{"id":34595,"date":"2024-12-09T16:56:34","date_gmt":"2024-12-09T08:56:34","guid":{"rendered":"https:\/\/17aitech.com\/?p=34595"},"modified":"2024-12-09T16:56:34","modified_gmt":"2024-12-09T08:56:34","slug":"%e8%b4%be%e4%bd%b3%e4%ba%9a%e5%9b%a2%e9%98%9f%e8%81%94%e6%89%8b%e5%89%91%e6%a1%a5%e6%b8%85%e5%8d%8e%e7%ad%89%e5%85%b1%e6%8e%a8%e8%af%84%e6%b5%8b%e6%96%b0%e8%8c%83%e5%bc%8f-%e4%b8%80%e7%a7%92%e4%be%a6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34595","title":{"rendered":"\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u624b\u5251\u6865\u6e05\u534e\u7b49\u5171\u63a8\u8bc4\u6d4b\u65b0\u8303\u5f0f \u4e00\u79d2\u4fa6\u7834\u5927\u6a21\u578b\u201c\u9ad8\u5206\u4f4e\u80fd\u201d"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-18-10\" target=\"_blank\">\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u624b\u5251\u6865\u6e05\u534e\u7b49\u5171\u63a8\u8bc4\u6d4b\u65b0\u8303\u5f0f \u4e00\u79d2\u4fa6\u7834\u5927\u6a21\u578b\u201c\u9ad8\u5206\u4f4e\u80fd\u201d<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-96de586a4955cf99aebd8849afbfa5be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-96de586a4955cf99aebd8849afbfa5be.png\"><\/a><\/p>\n<p>\u98a0\u8986\u8fc7\u5f80\u5927\u6a21\u578b\u8bc4\u6d4b\u6807\u51c6\uff0c\u6700\u65b0\u3001\u6700\u5168\u3001\u6700\u6743\u5a01\u7684\u6d4b\u8bc4\u6570\u636e\u96c6MR-Ben\u6765\u4e86\uff01<\/p>\n<p>\u8fd9\u662f\u7ee7\u4eca\u5e744\u6708\u53d1\u5e03\u582a\u79f0GPT-4 + DALL- E-3\u7684\u738b\u70b8\u4ea7\u54c1\u8d85\u5f3a\u89c6\u89c9\u8bed\u8a00\u6a21\u578bMini-Gemini\u540e\uff0c\u6e2f\u4e2d\u6587\u8d3e\u4f73\u4e9a\u56e2\u961f\u518d\u6b21\u63d0\u51fa\u7684\u6781\u5177\u4ee3\u8868\u6027\u7684\u4f5c\u54c1\u3002\u5728MR-Ben\u7684\u201c\u76d1\u7763\u201d\u4e0b\uff0c\u5927\u6a21\u578b\u4e0d\u4ec5\u8981\u50cf\u5b66\u751f\u90a3\u6837\u4f1a\u7b54\u9898\uff0c\u8fd8\u8981\u50cf\u8001\u5e08\u90a3\u6837\u4f1a\u9605\u5377\uff0c\u771f\u5b9e\u7684\u63a8\u7406\u80fd\u529b\u65e0\u6240\u9041\u5f62\u3002<\/p>\n<p>MR-Ben\u7ec6\u81f4\u5730\u8bc4\u6d4b\u4e86\u4e0d\u5c11\u56fd\u5185\u5916\u4e00\u7ebf\u7684\u5f00\u6e90\u548c\u95ed\u6e90\u6a21\u578b\uff0c\u5982GPT4-Turbo\u3001Cluade3.5-Sonnet\u3001Mistral-Large\u3001Zhipu-GLM4\u3001Moonshot-v1\u3001Yi-Large\u3001Qwen2-70B\u3001Deepseek-V2\u7b49\uff0c\u5e76\u8fdb\u884c\u4e86\u8be6\u5c3d\u7684\u5206\u6790\u3002<\/p>\n<p>\u54ea\u4e9b\u770b\u4f3c\u7f8e\u4e3d\u7684\u5927\u6a21\u578b\u4f1a\u88ab\u201c\u5378\u5986\u201d\uff0c\u54ea\u4e2a\u6a21\u578b\u5730\u8868\u6700\u5f3a\uff1f\u76ee\u524d\u8be5\u5de5\u4f5c\u6240\u6709\u4ee3\u7801\u548c\u6570\u636e\u5747\u5df2\u5f00\u6e90\uff0c\u4e00\u8d77\u6765\u770b\u770b\uff01<\/p>\n<p>Project Page: https:\/\/randolph-zeng.github.io\/Mr-Ben.github.io\/<\/p>\n<p>Arxiv Page: https:\/\/arxiv.org\/abs\/2406.13975<\/p>\n<p>Github Repo: https:\/\/github.com\/dvlab-research\/Mr-Ben<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=34595\/#MR-Ben%E7%A7%92%E7%A0%B4%E5%A4%A7%E6%A8%A1%E5%9E%8B%E2%80%9C%E9%AB%98%E5%88%86%E4%BD%8E%E8%83%BD%E2%80%9D\" >MR-Ben\u79d2\u7834\u5927\u6a21\u578b\u201c\u9ad8\u5206\u4f4e\u80fd\u201d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=34595\/#%E8%A1%A8%E7%8E%B0%E6%9C%80%E4%BD%B3%E5%A4%A7%E6%A8%A1%E5%9E%8B%E6%98%AF%E5%AE%83%EF%BC%9F\" >\u8868\u73b0\u6700\u4f73\u5927\u6a21\u578b\u662f\u5b83\uff1f<\/a><\/li><\/ul><\/nav><\/div>\n<h4><span class=\"ez-toc-section\" id=\"MR-Ben%E7%A7%92%E7%A0%B4%E5%A4%A7%E6%A8%A1%E5%9E%8B%E2%80%9C%E9%AB%98%E5%88%86%E4%BD%8E%E8%83%BD%E2%80%9D\"><\/span>MR-Ben\u79d2\u7834\u5927\u6a21\u578b\u201c\u9ad8\u5206\u4f4e\u80fd\u201d<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4eba\u5de5\u667a\u80fd\u9886\u57df\u8fdb\u5165GPT\u65f6\u523b\u540e\uff0c\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u754c\u5171\u540c\u53d1\u529b\uff0c\u6bcf\u6708\u751a\u81f3\u6bcf\u5468\u90fd\u6709\u65b0\u7684\u6a21\u578b\u95ee\u4e16\u3002<\/p>\n<p>\u5927\u6a21\u578b\u5c42\u51fa\u4e0d\u7a77\uff0c\u7528\u4ec0\u4e48\u6807\u51c6\u6765\u8861\u91cf\u5927\u6a21\u578b\u7684\u5177\u4f53\u80fd\u529b\uff1f\u76ee\u524d\u7684\u4e3b\u6d41\u65b9\u5411\u662f\u4f7f\u7528\u4eba\u7c7b\u7684\u6807\u51c6\u5316\u8003\u8bd5\u2014\u2014\u9009\u62e9\u9898\u548c\u586b\u7a7a\u9898\u7684\u65b9\u5f0f\u53bb\u8fdb\u884c\u5927\u6a21\u578b\u8bc4\u6d4b\u3002\u4f7f\u7528\u8fd9\u5957\u6d4b\u8bd5\u65b9\u5f0f\u7684\u597d\u5904\u6709\u5f88\u591a, \u7b80\u5355\u6765\u8bf4\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n<p>\u2022 \u00a0 \u00a0\u6807\u51c6\u5316\u8003\u8bd5\u6613\u4e8e\u91cf\u5316\u548c\u8bc4\u6d4b\uff0c\u6807\u51c6\u660e\u786e\uff0c\u5bf9\u5c31\u662f\u5bf9\u9519\u5c31\u662f\u9519\u3002<\/p>\n<p>\u2022 \u00a0 \u00a0\u6307\u6807\u76f4\u89c2\uff0c\u5728\u56fd\u5185\u9ad8\u8003\u6216\u8005\u7f8e\u56fd\u9ad8\u8003SAT\u91cc\u53d6\u5f97\u600e\u4e48\u6837\u7684\u5206\u6570\u6613\u4e8e\u6bd4\u8f83\u548c\u7406\u89e3\u3002<\/p>\n<p>\u2022 \u00a0 \u00a0\u91cf\u5316\u7ed3\u679c\u5929\u7136\u5177\u6709\u8bdd\u9898\u6027\uff08\u5982GPT4\u8f7b\u677e\u901a\u8fc7\u7f8e\u56fd\u5f8b\u5e08\u8ba4\u8bc1\u8d44\u683c\u8003\u8bd5\u6781\u4e3a\u5438\u5f15\u773c\u7403\uff09\u3002<\/p>\n<p>\u4f46\u5982\u679c\u6df1\u7a76\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u5c31\u4f1a\u53d1\u73b0\u8fd9\u79cd\u9010\u6b65\u4f5c\u7b54\u7684\u601d\u7ef4\u94fe\u65b9\u5f0f\u751f\u6210\u6700\u7ec8\u7b54\u6848\uff0c\u5e76\u4e0d\u201c\u9760\u8c31\u201d\u3002<\/p>\n<p>\u95ee\u9898\u6b63\u662f\u51fa\u73b0\u5728\u5206\u6b65\u4f5c\u7b54\u7684\u6d41\u7a0b\u4e0a\uff01<\/p>\n<p>\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u65f6\u65e9\u5df2\u89c1\u8fc7\u6570\u4ee5\u4e07\u4ebf\u7ea7\u522b\u7684\u8bcd\u5143\uff0c\u5f88\u96be\u8bf4\u88ab\u8bc4\u6d4b\u7684\u6a21\u578b\u662f\u5426\u65e9\u5df2\u89c1\u8fc7\u76f8\u5e94\u7684\u6570\u636e\uff0c\u4ece\u800c\u901a\u8fc7\u201c\u80cc\u9898\u201d\u7684\u65b9\u5f0f\u56de\u7b54\u6b63\u786e\u3002\u800c\u5728\u5206\u6b65\u4f5c\u7b54\u7684\u65f6\u5019\uff0c\u6a21\u578b\u662f\u5426\u662f\u57fa\u4e8e\u6b63\u786e\u7684\u7406\u89e3\u63a8\u7406\u9009\u51fa\u6b63\u786e\u7684\u9009\u9879