{"id":35824,"date":"2025-01-01T12:00:14","date_gmt":"2025-01-01T04:00:14","guid":{"rendered":"https:\/\/17aitech.com\/?p=35824"},"modified":"2025-01-01T12:00:14","modified_gmt":"2025-01-01T04:00:14","slug":"%e7%94%a8%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%bc%98%e5%8c%96%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%a2%84%e8%ae%ad%e7%bb%83%e6%95%b0%e6%8d%ae%ef%bc%8c%e8%8a%82%e7%9c%8120%e5%80%8d%e8%ae%a1%e7%ae%97%e9%87%8f%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35824","title":{"rendered":"\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-27-2\" target=\"_blank\">\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5b9e\u9a8c\u5ba4\uff08GAIR\uff0c\u4e3b\u9875\uff1ahttps:\/\/plms.ai\/\uff09\u662f\u56fd\u5185\u9996\u4e2a\u805a\u7126\u4e8e\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u9ad8\u6821\u7814\u7a76\u7ec4\u3002\u6c47\u805a\u4e86\u6765\u81ea\u4e8e CMU\u3001\u590d\u65e6\u3001\u4ea4\u5927\uff08ACM \u73ed\u3001IEEE \u8bd5\u70b9\u73ed\u7b49\uff09\u7b49\u9876\u5c16\u9ad8\u6821\u7684\u5e74\u8f7b\u672c\u7855\u535a\u4eba\u624d\u3002\u5b9e\u9a8c\u5ba4\u4e13\u6ce8\u4e8e\u4e09\u5927\u6838\u5fc3\u9886\u57df\uff1a\u5927\u6a21\u578b\u57fa\u7840\u7814\u7a76\u3001\u5bf9\u9f50\u7cfb\u7edf\u548c\u793e\u4f1a\u5f71\u54cd\uff0c\u81f4\u529b\u4e8e\u57f9\u517b\u9876\u5c16\u4eba\u5de5\u667a\u80fd\u4eba\u624d\uff08\u5177\u6709\u539f\u521b\u3001\u6279\u5224\u7cbe\u795e\u7b49\uff09\u3001\u5f00\u53d1\u5c16\u7aef\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u8d4b\u80fd\u4eba\u7c7b\u89e3\u51b3\u590d\u6742\u95ee\u9898\uff0c\u63d0\u5347\u4eba\u7c7b\u751f\u6d3b\u8d28\u91cf\u3002<\/strong><\/section>\n<section><\/section>\n<section>Program-Every-Example (ProX) \u662f\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4 (GAIR Lab) \u3001\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u3001\u65b0\u52a0\u5761 Sea AI Lab \u8054\u5408\u7814\u7a76\u7684\u4e00\u4e2a\u7528\u4e8e\u63d0\u5347\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u8bed\u6599\u8d28\u91cf\u7684\u6570\u636e\u4f18\u5316\u6846\u67b6\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u80cc\u666f\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5927\u6a21\u578b\u7814\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u6570\u636e\u8d28\u91cf\u662f\u51b3\u5b9a\u6a21\u578b\u6210\u529f\u4e0e\u5426\u7684\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\uff0c\u800c\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6570\u636e\u5219\u662f\u6784\u5efa\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u7840\u3002\u4e1a\u754c\u7684\u5b9e\u8df5\u901a\u5e38\u662f\u6293\u53d6\u4e92\u8054\u7f51\u4e0a\u7684\u6d77\u91cf\u7684\u7f51\u9875\u6570\u636e\uff0c\u7136\u540e\u7531\u4eba\u7c7b\u4e13\u5bb6\u8bbe\u8ba1\u4e13\u95e8\u7684\u89c4\u5219\u6765\u8fdb\u884c\u6570\u636e\u6e05\u6d17\uff0c\u8fd9\u4e9b\u89c4\u5219\u867d\u7136\u80fd\u591f\u5728\u5904\u7406\u6570\u5343\u4ebf\u751a\u81f3\u4e0a\u4e07\u4ebf token \u7ea7\u522b\u7684\u8bed\u6599\u65f6\u4fdd\u6301\u8f83\u9ad8\u7684\u6548\u7387\uff0c\u4f46\u5176\u5c40\u9650\u6027\u4e5f\u9010\u6e10\u663e\u73b0\u3002\u6570\u636e\u7684\u6e05\u6d17\u6548\u679c\u5f80\u5f80\u51b3\u4e8e\u89c4\u5219\u662f\u5426\u5168\u9762\uff0c\u7136\u800c\u8fd9\u4e9b\u89c4\u5219\u5e76\u4e0d\u80fd\u7406\u89e3\u6587\u6863\u4e2d\u7684\u4e0a\u4e0b\u6587\u8bed\u5883\uff0c\u540c\u65f6\u4e5f\u5f88\u96be\u4e3a\u6bcf\u4e00\u4e2a\u6587\u6863\u53bb\u5b9a\u5236\u89c4\u5219\uff0c\u6545\u6b64\u9762\u5bf9\u591a\u6837\u5316\u7684\u6837\u672c\u9700\u6c42\uff0c\u8fd9\u4e9b\u9759\u6001\u89c4\u5219\u96be\u4ee5\u7075\u6d3b\u5e94\u5bf9\uff0c\u5bfc\u81f4\u8bed\u6599\u8d28\u91cf\u63d0\u5347\u7a7a\u95f4\u6709\u9650\uff0c\u5236\u7ea6\u4e86\u6a21\u578b\u7684\u8fdb\u4e00\u6b65\u7a81\u7834\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4 (GAIR Lab)\u3001\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u4ee5\u53ca\u65b0\u52a0\u5761 