bd4\u8f83\u3002<\/sup><\/p>\n<p><strong>\u5b9e\u9a8c\u53ca\u7ed3\u679c<\/strong><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6587\u7ae0\u6df1\u5165\u63a2\u8ba8\u4e86\u5982\u4f55\u4f7f\u7528 TAO \u9488\u5bf9\u4e13\u95e8\u7684\u4f01\u4e1a\u4efb\u52a1\u8c03\u4f18 LLM\u3002\u672c\u6587\u9009\u62e9\u4e86\u4e09\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u57fa\u51c6\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-29cfb35f883b57669b05d4d9d6f5359e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-29cfb35f883b57669b05d4d9d6f5359e.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 2\uff1a\u8be5\u7814\u7a76\u4f7f\u7528\u7684\u57fa\u51c6\u6d4b\u8bd5\u6982\u89c8\u3002<\/sup><\/p>\n<p>\u5982\u8868 3 \u6240\u793a\uff0c\u5728\u6240\u6709\u4e09\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u548c\u4e24\u79cd Llama \u6a21\u578b\u4e2d\uff0cTAO \u663e\u8457\u63d0\u5347\u4e86\u57fa\u7840 Llama \u7684\u6027\u80fd\uff0c\u751a\u81f3\u8d85\u8fc7\u4e86\u5fae\u8c03\u7684\u6548\u679c\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3ed0f68cbfc8e593b65c4bab74147765.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3ed0f68cbfc8e593b65c4bab74147765.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 3\uff1a\u5728\u4e09\u4e2a\u4f01\u4e1a\u7ea7\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4f7f\u7528 TAO \u7684 Llama 3.1 8B \u548c Llama 3.3 70B \u5b9e\u9a8c\u7ed3\u679c\u3002<\/sup><\/p>\n<p>\u4e0e\u7ecf\u5178\u7684\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u7c7b\u4f3c\uff0c\u5f53 TAO \u80fd\u591f\u4f7f\u7528\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u65f6\uff0c\u5b83\u4f1a\u4ea7\u751f\u66f4\u9ad8\u8d28\u91cf\u7684\u7ed3\u679c\uff08\u89c1\u56fe 3 \u4e2d\u7684\u793a\u4f8b\uff09\u3002\u7136\u800c\uff0c\u4e0e\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u4e0d\u540c\u7684\u662f\uff0c\u8fd9\u79cd\u989d\u5916\u7684\u8ba1\u7b97\u8d44\u6e90\u4ec5\u5728\u8c03\u4f18\u9636\u6bb5\u4f7f\u7528\uff1b\u6700\u7ec8\u7684\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u6210\u672c\u4e0e\u539f\u59cb\u8bed\u8a00\u6a21\u578b\u76f8\u540c\u3002\u4f8b\u5982\uff0co3-mini \u751f\u6210\u7684\u8f93\u51fa token \u6570\u91cf\u6bd4\u5176\u4ed6\u6a21\u578b\u591a 5-10 \u500d\uff0c\u56e0\u6b64\u5176\u63a8\u7406\u6210\u672c\u4e5f\u76f8\u5e94\u66f4\u9ad8\uff0c\u800c TAO \u7684\u63a8\u7406\u6210\u672c\u4e0e\u539f\u59cb Llama \u6a21\u578b\u76f8\u540c\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c42bb05c81953879ed423b11623fcab4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c42bb05c81953879ed423b11623fcab4.png\"><\/a><\/section>\n<p><strong>\u5229\u7528 TAO \u63d0\u9ad8\u6a21\u578b\u591a\u4efb\u52a1\u6027\u80fd<\/strong><\/p>\n<p>\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u8be5\u7814\u7a76\u5df2\u7ecf\u4f7f\u7528 TAO \u6765\u63d0\u5347\u8bed\u8a00\u6a21\u578b\u5728\u5355\u4e00\u4efb\u52a1\uff08\u4f8b\u5982 SQL \u751f\u6210\uff09\u4e0a\u7684\u8868\u73b0\u3002\u63a5\u4e0b\u6765\uff0c\u8be5\u7814\u7a76\u5c55\u793a\u4e86 TAO 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0cb3e94a16fc80bbd649bedcfc81af33.png\"><\/a><\/section>\n<p><sup>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.databricks.com\/blog\/tao-using-test-time-compute-train-efficient-llms-without-labeled-data<\/sup><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-30-3\" target=\"_blank\">\u6a21\u578b\u8c03\u4f18\u65e0\u9700\u6807\u6ce8\u6570\u636e\uff01\u5c06Llama 3.3 70B\u76f4\u63a5\u63d0\u5347\u5230GPT-4o\u6c34\u5e73<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6a21\u578b\u8c03\u4f18\u65e0\u9700\u6807\u6ce8\u6570\u636e\uff01 [&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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