\uff0c\u6211\u4eec\u4e0d\u5f97\u800c\u77e5\uff0c\u56e0\u4e3a\u8bc4\u6d4b\u7684\u65b9\u5f0f\u4e3b\u8981\u9760\u68c0\u67e5\u6700\u7ec8\u7684\u7b54\u6848\u3002<\/p>\n<p>\u5c3d\u7ba1\u5b66\u672f\u754c\u4e0d\u65ad\u5730\u5bf9\u8bf8\u5982GSM8K\u3001MMLU\u7b49\u6570\u636e\u96c6\u8fdb\u884c\u5347\u7ea7\u6539\u9020\uff0c\u5982\u5728GSM8K\u4e0a\u5f15\u5165\u591a\u8bed\u8a00\u7248\u672c\u7684MGSM\u6570\u636e\u96c6\uff0c\u5728MMLU\u7684\u57fa\u7840\u4e0a\u5f15\u5165\u66f4\u96be\u7684\u9898\u76ee\u7b49\uff0c\u4f9d\u7136\u65e0\u6cd5\u6446\u8131\u9009\u62e9\u6216\u586b\u7a7a\u7684\u7aa0\u81fc\u3002<\/p>\n<p>\u5e76\u4e14\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u90fd\u5df2\u9762\u4e34\u7740\u4e25\u91cd\u7684\u9971\u548c\u95ee\u9898\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8fd9\u4e9b\u6307\u6807\u4e0a\u7684\u6570\u503c\u5df2\u7ecf\u89c1\u9876\uff0c\u5e76\u9010\u6e10\u4e27\u5931\u4e86\u533a\u5206\u5ea6\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u5408MIT\u3001\u6e05\u534e\u3001\u5251\u6865\u7b49\u591a\u5bb6\u77e5\u540d\u9ad8\u6821\uff0c\u4e0e\u56fd\u5185\u5934\u90e8\u6807\u6ce8\u516c\u53f8\u5408\u4f5c\uff0c\u6807\u6ce8\u4e86\u4e00\u4e2a\u9488\u5bf9\u590d\u6742\u95ee\u9898\u63a8\u7406\u8fc7\u7a0b\u7684\u8bc4\u6d4b\u6570\u636e\u96c6MR-Ben\u3002<\/p>\n<p>MR-Ben\u57fa\u4e8eGSM8K\u3001MMLU\u3001LogiQA\u3001MHPP\u7b49\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u5fc5\u6d4b\u6570\u636e\u96c6\u7684\u9898\u76ee\uff0c\u8fdb\u884c\u4e86\u201c\u9605\u5377\u5f0f\u201d\u7684\u8303\u5f0f\u6539\u9020\uff0c\u751f\u6210\u7684\u65b0\u6570\u636e\u96c6\u66f4\u96be\u3001\u66f4\u6709\u533a\u5206\u5ea6\uff0c\u66f4\u80fd\u771f\u5b9e\u5730\u53cd\u6620\u6a21\u578b\u63a8\u7406\u80fd\u529b\uff01<\/p>\n<p>\u800c\u8d3e\u4f73\u4e9a\u56e2\u961f\u8fd9\u6b21\u7684\u5de5\u4f5c\u8fd8\u9488\u5bf9\u73b0\u5b58\u8bc4\u6d4b\u75db\u70b9\u8fdb\u884c\u4e86\u9488\u5bf9\u6027\u7684\u6539\u8fdb\uff1a<\/p>\n<p>\u4e0d\u662f\u5bb3\u6015\u6570\u636e\u6cc4\u9732\u5bfc\u81f4\u7684\u5927\u6a21\u578b\u80cc\u9898\u5bfc\u81f4\u5206\u6570\u865a\u9ad8\u5417\uff1f\u4e0d\u7528\u91cd\u65b0\u627e\u9898\u51fa\u5377\uff0c\u4e5f\u4e0d\u7528\u628a\u9898\u76ee\u53d8\u5f62\u6765\u6d4b\u8bd5\u6a21\u578b\u7684\u7a33\u5065\u6027\uff0cMR-Ben\u76f4\u63a5\u8ba9\u6a21\u578b\u4ece\u7b54\u9898\u8005\u7684\u5b66\u751f\u8eab\u4efd\uff0c\u8f6c\u53d8\u4e3a\u5bf9\u7b54\u9898\u8fc7\u7a0b\u7684\u201c\u9605\u5377\u201d\u6a21\u5f0f\uff0c\u8ba9\u5927\u6a21\u578b\u5f53\u8001\u5e08\u6765\u6d4b\u8bd5\u5b83\u5bf9\u77e5\u8bc6\u70b9\u7684\u638c\u63e1\u60c5\u51b5\uff01<\/p>\n<p>\u4e0d\u662f\u62c5\u5fc3\u6a21\u578b\u5bf9\u89e3\u9898\u8fc7\u7a0b\u6beb\u65e0\u77e5\u89c9\uff0c\u6709\u53ef\u80fd\u51fa\u73b0\u201c\u5e7b\u89c9\u201d\u6216\u9519\u8bef\u7684\u7406\u89e3\uff0c\u8499\u5bf9\u7b54\u6848\u5417\uff1fMR-Ben\u76f4\u63a5\u62db\u8058\u4e00\u6279\u9ad8\u6c34\u5e73\u7684\u7855\u535a\u6807\u6ce8\u8005\uff0c\u5bf9\u5927\u91cf\u9898\u76ee\u7684\u89e3\u9898\u8fc7\u7a0b\u8fdb\u884c\u7cbe\u5fc3\u6807\u6ce8\u3002\u628a\u89e3\u9898\u8fc7