Sea AI Lab \u8054\u5408\u63d0\u51fa\u4e86<strong>\u00a0Program-Every-Example (ProX)\u00a0<\/strong>\u6846\u67b6\u3002ProX \u901a\u8fc7\u91c7\u7528\u8bed\u8a00\u6a21\u578b\u800c\u975e\u4eba\u7c7b\u89c4\u5219\u8fdb\u884c\u81ea\u52a8\u5316\u7684\u6570\u636e\u4f18\u5316\uff0c\u7075\u6d3b\u5e94\u5bf9\u591a\u6837\u5316\u7684\u6837\u672c\u7279\u5f81\uff0c\u663e\u8457\u63d0\u5347\u4e86\u9884\u8bad\u7ec3\u8bed\u6599\u7684\u8d28\u91cf\uff0c\u4e3a\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6027\u80fd\u7a81\u7834\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u80fd\u7684\u6570\u636e\u4f18\u5316\u601d\u8def<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-676a4de5acc78d86d44062a22ec0d08b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-676a4de5acc78d86d44062a22ec0d08b.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587: https:\/\/huggingface.co\/papers\/2409.17115<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u56e2\u961f\u8fd8\u4ee5\u5f00\u6e90\u7684\u65b9\u5f0f\u4e3a\u793e\u533a\u63d0\u4f9b\u4e86\uff1a<\/section>\n<ul>\n<li>\n<section>\n<p>\u4ee3\u7801\u6846\u67b6: https:\/\/github.com\/GAIR-NLP\/ProX<\/p>\n<\/section>\n<\/li>\n<li>\n<section>\n<p>\u9884\u8bad\u7ec3\u5b9e\u9a8c\u7684\u5168\u5b9e\u9a8c\u7ec6\u8282\u548c\u6a21\u578b: https:\/\/huggingface.co\/gair-prox<\/p>\n<\/section>\n<\/li>\n<li>\n<section>\n<p>\u8d85\u8fc7 100B \u7684\u9ad8\u8d28\u91cf\u901a\u7528\u8bed\u6599\u548c 5B \u7684\u9ad8\u8d28\u91cf\u6570\u5b66\u8bed\u6599: https:\/\/hf.co\/collections\/gair-prox\/prox-dataset-66e81c9d560911b836bb3704<\/p>\n<\/section>\n<\/li>\n<\/ul>\n<section><strong>2. \u7528\u8bed\u8a00\u6a21\u578b\u63d0\u5347\u8bed\u8a00\u6a21\u578b \u300c\u81ea\u5df1\u300d\u00a0\u7684\u6570\u636e\u8d28\u91cf<\/strong><\/section>\n<section><\/section>\n<section>\u4f20\u7edf\u7684\u9884\u8bad\u7ec3\u6570\u636e\u6e05\u6d17\u548c\u4f18\u5316\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8d56\u4eba\u5de5\u8bbe\u8ba1\u7684\u89c4\u5219\uff0c\u867d\u7136\u8fd9\u4e9b\u89c4\u5219\u80fd\u591f\u6709\u6548\u8fc7\u6ee4\u4f4e\u8d28\u91cf\u6570\u636e\uff0c\u4f46\u65e0\u6cd5\u9488\u5bf9\u6bcf\u4e2a\u6837\u672c\u8fdb\u884c\u66f4\u7ec6\u7c92\u5ea6\u7684\u5904\u7406\u3002\u8fd9\u79cd\u65b9\u5f0f\u96be\u4ee5\u5904\u7406\u590d\u6742\u7684\u591a\u6837\u5316\u6570\u636e\uff0c\u6700\u7ec8\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u6027\u80fd\u7684\u74f6\u9888\u3002<strong>Program-Every-Example (ProX)\u00a0<\/strong>\u7684\u51fa\u73b0\u65e8\u5728\u6539\u53d8\u8fd9\u4e00\u5c40\u9762\uff0c\u5b83\u901a\u8fc7\u5229\u7528\u8bed\u8a00\u6a21\u578b\u81ea\u52a8\u751f\u6210\u4f18\u5316\u7a0b\u5e8f\uff0c\u80fd\u591f\u5bf9\u6bcf\u4e2a\u6570\u636e\u6837\u672c\u8fdb\u884c\u4e2a\u6027\u5316\u5904\u7406\uff0c\u63d0\u5347\u6570\u636e\u7684\u6574\u4f53\u8d28\u91cf\u3002ProX \u4e0d\u4ec5\u53ef\u4ee5\u8bc6\u522b\u4f4e\u8d28\u91cf\u7684\u6587\u672c\uff0c\u8fd8\u80fd\u8fdb\u884c\u66f4\u7cbe\u51c6\u7684\u4f18\u5316\u548c\u6e05\u7406\uff0c\u5982\u5b57\u7b26\u4e32\u6807\u51c6\u5316\u3001\u566a\u58f0\u884c\u5220\u9664\u7b49\u64cd\u4f5c\uff0c\u786e\u4fdd\u6bcf\u4e2a\u6837\u672c\u90fd\u80fd\u4ee5\u6700\u4f73\u72b6\u6001\u8fdb\u5165\u9884\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-cb5bc1a96b342431986783199c42b2fa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-cb5bc1a96b342431986783199c42b2fa.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\uff1aProX \u603b\u4f53\u6846\u67b6\uff0c\u5229\u7528\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7a0b\u5e8f + \u6267\u884c\uff0c\u63d0\u5347\u6570\u636e\u8d28\u91cf\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>3. \u5982\u4f55\u517c\u987e\u6548\u7387\u548c\u8d28\u91cf\uff1fProgram-Every-Example!