\u7a0b\u662f\u5426\u6b63\u786e\uff0c\u51fa\u9519\u7684\u4f4d\u7f6e\uff0c\u51fa\u9519\u7684\u539f\u56e0\u90fd\u7ec6\u81f4\u6307\u51fa\uff0c\u6bd4\u5bf9\u5927\u6a21\u578b\u7684\u9605\u5377\u7ed3\u679c\u548c\u4eba\u7c7b\u4e13\u5bb6\u7684\u9605\u5377\u7ed3\u679c\u6765\u6d4b\u8bd5\u6a21\u578b\u7684\u77e5\u8bc6\u70b9\u638c\u63e1\u60c5\u51b5\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u8d3e\u4f73\u4e9a\u56e2\u961f\u9488\u5bf9\u5e02\u9762\u4e0a\u4e3b\u6d41\u7684\u8bc4\u6d4b\u6570\u636e\u96c6GSM8K\u3001MMLU\u3001LogiQA\u3001MHPP\u7b49\u6570\u636e\u96c6\u8fdb\u884c\u6574\u7406\uff0c\u5e76\u5206\u6210\u4e86\u6570\u7406\u5316\u751f\u3001\u4ee3\u7801\u3001\u903b\u8f91\u3001\u533b\u836f\u7b49\u591a\u4e2a\u7c7b\u522b\uff0c\u540c\u65f6\u533a\u5206\u4e86\u4e0d\u540c\u7684\u96be\u5ea6\u7b49\u7ea7\u3002\u9488\u5bf9\u6bcf\u4e2a\u7c7b\u522b\u3001\u6536\u96c6\u5230\u7684\u6bcf\u4e2a\u95ee\u9898\uff0c\u56e2\u961f\u7cbe\u5fc3\u6536\u96c6\u4e86\u5bf9\u5e94\u7684\u5206\u6b65\u89e3\u9898\u8fc7\u7a0b\uff0c\u5e76\u7ecf\u7531\u4e13\u4e1a\u7684\u7855\u535a\u6807\u6ce8\u8005\u8fdb\u884c\u57f9\u8bad\u548c\u6807\u6ce8\u3002<\/p>\n<p><span class=\"fr-img-caption fr-fic fr-dib\" style=\"width: 820.328px\"><span class=\"fr-img-wrap\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a3fd1be15bf19dfc69ccadcad22b58b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a3fd1be15bf19dfc69ccadcad22b58b8.png\"><\/a><span class=\"fr-inner\">MR-Ben\u6570\u636e\u96c6\u7684\u6784\u5efa\u6d41\u7a0b<\/span><\/span><\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E8%A1%A8%E7%8E%B0%E6%9C%80%E4%BD%B3%E5%A4%A7%E6%A8%A1%E5%9E%8B%E6%98%AF%E5%AE%83%EF%BC%9F\"><\/span>\u8868\u73b0\u6700\u4f73\u5927\u6a21\u578b\u662f\u5b83\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u63a5\u4e0b\u6765\uff0c\u8ba9\u6211\u4eec\u7ed3\u5408MR-Ben\u5de5\u4f5c\u4e2d\u7ed9\u51fa\u7684\u5177\u4f53\u4f8b\u5b50\uff0c\u770b\u770b\u4e3a\u4ec0\u4e48\u8bf4\u9010\u6b65\u4f5c\u7b54\u751f\u6210\u6700\u7ec8\u7b54\u6848\u7684\u65b9\u5f0f\u548c\u76f8\u5173\u8bc4\u6d4b\u4e0d\u9760\u8c31\u3002<\/p>\n<p>\u4f5c\u4e3a\u88ab\u8bc4\u6d4b\u7684\u201c\u9605\u5377\u201d\u6a21\u578b\uff0cGPT4-Turbo\u5e76\u672a\u53d1\u73b0\u7b2c\u4e8c\u6b65\u6240\u9690\u85cf\u7684\u8ba1\u7b97\u9519\u8bef\uff1a<\/p>\n<p># E.1 \u6570\u5b66<\/p>\n<p>## \u79d1\u76ee\uff1a\u9ad8\u4e2d\u6570\u5b66<\/p>\n<p>## \u95ee\u9898\uff1a\u54ea\u4e2a\u6700\u5c0f\u7684\u6574\u6570\u88ab4\u9664\u4f591\uff0c\u88ab3\u9664\u4f592\uff0c\u88ab5\u9664\u4f592\uff1f<\/p>\n<p>## \u9009\u9879\uff1a[A] 67 [B] 43 [C] 57 [D] 37<\/p>\n<p>## \u7b54\u6848\uff1aD<\/p>\n<p><\/p>\n<p>###\u91c7\u6837\u6a21\u578b\uff1aClaude2<\/p>\n<p>\u6a21\u578b\u89e3\u7b54\u6b65\u9aa4\uff1a<\/p>\n<p>&#8211; \u6b65\u9aa41\uff1a\u68c0\u67e5\u9009\u9879A\uff0867\uff09\u5f5367\u9664\u4ee54\uff0c\u4f59\u6570\u662f3\uff0c\u4e0d\u662f1\u3002\u6240\u4ee567\u4e0d\u662f\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p>&#8211; \u6b65\u9aa42\uff1a\u68c0\u67e5\u9009\u9879B\uff0843\uff09\u5f5343\u9664\u4ee54\uff0c\u4f59\u6570\u662f1\u3002\u5f5343\u9664\u4ee53\uff0c\u4f59\u6570\u662f3\uff0c\u4e0d\u662f2\u3002\u6240\u4ee543\u4e0d\u662f\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p>&#8211; \u6b65\u9aa43\uff1a\u68c0\u67e5\u9009\u9879C\uff0857\uff09\u5f5357\u9664\u4ee54\uff0c\u4f59\u6570\u662f1\u3002\u5f5357\u9664\u4ee53\uff0c\u4f59\u6570\u662f0\uff0c\u4e0d\u662f2\u3002\u6240\u4ee557\u4e0d\u662f\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p>&#8211; \u6b65\u9aa44\uff1a\u68c0\u67e5\u9009\u9879D\uff0837\uff09\u5f5337\u9664\u4ee54\uff0c\u4f59\u6570\u662f1\u3002\u5f5337\u9664\u4ee53\uff0c\u4f59\u6570\u662f1\u3002\u5f5337\u9664\u4ee55\uff0c\u4f59\u6570\u662f2\u3002<\/p>\n<p>&#8211; \u6b65\u9aa45\uff1a\u9009\u9879D\uff0837\uff09\u6ee1\u8db3\u6240\u6709\u6761\u4ef6\uff0c\u662f\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p>###\u89e3\u7b54\uff1a\u9009\u9879D<\/p>\n<p><\/p>\n<p>###\u4eba\u5de5\u6ce8\u89e3<\/p>\n<p>\u6a21\u578b\u89e3\u7b54\u6b63\u786e\u6027\uff1a\u4e0d\u6b63\u786e<\/p>\n<p>\u9996\u6b21\u9519\u8bef\u6b65\u9aa4\uff1a\u6b65\u9aa42<\/p>\n<p>\u6a21\u578b\u89e3\u7b54\u9519\u8bef\u539f\u56e0\uff1a<\/p>\n<p>\u5728\u6b65\u9aa42\u4e2d\uff0c\u6a21\u578b\u9519\u8bef\u8ba1\u7b97\u4e8643\u9664\u4ee54\u7684\u4f59\u6570\u4e3a1\u800c\u4e0d\u662f3\u3002\u6a21\u578b\u5047\u8bbe\u5f5343\u9664\u4ee54\u65f6\u4f59\u6570\u662f1\uff0c\u4f46\u4f59\u6570\u5e94\u8be5\u662f3\u3002\u8fd9\u91cc\u6709\u4e00\u4e2a\u8ba1\u7b97\u9519\u8bef\u3002<\/p>\n<p>###\u4fee\u6b63\u540e\u7684\u9996\u4e2a\u6b63\u786e\u6b65\u9aa4\uff1a\u6b65\u9aa42<\/p>\n<p>\u5f5343\u9664\u4ee54\uff0c\u4f59\u6570\u662f1\u3002\u5f5343\u9664\u4ee53\uff0c\u4f59\u6570\u662f1\u3002\u5f5343\u9664\u4ee55\uff0c\u4f59\u6570\u662f3\uff0c\u4e0d\u662f2\u3002\u56e0\u6b64\uff0c43\u4e0d\u662f\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p><\/p>\n<p><\/p>\n<p>###\u8bc4\u6d4b\u6a21\u578b\uff1agpt-4-turbo<\/p>\n<p>\u6a21\u578b\u56de\u590d\uff1a<\/p>\n<p>-\u6b65\u9aa41\uff1a\u6b65\u9aa4\u68c0\u67e567\u9664\u4ee54\u548c3\u7684\u4f59\u6570\uff0c\u53d1\u73b0\u5b83\u7b26\u5408\u88ab4\u9664\u4f593\u7684\u6761\u4ef6\uff0c\u8fd9\u662f\u4e00\u4e2a\u6b63\u786e\u7684\u9a8c\u8bc1\u3002<\/p>\n<p>-\u6b65\u9aa42\uff1a\u68c0\u67e543\u9664\u4ee54\u30013\u30015\u7684\u4f59\u6570\uff0c\u53d1\u73b01\u30013\u30015\u7684\u4f59\u6570\u6b63\u786e\u5339\u914d\u9884\u671f\uff0c\u9664\u4e865\u7684\u4f59\u6570\u4e0d\u7b26\u5408\u6761\u4ef6\u3002<\/p>\n<p>-\u6b65\u9aa43\uff1a\u6b65\u9aa4\u8ba1\u7b9757\u9664\u4ee54\u548c3\u7684\u4f59\u6570\uff0c\u4f59\u6570\u5206\u522b\u662f1\u548c0\u3002\u5f5357\u9664\u4ee53\u65f6\u4f59\u6570\u4e0d\u7b26\u5408\u6761\u4ef6\u3002<\/p>\n<p>-\u6b65\u9aa44\uff1a\u6b65\u9aa4\u68c0\u67e5\u5e76\u9a8c\u8bc137\u9664\u4ee54\u30013\u30015\u7684\u4f59\u6570\uff0c\u53d1\u73b0\u6240\u6709\u9884\u671f\u7684\u4f59\u6570\u90fd\u51c6\u786e\uff0c\u5f97\u51fa37\u6ee1\u8db3\u9898\u76ee\u4e2d\u7684\u6240\u6709\u6761\u4ef6\u3002<\/p>\n<p>###\u89e3\u7b54\u8fc7\u7a0b\u662f\u5426\u6b63\u786e\uff1a\u6b63\u786e<\/p>\n<p>###\u7b2c\u4e00\u