<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5229\u7528\u8bed\u8a00\u6a21\u578b\u63d0\u5347\u6570\u636e\u8d28\u91cf\u7684\u540c\u65f6\uff0c\u5982\u4f55\u63d0\u9ad8\u6570\u636e\u5904\u7406\u7684\u6210\u672c\u548c\u6548\u7387\u4e5f\u662f\u7814\u7a76\u4e2d\u7684\u4e00\u5927\u6311\u6218\uff0c\u7279\u522b\u662f\u8003\u8651\u5230\u9884\u8bad\u7ec3\u6240\u9700\u8981\u7684\u8bed\u6599\u5f80\u5f80\u7a81\u7834\u4e86\u6570\u4e07\u4ebf\u7ea7\u522b (<strong>TB<\/strong>) token\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u671f\uff0c\u4e1a\u754c\u548c\u5404\u4e2a\u7814\u7a76\u56e2\u961f\uff08\u5982 meta \u7684 llama \u56e2\u961f\uff0c\u963f\u91cc\u5343\u95ee\u56e2\u961f\uff09\u4e5f\u5728\u79ef\u6781\u7814\u7a76\u76f4\u63a5<strong>\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6765\u9009\u62e9\u548c\u8fc7\u6ee4\u8bed\u6599<\/strong>\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u4e3b\u8981\u5e94\u7528\u4e8e\u6587\u6863\u7ea7\u522b\u7684\u6570\u636e\u8fc7\u6ee4\u548c\u9009\u62e9\uff0c\u80fd\u591f\u6709\u6548\u8bc6\u522b\u4f4e\u8d28\u91cf\u7684\u6587\u6863\u5e76\u52a0\u4ee5\u6392\u9664\uff0c\u63d0\u5347\u6574\u4f53\u6570\u636e\u96c6\u7684\u8d28\u91cf\u3002\u7136\u800c\uff0c\u8fd9\u7c7b\u65b9\u6cd5\u6f5c\u5728\u7684\u5c40\u9650\u6027\u5728\u4e8e\u5176\u7cbe\u7ec6\u5316\u5904\u7406\u80fd\u529b\u4e0d\u8db3\uff0c\u901a\u5e38\u53ea\u505c\u7559\u5728\u6587\u6863\u7684\u9009\u62e9\u5c42\u9762\uff0c\u53ef\u80fd\u6ca1\u6709\u8fdb\u4e00\u6b65\u5bf9\u6587\u6863\u5185\u7684\u7ec6\u8282\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u4f18\u5316\u548c\u6e05\u7406\uff0c\u4f8b\u5982\u5b57\u7b26\u7ea7\u522b\u7684\u89c4\u8303\u5316\u5904\u7406\u3001\u566a\u58f0\u884c\u7684\u5220\u9664\u7b49\u64cd\u4f5c\uff0c\u4ece\u800c\u9650\u5236\u4e86\u6570\u636e\u4f18\u5316\u7684\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section>\u540c\u65f6\uff0c<strong>\u76f4\u63a5\u7684\u6570\u636e\u5408\u6210<\/strong>\u65b9\u6cd5\u6b63\u5728\u6210\u4e3a\u53e6\u4e00\u4e2a\u7814\u7a76\u70ed\u70b9\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u57fa\u4e8e\u79cd\u5b50\u6570\u636e\u6216\u7279\u5b9a\u8bdd\u9898\uff0c\u4e3b\u52a8\u751f\u6210\u65b0\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u3002\u8fd9\u79cd\u5408\u6210\u6280\u672f\u5c3d\u7ba1\u5c55\u793a\u4e86\u751f\u6210\u591a\u6837\u5316\u3001\u4e30\u5bcc\u8bed\u6599\u7684\u6f5c\u529b\uff0c\u4f46\u5176\u6311\u6218\u5728\u4e8e\u9700\u8981\u6781\u5927\u7684\u8ba1\u7b97\u8d44\u6e90\u652f\u6301\uff0c\u7279\u522b\u662f\u5728\u5927\u89c4\u6a21\u751f\u6210\u65f6\uff0c\u8ba1\u7b97\u4ee3\u4ef7\u975e\u5e38\u9ad8\u3002\u6b64\u5916\uff0cLLM \u751f\u6210\u7684\u6570\u636e\u8fd8\u9762\u4e34\u5e7b\u89c9\u95ee\u9898\uff0c\u5373\u751f\u6210\u5185\u5bb9\u4e0e\u4e8b\u5b9e\u4e0d\u7b26\uff0c\u65e0\u6cd5\u4fdd\u8bc1\u8bad\u7ec3\u6570\u636e\u7684\u771f\u5b9e\u6027\u548c\u4e00\u81f4\u6027\u3002\u8fd9\u4e9b\u95ee\u9898\u7ed9\u76f4\u63a5\u6570\u636e\u5408\u6210\u65b9\u6cd5\u7684\u5b9e\u9645\u5e94\u7528\u5e26\u6765\u4e86\u5f88\u5927\u6311\u6218\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u9ad8\u7cbe\u5ea6\u548c\u9ad8\u53ef\u4fe1\u5ea6\u7684\u9886\u57df\u3002<\/section>\n<section><\/section>\n<section>\u4e8e\u662f\u5728 ProX \u4e2d\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86<strong>\u00a0Program-Every-Example<\/strong> \u7684\u8bbe\u8ba1\u3002 \u4ed6\u4eec\u901a\u8fc7\u4f7f\u7528\u8f83\u5c0f\u7684\u8bed\u8a00\u6a21\u578b\uff08\u5982 0.3B \u7684\u8d85\u5c0f\u89c4\u6a21\u6a21\u578b\uff09\u6765\u6267\u884c\u6570\u636e\u4f18\u5316\u4efb\u52a1\uff0c\u5e76\u4e14\u5c06\u6570\u636e\u4f18\u5316\u7684\u8fc7\u7a0b\u8f6c\u53d8\u4e3a\u8c03\u7528\u7279\u5b9a\u7684 python \u51fd\u6570<strong>\uff0c\u5bf9\u6bcf\u4e2a\u6587\u6863\u90fd\u751f\u6210\u7279\u5b9a\u7684\u51fd\u6570\u8c03\u7528<\/strong>\u3002ProX \u6846\u67b6\u4f1a\u518d\u901a\u8fc7\u6267\u884c\u8fd9\u4e9b\u7a0b\u5e8f\uff0c\u6765\u5bf9\u8bed\u6599\u8fdb\u884c\u6587\u6863\u7ea7\u522b\u7684\u8fc7\u6ee4\u548c\u566a\u58f0\u884c\u3001\u5b57\u7b26\u7ea7\u522b\u7684\u5904\u7406\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u6837\u7b80\u5355\u7684 