4e2a\u51fa\u9519\u7684\u6b65\u9aa4\uff1a\u4e0d\u9002\u7528<\/p>\n<p>###\u7b2c\u4e00\u4e2a\u51fa\u9519\u6b65\u9aa4\u7684\u539f\u56e0\uff1a\u4e0d\u9002\u7528<\/p>\n<p><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5f53\u7ed9\u5b9a\u95ee\u9898\u3001\u786e\u5b9a\u7684\u89e3\u7b54\u8fc7\u7a0b\uff0c\u8bc4\u6d4b\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u5f0f\u5c31\u8f6c\u6362\u6210\u4e86\u8ba9\u6a21\u578b\u5bf9\u89e3\u7b54\u8fc7\u7a0b\u8fdb\u884c\u201c\u9605\u5377\u201d\u5e76\u8bc4\u5224\u6b63\u8bef\u3001\u6307\u51fa\u9519\u8bef\u4f4d\u7f6e\u53ca\u539f\u56e0\u3002\u5176\u4e2d\u89e3\u7b54\u8fc7\u7a0b\u7684\u6b63\u8bef\uff0c\u6f5c\u5728\u7684\u51fa\u9519\u4f4d\u7f6e\u53ef\u4ee5\u901a\u8fc7\u4e0e\u6807\u6ce8\u7ed3\u679c\u8fdb\u884c\u6bd4\u5bf9\u6765\u8ba1\u7b97\u3002\u800c\u6a21\u578b\u51fa\u9519\u6b65\u9aa4\u548c\u539f\u56e0\u7684\u8bc4\u6d4b\uff0c\u5219\u53ef\u4ee5\u4ea4\u7531GPT4\uff0c\u901a\u8fc7\u6bd4\u8f83\u6807\u6ce8\u4eba\u5458\u7ed9\u51fa\u7684\u9519\u8bef\u539f\u56e0\u89e3\u91ca\u548c\u6a21\u578b\u7684\u9519\u8bef\u539f\u56e0\u89e3\u91ca\uff0c\u6765\u5224\u65ad\u6a21\u578b\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p>\u4ece\u8bc4\u6d4b\u65b9\u5f0f\u6765\u770b\uff0cMR-Ben\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u9700\u8981\u6a21\u578b\u5bf9\u4e8e\u89e3\u9898\u8fc7\u7a0b\u7684\u6bcf\u4e00\u4e2a\u6b65\u9aa4\u7684\u524d\u63d0\u3001\u5047\u8bbe\u3001\u903b\u8f91\u90fd\u8fdb\u884c\u7ec6\u81f4\u5206\u6790\uff0c\u5e76\u5bf9\u63a8\u7406\u8fc7\u7a0b\u8fdb\u884c\u9884\u6f14\u6765\u5224\u65ad\u5f53\u524d\u6b65\u9aa4\u662f\u5426\u80fd\u5bfc\u5411\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7f9305e5ba95f8612f811786aaf61e0a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7f9305e5ba95f8612f811786aaf61e0a.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4713b8bfe0b523a626e145b74bf7d300.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4713b8bfe0b523a626e145b74bf7d300.png\"><\/a><\/p>\n<p>\u8fd9\u79cd\u201c\u9605\u5377\u201d\u5f0f\u7684\u8bc4\u6d4b\u65b9\u5f0f\u4ece\u96be\u5ea6\u4e0a\u8fdc\u8d85\u4e8e\u4ec5\u7b54\u9898\u7684\u8bc4\u6d4b\u65b9\u5f0f\uff0c\u4f46\u53ef\u6709\u6548\u907f\u514d\u6a21\u578b\u80cc\u9898\u6240\u5bfc\u81f4\u7684\u5206\u6570\u865a\u9ad8\u95ee\u9898\u3002\u800c\u53ea\u4f1a\u80cc\u9898\u7684\u5b66\u751f\u5f88\u96be\u6210\u4e3a\u4e00\u540d\u5408\u683c\u7684\u9605\u5377\u8001\u5e08\u3002<\/p>\n<p>\u5176\u6b21\uff0cMR-Ben\u901a\u8fc7\u4f7f\u7528\u4e86\u4eba\u529b\u7cbe\u7ec6\u7684\u6807\u6ce8\u6d41\u7a0b\u63a7\u5236\uff0c\u53d6\u5f97\u4e86\u5927\u91cf\u7684\u9ad8\u8d28\u91cf\u6807\u6ce8\uff0c\u800c\u5de7\u5999\u7684\u6d41\u7a0b\u8bbe\u8ba1\u53c8\u4f7f\u5f97\u8bc4\u6d4b\u65b9\u5f0f\u80fd\u591f\u76f4\u89c2\u5730\u91cf\u5316\u3002<\/p>\n<p>\u8d3e\u4f73\u4e9a\u56e2\u961f\u8fd8\u9488\u5bf9\u6027\u6d4b\u8bd5\u4e86\u65f6\u4e0b\u6700\u5177\u4ee3\u8868\u6027\u7684\u5341\u5927\u5927\u8bed\u8a00\u6a21\u578b\u548c\u4e0d\u540c\u7248\u672c\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u95ed\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u91cc\uff0cGPT4-Turbo\u7684\u8868\u73b0\u6700\u4f73\uff08\u867d\u7136\u5728\u201c\u9605\u5377\u201d\u65f6\u672a\u80fd\u53d1\u73b0\u8ba1\u7b97\u9519\u8bef\uff09\uff0c\u5728\u7edd\u5927\u90e8\u5206\u7684\u79d1\u76ee\u91cc\uff0c\u6709demo\uff08k=1\uff09\u548c\u65e0demo\uff08k=0\uff09\u7684\u8bbe\u7f6e\u4e0b\u90fd\u9886\u5148\u4e8e\u5176\u4ed6\u6a21\u578b\u3002<\/p>\n<p><span class=\"fr-img-caption fr-fic fr-dib\" style=\"width: 820.328px\"><span class=\"fr-img-wrap\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3738339abaaa92c5b7b4d241428a4a81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3738339abaaa92c5b7b4d241428a4a81.png\"><\/a><span class=\"fr-inner\">\u90e8\u5206\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u5728MR-Ben\u6570\u636e\u96c6\u4e0a\u7684\u6d4b\u8bc4\u7ed3\u679c<\/span><\/span><\/span><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u6700\u5f3a\u7684\u90e8\u5206\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u6548\u679c\u5df2\u7ecf\u8d76\u4e0a\u4e86\u90e8\u5206\u5546\u7528\u6a21\u578b\uff0c\u5e76\u4e14\u54ea\u6015\u6700\u5f3a\u7684\u95ed\u6e90\u6a21\u578b\u5728MR-Ben\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u4e5f\u4ecd\u672a\u9971\u548c\uff0c\u4e0d\u540c\u6a21\u578b\u95f4\u7684\u533a\u5206\u5ea6\u8f83\u5927\u3002<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0cMR-Ben\u7684\u539f\u8bba\u6587\u91cc\u8fd8\u6709\u66f4\u591a\u6709\u610f\u601d\u7684\u89e3\u6790\u548c\u53d1\u73b0\uff0c\u4f8b\u5982\uff1a<\/p>\n<p>\u2022 \u00a0 \u00a0Qwen\u548cDeepseek\u53d1\u5e03\u7684\u5f00\u6e90\u6a21\u578b\u54ea\u6015\u5728\u5168\u7403\u68af\u961f\u91cc\uff0cPK\u95ed\u6e90\u6a21\u578b\u6548\u679c\u4e5f\u4e0d\u900a\u8272\u3002<\/p>\n<p>\u2022 \u00a0 \u00a0\u4e0d\u540c\u7684\u95ed\u6e90\u6a21\u578b\u5b9a\u4ef7\u7b56\u7565\u548c\u5b9e\u9645\u8868\u73b0\u8010\u4eba\u5bfb\u5473\u3002\u5728\u4f7f\u7528\u573a\u666f\u91cc\u5173\u6ce8\u63a8\u7406\u80fd\u529b\u7684\u5c0f\u4f19\u4f34\uff0c\u53ef\u4ee5\u5bf9\u7167\u4ef7\u683c\u548c\u80fd\u529b\u627e\u5230\u81ea\u5df1\u5fc3\u4eea\u7684\u6a21\u578b\u53bb\u4f7f\u7528\u3002<\/p>\n<p>\u2022 \u00a0 \u00a0\u4f4e\u8d44\u6e90\u573a\u666f\u4e0b\uff0c\u5c0f\u6a21\u578b\u4e5f\u6709\u4e0d\u5c11\u4eae\u70b9\uff0cMR-Ben\u8bc4\u6d4b\u4e2dPhi-3-mini\u5728\u4e00\u4f17\u5c0f\u6a21\u578b\u91cc\u8131\u9896\u800c\u51fa\uff0c\u751a\u81f3\u9ad8\u4e8e\u6216\u6301\u5e73\u51e0\u767e\u4ebf\u53c2\u6570\u7684\u5927\u6a21\u578b\uff0c\u5c55\u73b0\u51fa\u4e86\u5fae\u8c03\u6570\u636e\u7684\u91cd\u8981\u6027\u3002<\/p>\n<p>\u2022 \u00a0 \u00a0MR-Ben\u573a\u666f\u5305\u542b\u590d\u6742\u7684\u903b\u8f91\u89e3\u6790\u548c\u9010\u6b65\u63a8\u65ad\uff0cFew-shot\u6a21\u5f0f\u4e0b\u8fc7\u957f\u7684\u4e0a\u4e0b\u6587\u53cd\u800c\u4f1a\u4f7f\u5f97\u6a21\u578b\u56f0\u60d1\uff0c\u9020\u6210\u6c34\u5e73\u4e0b\u964d\u7684\u540e\u679c\u3002<\/p>\n<p>\u2022 \u00a0 \u00a0MR-Ben\u8bc4\u6d4b\u4e86\u4e0d\u5c11\u751f\u6210-\u53cd\u601d-\u91cd\u751f\u6210\u7684\u6d88\u878d\u5b9e\u9a8c\uff0c\u67e5\u770b\u4e0d\u540c\u63d0\u793a\u7b56\u7565\u7684\u5dee\u5f02\uff0c\u53d1\u73b0\u5bf9\u4f4e\u6c34\u5e73\u7684\u6a21\u578b\u6ca1\u6709\u6548\u679c\uff0c\u5bf9\u9ad8\u6c34\u5e73\u7684\u6a21\u578b\u5982GPT4-Turbo\u6548\u679c\u4e5f\u4e0d\u660e\u663e\u3002\u53cd\u800c\u5bf9\u4e2d\u95f4\u6c34\u5e73\u7684\u6a21\u578b\u56e0\u4e3a\u603b\u628a\u9519\u7684\u6539\u5bf9\uff0c\u5bf9\u7684\u6539\u9519\uff0c\u6548\u679c\u53cd\u800c\u7565\u6709\u63d0\u5347\u3002<\/p>\n<p>\u2022 \u00a0 \u00a0\u5c06MR-Ben\u8bc4\u6d4b\u7684\u79d1\u76ee\u7c97\u7565\u5212\u5206\u6210\u77e5\u8bc6\u578b\u3001\u903b\u8f91\u578b\u3001\u8ba1\u7b97\u578b\u3001\u7b97\u6cd5\u578b\u540e\uff0c\u4e0d\u540c\u7684\u6a21\u578b\u5728\u4e0d\u540c\u7684\u63a8\u7406\u7c7b\u578b\u4e0a\u5404\u6709\u4f18\u52a3\u3002<\/p>\n<p>\u8d3e\u4f73\u4e9a\u56e2\u961f\u5df2\u5728github\u4e0a\u4f20\u4e00\u952e\u8bc4\u6d4b\u7684\u65b9\u5f0f\uff0c\u6b22\u8fce\u6240\u6709\u5173\u6ce8\u590d\u6742\u63a8\u7406\u7684\u5c0f\u4f19\u4f34\u5728\u81ea\u5bb6\u7684\u6a21\u578b\u4e0a\u8bc4\u6d4b\u5e76\u63d0\u4ea4\uff0c\u56e2\u961f\u4f1a\u53ca\u65f6\u66f4\u65b0\u76f8\u5e94\u7684leaderboard\u3002<\/p>\n<p>\u5bf9\u4e86\uff0c\u4f7f\u7528\u5b98\u65b9\u7684\u811a\u672c\u4e00\u952e\u8bc4\u6d4b\uff0c\u53ea\u9700\u82b1\u8d3912M tokens\u5de6\u53f3\uff0c\u8fc7\u7a0b\u975e\u5e38\u4e1d\u6ed1\uff0c\u4e0d\u59a8\u4e00\u8bd5\uff01<\/p>\n<p>\u53c2\u8003<\/p>\n<p>1. Training Verifiers to Solve Math Word Problems \uff08https:\/\/arxiv.org\/abs\/2110.14168\uff09<\/p>\n<p>2. Measuring Massive Multitask Language Understanding\uff08 https:\/\/arxiv.org\/abs\/2009.03300\uff09<\/p>\n<p>3. LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning \uff08https:\/\/arxiv.org\/abs\/2007.08124\uff09<\/p>\n<p>4. MHPP: Exploring the Capabilities and Limitations of Language Models Beyond Basic Code Generation\uff08 https:\/\/arxiv.org\/abs\/2405.11430\uff09<\/p>\n<p>5. Sparks of Artificial General Intelligence: Early experiments with GPT-4 \uff08https:\/\/arxiv.org\/abs\/2303.12712\uff09<\/p>\n<p>6. Qwen Technical Report \uff08https:\/\/arxiv.org\/abs\/2309.16609\uff09<\/p>\n<p>7. DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model \uff08https:\/\/arxiv.org\/abs\/2405.04434\uff09<\/p>\n<p>8. Textbooks Are All You Need \uff08https:\/\/arxiv.org\/abs\/2306.11644\uff09<\/p>\n<p>9. Large Language Models Cannot Self-Correct Reasoning Yet \uff08https:\/\/arxiv.org\/abs\/2310.01798\uff09<\/p>\n<p><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-18-10\" target=\"_blank\">\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u624b\u5251\u6865\u6e05\u534e\u7b49\u5171\u63a8\u8bc4\u6d4b\u65b0\u8303\u5f0f \u4e00\u79d2\u4fa6\u7834\u5927\u6a21\u578b\u201c\u9ad8\u5206\u4f4e\u80fd\u201d<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8d3e\u4f73\u4e9a\u56e2\u961f\u8054\u624b\u5251\u6865\u6e05\u534e [&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-34595","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 - 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