Program \u8bbe\u8ba1\uff0c<strong>\u5927\u5927\u8282\u7701\u4e86\u8f93\u51fa\u7aef\u7684 token \u6570\u91cf<\/strong>\uff0c\u76f8\u6bd4\u8f83\u4e8e\u4f9d\u8d56\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u6570\u636e\u5408\u6210\u65b9\u6cd5\uff08\u901a\u5e38\u4f9d\u8d56\u4e8e 7B \u751a\u81f3 70B \u89c4\u6a21\u7684\u6a21\u578b\uff09<strong>\u663e\u8457\u51cf\u5c11\u4e86\u8ba1\u7b97\u6210\u672c<\/strong>\uff0c\u540c\u65f6\u53c8<strong>\u505a\u5230\u4e86\u7b80\u5355\u8fc7\u6ee4\u65b9\u6cd5\u65e0\u6cd5\u5b9e\u73b0\u7684\u7cbe\u7ec6\u5316\u64cd\u4f5c<\/strong>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2e904fe12c1c78121ee282e4e171c69c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2e904fe12c1c78121ee282e4e171c69c.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\uff1aProX \u8bbe\u8ba1\u7684\u51fd\u6570\u63a5\u53e3\uff0c\u8986\u76d6\u4e86\u6587\u6863\u7ea7\u522b\u8fc7\u6ee4\u3001\u566a\u58f0\u884c\u53bb\u9664\u3001\u5b57\u7b26\u4e32\u6e05\u6d17\u7b49\u64cd\u4f5c\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>4. \u5982\u4f55\u6784\u9020\u6570\u636e\u4f18\u5316\u6a21\u578b\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u4f55\u6784\u9020\u8fd9\u6837\u7684\u6570\u636e\u4f18\u5316\u6a21\u578b\u5462\uff1f\u662f\u5426\u8981\u5bf9\u4e0d\u540c domain \u90fd\u6709\u4e0d\u540c\u7684\u6784\u9020\u65b9\u6cd5\u5462\uff1f\u5728\u8fd9\u91cc\uff0cProX \u91c7\u7528\u4e86\u4e00\u79cd\u7edf\u4e00\u7684\u6784\u9020\u601d\u8def\uff0c\u65e0\u9700\u5bf9\u7279\u5b9a\u9886\u57df\u8fdb\u884c\u989d\u5916\u8bbe\u8ba1\u5c31\u53ef\u4ee5\u5e7f\u6cdb\u9002\u7528\u3002\u9996\u5148\uff0c\u9488\u5bf9\u6570\u636e\u4f18\u5316\u7684\u7c92\u5ea6\uff0cProX \u5c06\u4f18\u5316\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a\u6587\u6863\u7ea7\u522b\u548c\u5b50\u6587\u6863 \/ \u5757\u7ea7\u522b (\u5c06\u6587\u6863\u5207\u5206\u6210\u66f4\u5c0f\u7684\u7a97\u53e3)\uff0c\u5206\u522b\u5bf9\u5e94\u6587\u6863\u7ea7\u522b\u7684\u8fc7\u6ee4\u548c\u66f4\u7ec6\u7c92\u5ea6\u7684\u5757\u5185\u4f18\u5316\u5982\u884c\u7ea7\u522b\u548c\u5b57\u7b26\u7ea7\u522b\u7684\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u76f4\u63a5\u8ba9\u6a21\u578b\uff0c\u5c24\u5176\u662f\u8f83\u5c0f\u7684\u6a21\u578b\u751f\u6210\u8fd9\u6837\u4e0a\u8ff0\u8bbe\u8ba1\u7684\u51fd\u6570\u8c03\u7528\u662f\u8f83\u4e3a\u56f0\u96be\u7684\uff0c\u56e0\u6b64 ProX \u5408\u6210\u4e86\u5bf9\u5e94\u7684\u5fae\u8c03\u6570\u636e\uff0c\u4ee5\u4fbf\u5bf9\u57fa\u5ea7\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u4ee5\u5904\u7406\u548c\u4f18\u5316\u771f\u5b9e\u7684\u8bed\u6599\u3002\u5728\u6587\u6863\u7ea7\u522b\u64cd\u4f5c\u4e2d\uff0cProX \u501f\u9274\u4e86\u8fd1\u671f\u7ebd\u7ea6\u5927\u5b66\u7684 Self-Rewarding \u4ee5\u53ca Hugginface \u7684 FineWeb-Edu \u4e2d\u6240\u91c7\u7528\u7684\u8bc4\u5206\u673a\u5236\uff0c\u5bf9\u6570\u4e07\u4e2a\u968f\u673a\u91c7\u6837\u7684\u79cd\u5b50\u6587\u6863\u8fdb\u884c\u4e86\u6559\u80b2\u4ef7\u503c\u8bc4\u5206\u3001\u6587\u6863\u683c\u5f0f\u8bc4\u5206\uff0c\u5e76\u6784\u5efa\u51fa\u4fdd\u7559\u9ad8\u5206\u6587\u6863\u3001\u53bb\u9664\u4f4e\u5206\u6587\u6863\u7684\u4f18\u5316\u7a0b\u5e8f\u3002\u5728\u5b50\u6587\u6863 \/ \u5757\u7ea7\u522b\u7ea7\u522b\u7684\u64cd\u4f5c\u4e2d\uff0cProX \u5229\u7528\u4e86 Llama-3 \u548c\u5c11\u6837\u672c\u63d0\u793a\u7684\u65b9\u6cd5\uff0c\u6784\u9020\u4e86\u5bf9\u4e8e\u591a\u79cd\u566a\u58f0\u7684\u51fd\u6570\u8c03\u7528\uff0c\u5e76\u5bf9\u8fd9\u4e9b\u79bb\u6563\u7684\u51fd\u6570\u8c03\u7528\u8fdb\u884c\u8bed\u6cd5\u68c0\u67e5\u548c\u6b63\u786e\u6027\u5206\u6790\uff0c\u7b5b\u9009\u7136\u540e\u5408\u5e76\u4e3a\u4e00\u4e2a\u8f83\u4e3a\u590d\u6742\u7684\u7a0b\u5e8f\u3002<\/section>\n<section><\/section>\n<section>\u6700\u7ec8\uff0cProX \u5bf9\u4e24\u4e2a\u4f18\u5316\u9636\u6bb5\uff0c\u5206\u522b\u6784\u5efa\u4e86\u9002\u7528\u4e8e\u901a\u7528\u9886\u57df\u7684\u7ea6 <strong>50K \u51fd\u6570\u8c03\u7528\u6570\u636e\u96c6<\/strong>\uff0c\u5e76\u4ee5\u76f8\u540c\u7684\u65b9\u6cd5\u9488\u5bf9\u6570\u5b66\u9886\u57df\u751f\u6210\u4e86\u540c\u7b49\u89c4\u6a21\u7684\u6570\u636e\u96c6\u3002ProX \u968f\u540e\u901a\u8fc7 <strong>SFT\uff08\u76d1\u7763\u5fae\u8c03\uff09<\/strong> \u5728\u4e00\u4e2a\u5c0f\u6a21\u578b\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u6a21\u578b\u5feb\u901f\u6536\u655b\uff0c\u4e14\u6210\u529f\u5e94\u7528\u4e8e\u771f\u5b9e\u7684\u5927\u89c4\u6a21\u8bed\u6599\u5904\u7406\u4efb\u52a1\u4e2d\uff0c\u5728\u540e\u7eed\u7684\u5927\u91cf\u5b9e\u9a8c\u4e2d\u5c55\u793a\u4e86\u5176<strong>\u9ad8\u6548\u7684\u4f18\u5316\u80fd\u529b\u4e0e\u5e7f\u6cdb\u7684\u9002\u7528\u6027<\/strong>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ab4d5af04cc9690a162b78cd2291cff2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ab4d5af04cc9690a162b78cd2291cff2.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\uff1aProX \u6784\u9020 SFT \u6570\u636e\u548c\u6570\u636e\u4f18\u5316\u6a21\u578b\u7684\u6d41\u7a0b\u793a\u610f\u56fe\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>5. \u5728\u5e7f\u6cdb\u6570\u636e\u96c6\u4e0a\u5f97\u4ee5\u9a8c\u8bc1<\/strong><\/section>\n<section><\/section>\n<section>\u90a3\u4e48 ProX \u5f97\u5230\u7684\u6570\u636e\u6548\u679c\u5230\u5e95\u5982\u4f55\uff1f<\/section>\n<section><\/section>\n<section><strong>\u8d85\u8d8a\u4eba\u5de5\u89c4\u5219\uff0c\u8d85\u8d8a\u6b64\u524d\u7684\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u9009\u62e9\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u521d\u6b65\u5b9e\u9a8c\u53d1\u73b0\uff0cProX \u5728\u5c0f\u4e8e 1B \u89c4\u6a21\u7684\u6a21\u578b\u8bad\u7ec3\u4e2d\u8d85\u8d8a\u4e86\u6b64\u524d\u591a\u4e2a\u4eba\u5de5\u8bbe\u8ba1\u7684\u89c4\u5219\u8fc7\u6ee4\u65b9\u6cd5\uff0c\u5e76\u4e14\u5728\u591a\u6570\u7684\u6807\u51c6\u5316\u6d4b\u8bd5\u6570\u636e\u96c6\u4e2d\u7a33\u5b9a\u8fbe\u5230\u66f4\u9ad8\u7684\u8868\u73b0\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df72fa8890133a8ba5c2eab07bb777db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df72fa8890133a8ba5c2eab07bb777db.png\"><\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0c6180f1d243408c9e43ec1a40114b1a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0c6180f1d243408c9e43ec1a40114b1a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8868\uff1aProX \u548c\u4eba\u5de5\u89c4\u5219\u7684\u5bf9\u6bd4\uff0c\u8868\u73b0\u51fa\u7a33\u5b9a\u4e14\u5927\u5e45\u5ea6\u7684\u589e\u957f\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>ProX \u8fd8\u548c\u6b64\u524d\u5229\u7528\u8bed\u8a00\u6a21\u578b\u9009\u62e9\u9884\u8bad\u7ec3\u6570\u636e\u7684\u65b9\u6cd5\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u56e2\u961f\u4ec5\u91c7\u7528\u4e86\u6587\u6863\u7ea7\u522b\u7684\u4f18\u5316\uff0c\u4ee5\u4fdd\u6301\u548c\u6570\u636e\u9009\u62e9\u65b9\u6cd5\u8f83\u4e3a\u516c\u5e73\u7684\u4f18\u5316\u7c92\u5ea6\uff0c\u4ecd\u7136\u5728 8 \u4e2a\u4e0b\u6e38\u6570\u636e\u96c6\u4e0a\uff0c\u5927\u5e45\u5ea6\u63d0\u5347\u4e86\u4e4b\u524d\u7684\u5229\u7528\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u6570\u636e\u9009\u62e9\u65b9\u6cd5 ( &gt; 2.0%)\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4994ae7277133b1fbf958337b4095cd5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4994ae7277133b1fbf958337b4095cd5.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8868\uff1aProx \u548c\u73b0\u6709\u7684\u5229\u7528\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u6570\u636e\u9009\u62e9\u65b9\u6cd5\u5bf9\u6bd4\uff0c\u8d85\u8d8a\u4e86\u6240\u6709\u57fa\u51c6\u65b9\u6cd5\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u66f4\u5927\u89c4\u6a21\u7684\u5b9e\u9a8c\uff1a50B \u8bed\u6599\u8bad\u7ec3\u5ab2\u7f8e 3T \u6027\u80fd\uff1f<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u56e2\u961f\u5728 1.7B \u6a21\u578b\u4e0a\u8bad\u7ec3\u4e86 50B ProX \u4f18\u5316\u540e\u7684\u6570\u636e\uff0c\u53d1\u73b0\u5176\u8868\u73b0\u5df2\u7ecf\u63a5\u8fd1\u4e8e\u751a\u81f3\u8d85\u8d8a\u4e00\u4e9b\u7528\u8d85\u8fc7\u6570\u767e B \u751a\u81f3 TB \u7ea7\u522b\u8bed\u6599\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u4f8b\u5982 OLMo\u3001Pythia\u3001TinyLlama \u7b49\u7b49\u3002\u4e14\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u548c\u73b0\u6709\u7684\u5229\u7528\u8d85\u5927\u6a21\u578b\u76f4\u63a5\u6570\u636e\u5408\u6210\u8bed\u6599\u4e0a\u8bad\u7ec3\u66f4\u5145\u8db3\u7684\u6a21\u578b\uff0c\u8868\u73b0\u4e5f\u975e\u5e38\u63a5\u8fd1\u3002\u8fd9\u5145\u5206\u8bf4\u660e\u4e86 ProX \u4f18\u5316\u6570\u636e\u8d28\u91cf\u7684\u6709\u6548\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b2fc045875f6fa59522840ac526ee34f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b2fc045875f6fa59522840ac526ee34f.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\uff1aProX \u548c\u539f\u59cb\u6570\u636e\u3001Tinyllama (3T token)\u3001OLMo (2T token)\u3001Pythia (300B token) \u7684\u8bad\u7ec3\u4ee3\u4ef7\u53ca\u6027\u80fd\u8868\u73b0\u5bf9\u6bd4\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u4e9b\u5bf9\u6bd4\u7684\u6a21\u578b\u4e2d\uff0cInst-LM \u5b9e\u9645\u91c7\u7528\u4e86\u66f4\u5927\u89c4\u6a21\u7684\u7ecf\u8fc7\u91cd\u6784\u7684\u4e0b\u6e38\u6570\u636e\u96c6 + \u5fae\u8c03\u7684 Mistral-7B \u6a21\u578b\uff0c\u5408\u6210\u4e86\u66f4\u591a\u7684 100B tokens\uff1bCosmo \u5219\u91c7\u7528\u4e86\u66f4\u5927\u89c4\u6a21\u7684 Mistral-8x7B \u6a21\u578b\u5408\u6210\u4e86 25B tokens\uff0c\u5e76\u91cd\u590d\u8bad\u7ec3\u4e86 180B \u603b tokens\uff1bSheared-Llama \u5219\u662f\u901a\u8fc7\u6a21\u578b\u526a\u679d\u7b97\u6cd5\uff0c\u4ece Llama-2-7B \u4e2d\u526a\u679d\u5e76\u4e14\u7ee7\u7eed\u8bad\u7ec3 50B tokens \u5f97\u5230\u3002\u76f8\u6bd4\u4e8e ProX \u4ec5\u7528\u4e86 0.3B \u7684\u4f18\u5316\u6a21\u578b\u548c 50B tokens \u7684\u8bad\u7ec3\u4ee3\u4ef7\uff0c\u8fd9\u4e9b\u6a21\u578b\u7684\u6570\u636e\u5f00\u53d1\u548c\u8bad\u7ec3\u6210\u672c\u90fd\u8981\u5927\u5f97\u591a\u3002\u800c ProX \u53d6\u5f97\u4e86\u548c\u4ed6\u4eec\u5341\u5206\u63a5\u8fd1\u7684\u6570\u636e\u96c6\u8868\u73b0\uff0c\u4e5f\u8fdb\u4e00\u6b65\u53cd\u5e94\u4e86 ProX \u7684\u9ad8\u6548\u548c\u8282\u7701\u8ba1\u7b97\u91cf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8db4579be686fce607f121cb1f72d282.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8db4579be686fce607f121cb1f72d282.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\uff1aProX \u548c LLama-2 \u6a21\u578b\u526a\u679d\u65b9\u6cd5\u3001\u5176\u4ed6\u5408\u6210\u8bed\u6599\u8bad\u7ec3\u7684\u6a21\u578b\u4e4b\u95f4\u7684\u6027\u80fd\u6bd4\u8f83\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5bf9 FLOPs \u7684\u5b9a\u91cf\u5206\u6790\uff0c\u56e2\u961f\u53d1\u73b0\u968f\u7740\u8bad\u7ec3\u6a21\u578b\u53c2\u6570\u91cf\u7684\u6269\u5927\uff0cProX \u7684\u6570\u636e\u4f18\u5316\u7684\u63a8\u7406\u6210\u672c\u5360\u8bad\u7ec3\u6210\u672c\u7684\u6bd4\u4f8b\u5728\u4e0d\u65ad\u4e0b\u964d\uff0c\u8fbe\u5230\u76f8\u540c\u4e0b\u6e38\u8868\u73b0\u7684\u603b\u8bad\u7ec3\u6210\u672c\u4e5f\u5728\u5927\u5e45\u4e0b\u964d\u3002\u5e76\u4e14\u76f8\u6bd4\u4e8e\u5229\u7528\u5927\u6a21\u578b\uff0c\u76f4\u63a5\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u5408\u6210\u9ad8\u8d28\u91cf\u8bed\u6599\u6240\u9700\u8981\u7684\u4ee3\u4ef7\u8981\u5c0f\u5f97\u591a\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0c1c2401c9f3653f70c6c53bcf264d39.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0c1c2401c9f3653f70c6c53bcf264d39.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\uff1a\u8fbe\u5230\u76f8\u540c\u6027\u80fd\uff0c\u4f7f\u7528 \/ \u4e0d\u4f7f\u7528 ProX \u6240\u9700\u7684\u603b\u8ba1\u7b97\u91cf\u6210\u672c\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u7279\u5b9a\u9886\u57df\u9884\u8bad\u7ec3 \uff1a\u65e0\u9700\u989d\u5916\u8bbe\u8ba1\uff0c\u5927\u5e45\u63d0\u5347\u6570\u5b66\u6027\u80fd<\/strong><\/section>\n<section><\/section>\n<section>ProX \u5728\u6570\u5b66\u8bed\u6599\u4e0a\u4e5f\u6709\u76f8\u4f3c\u7684\u63d0\u5347\u3002ProX \u5bf9\u73b0\u6709\u6700\u597d\u7684\u5f00\u6e90\u6570\u5b66\u6587\u672c\u8bed\u6599 Open-Web-Math \u8fdb\u884c\u4f18\u5316\uff0c\u5f97\u5230\u4e86\u7ea6 5B \u9ad8\u8d28\u91cf\u7684\u6570\u636e\u3002\u5728\u5bf9 7B \u6a21\u578b (\u5982\uff0cCodeLlama\uff0cLlama\uff0cMistral\uff09\u7ecf\u8fc7\u4e86 10B\uff5e15B \u7684\u9884\u8bad\u7ec3\u540e\uff0c\u6a21\u578b\u5728 9 \u4e2a\u6570\u5b66\u76f8\u5173\u699c\u5355\u4e0a\u6700\u9ad8\u63d0\u5347\u00a0<strong>20%<\/strong> \u7684\u6027\u80fd\u3002\u6ce8\u610f\u5230 ProX \u4ec5\u7528\u4e86\u7ea6\u00a0<strong>1\/20<\/strong> \u7684\u8bad\u7ec3\u4ee3\u4ef7\uff0c\u5c31\u5f97\u5230\u4e86\u6548\u679c\u582a\u6bd4\u73b0\u6709\u7684\u4f7f\u7528\u5f00\u6e90\u6570\u636e\u8bad\u7ec3 50B \u751a\u81f3 200B \u7684\u4e13\u7528\u6570\u5b66\u5927\u6a21\u578b\uff0c\u518d\u6b21\u8bc1\u660e\u4e86\u6570\u636e\u8d28\u91cf\u5bf9\u4e8e\u6a21\u578b\u7684\u91cd\u8981\u6027\u3002<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cProX \u5e76\u672a\u5bf9\u6570\u5b66\u9886\u57df\u7684\u6570\u636e\u4f18\u5316\u6a21\u578b\u3001\u4f18\u5316\u51fd\u6570\u3001\u6570\u636e\u6536\u96c6\u8fdb\u884c\u989d\u5916\u7684\u8bbe\u8ba1\uff1b\u4ed6\u4eec\u76f4\u63a5\u4f7f\u7528\u4e86\u548c\u901a\u7528\u9886\u57df\u76f8\u540c\u7684\u63d0\u793a\u8bcd\u3001\u51fd\u6570\u5b9e\u73b0\u3001\u6784\u5efa\u7b56\u7565\uff0c\u5c31\u5f97\u5230\u4e86\u51fa\u8272\u7684\u6548\u679c\uff1b\u8fd9\u4e5f\u6781\u5927\u964d\u4f4e\u4e86\u5b9a\u5236\u5316\u5782\u7c7b\u5927\u6a21\u578b\u7684\u5f00\u53d1\u6210\u672c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-25dbf040ec5a55e4cb4ed61584ebab1a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-25dbf040ec5a55e4cb4ed61584ebab1a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\uff1aProX \u5728\u6570\u5b66\u8bed\u6599\u4e0a\u7684\u7eed\u8bad\u7ec3\u4ee5\u53ca\u5728 9 \u4e2a\u6570\u5b66\u4efb\u52a1\u4e0a\u7684\u5e73\u5747\u6027\u80fd\u8868\u73b0\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>6. \u672a\u6765\u5c55\u671b<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>ProX \u53ef\u4ee5\u600e\u4e48\u6837\u5e2e\u52a9\u793e\u533a\u505a\u4e0b\u4e00\u6b65\u7684\u7814\u7a76\uff1f\u4ed6\u4eec\u5728\u8bba\u6587\u7684\u6700\u540e\u8fd8\u6784\u60f3\u4e2d\u4e86\u5982\u4e0b\u51e0\u70b9\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8bbe\u8ba1\u51fa\u66f4\u7075\u6d3b\u7684\u63a5\u53e3\uff0c\u4ee5\u8986\u76d6\u591a\u6837\u5316\u7684\u6570\u636e\u4f18\u5316\u9700\u6c42\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6570\u636e\u8d28\u91cf\u3002<\/section>\n<\/li>\n<li>\n<section>\u5c06 ProX \u53d1\u5c55\u5230\u66f4\u591a\u4e13\u7528 domain\uff1a\u4f8b\u5982\u4ee3\u7801\u9886\u57df\u3001\u591a\u8bed\u8a00\u8bed\u6599\u4e0a\uff0c\u4fc3\u8fdb\u9886\u57df\u5927\u6a21\u578b\u7684\u53d1\u5c55\u3002<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7\u8fdb\u4e00\u6b65\u51cf\u5c0f\u6a21\u578b\u5c3a\u5bf8\u3001\u548c\u5176\u4ed6\u52a0\u901f\u624b\u6bb5\uff0c\u51cf\u5c0f\u63a8\u7406\u4ee3\u4ef7\uff0c\u4f7f\u6e05\u6d17\u00a0<strong>TB \u7ea7\u522b\u6587\u6863<\/strong>\u4e0d\u518d\u9065\u8fdc\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u968f\u7740\u8fd1\u671f openai o1 \u6a21\u578b\u7684\u53d1\u5e03\uff0c<strong>test time scaling<\/strong> \u6210\u4e3a\u7814\u7a76\u8005\u4eec\u548c\u4e1a\u754c\u5173\u5fc3\u7684\u8bdd\u9898\u3002\u5bf9\u6b64\uff0cProX \u56e2\u961f\u4e5f\u6000\u6709\u76f8\u540c\u7684\u671f\u5f85\uff1a\u5728<strong>\u6570\u636e\u4f18\u5316\u9636\u6bb5<\/strong>\u6295\u5165\u66f4\u591a\u7684\u8ba1\u7b97\u91cf\u6765\u4f18\u5316\u6570\u636e\uff0c\u6216\u8bb8\u540c\u6837\u80fd\u591f\u6210\u4e3a\u6a21\u578b\u7a81\u7834\u74f6\u9888\u3001\u8fc8\u5411\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08<strong>AGI<\/strong>\uff09\u7684\u91cd\u8981\u6280\u672f\u624b\u6bb5\u4e4b\u4e00\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-27-2\" target=\"_blank\">\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68],"class_list":["post-35824","post","type-post","status-publish","format-standard","hentry","category-news","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=35824\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824\"},\"author\":{\"name\":\"AI\u5c0f\u52a9\u624b\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"headline\":\"\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01\",\"datePublished\":\"2025-01-01T04:00:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824\"},\"wordCount\":178,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png\",\"keywords\":[\"\u5927\u6a21\u578b\"],\"articleSection\":[\"\u884c\u4e1a\u8d44\u8baf\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=35824#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?p=35824\",\"name\":\"\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png\",\"datePublished\":\"2025-01-01T04:00:14+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=35824\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824#primaryimage\",\"url\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png\",\"contentUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35824#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/17aitech.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\",\"url\":\"https:\\\/\\\/17aitech.com\\\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/17aitech.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"url\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"contentUrl\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=35824","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/17aitech.com\/?p=35824#article","isPartOf":{"@id":"https:\/\/17aitech.com\/?p=35824"},"author":{"name":"AI\u5c0f\u52a9\u624b","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"headline":"\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01","datePublished":"2025-01-01T04:00:14+00:00","mainEntityOfPage":{"@id":"https:\/\/17aitech.com\/?p=35824"},"wordCount":178,"commentCount":0,"image":{"@id":"https:\/\/17aitech.com\/?p=35824#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png","keywords":["\u5927\u6a21\u578b"],"articleSection":["\u884c\u4e1a\u8d44\u8baf"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/17aitech.com\/?p=35824#respond"]}]},{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=35824","url":"https:\/\/17aitech.com\/?p=35824","name":"\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=35824#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=35824#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png","datePublished":"2025-01-01T04:00:14+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=35824#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=35824"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=35824#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a205aeb28c8cbcb90cd55adcdaa51018.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=35824#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u7528\u5927\u6a21\u578b\u4f18\u5316\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u8282\u770120\u500d\u8ba1\u7b97\u91cf\uff0c\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\uff01"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/35824","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=35824"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/35824\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=35824"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=35824"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=35824"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}