{"id":19341,"date":"2024-03-11T11:45:07","date_gmt":"2024-03-11T03:45:07","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=19341"},"modified":"2024-03-11T11:45:07","modified_gmt":"2024-03-11T03:45:07","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9c%a8%e5%a4%8d%e6%9d%82%e6%8e%a8%e7%90%86%e4%bb%bb%e5%8a%a1%e4%b8%8a%e6%bd%9c%e5%8a%9b%e5%a6%82%e4%bd%95%ef%bc%9f%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e4%ba%92%e5%8a%a8","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/03\/11\/19341\/","title":{"rendered":"\u5927\u6a21\u578b\u5728\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e0a\u6f5c\u529b\u5982\u4f55\uff1f\u591a\u667a\u80fd\u4f53\u4e92\u52a8\u6846\u67b6ThinkThrice\u73a9\u8f6c\u5267\u672c\u6740"},"content":{"rendered":"<div class=\"article-desc\">\u52a0\u62ff\u5927\u8499\u7279\u5229\u5c14\u5927\u5b66\u548c Mila \u7814\u7a76\u6240\u7684\u7814\u7a76\u56e2\u961f\u5e26\u6765\u4e86\u4e00\u9879\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u7814\u7a76\uff0c\u5c06 AI 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1080px\" \/><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2312.00746<\/p>\n<h4>\u7814\u7a76\u52a8\u673a\uff1aAI \u4e0e\u5267\u672c\u6740\u7684\u4ea4\u6c47<\/h4>\n<p>AI \u7684\u8fdb\u6b65\u5df2\u7ecf\u4f7f\u5176\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u79cd\u6e38\u620f\u4e2d\u3002\u7136\u800c\uff0c\u5267\u672c\u6740\u6e38\u620f\u4ee5\u5176\u72ec\u7279\u7684\u73a9\u6cd5\u548c\u590d\u6742\u7684\u8bbe\u7f6e\uff0c\u4ecd\u662f\u4e00\u5757\u5f85\u5f00\u53d1\u7684\u65b0\u9886\u57df\u3002\u4e3a\u4e86\u5c06 AI \u5f15\u5165\u5267\u672c\u6740\u6e38\u620f\u4e2d\uff0c\u8499\u7279\u5229\u5c14\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u9762\u4e34\u4e09\u4e2a\u4e3b\u8981\u6311\u6218\uff1a<\/p>\n<p>\u9996\u5148\uff0c\u5267\u672c\u6740\u6e38\u620f\u4e2d\u590d\u6742\u7684\u89d2\u8272\u60c5\u8282\u548c\u4eba\u7269\u5173\u7cfb\u8981\u6c42 AI 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srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/66ef22c81384ab357f586186365ccde0499fd3.png 670w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/66ef22c81384ab357f586186365ccde0499fd3-300x56.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/66ef22c81384ab357f586186365ccde0499fd3-150x28.png 150w\" sizes=\"auto, (max-width: 670px) 100vw, 670px\" \/><\/p>\n<p>\u8868 1. \u5267\u672c\u6740\u6570\u636e\u96c6\u4e2d\u4e0d\u540c\u6a21\u6001\u7684\u6e38\u620f\u5267\u672c\u6570\u91cf<\/p>\n<p><img data-dominant-color=\"efefef\" data-has-transparency=\"false\" style=\"--dominant-color: #efefef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19345\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/085ae3364a8ba861cf4910eef0588715d1c9c8.png\" width=\"698\" height=\"170\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/085ae3364a8ba861cf4910eef0588715d1c9c8.png 698w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/085ae3364a8ba861cf4910eef0588715d1c9c8-300x73.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/085ae3364a8ba861cf4910eef0588715d1c9c8-150x37.png 150w\" sizes=\"auto, (max-width: 698px) 100vw, 698px\" \/><\/p>\n<p>\u8868 2\uff1a\u5267\u672c\u6740\u6570\u636e\u96c6\u4e2d\u6e38\u620f\u5267\u672c\u7684\u73a9\u5bb6\u6570\u91cf\u548ctoken\u7edf\u8ba1\u3002<\/p>\n<h4>ThinkThrice \u6846\u67b6\uff1aAI \u5982\u4f55\u73a9\u8f6c\u5267\u672c\u6740<\/h4>\n<p>\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u4e2a\u540d\u4e3a ThinkThrice (\u4e09\u601d) \u7684\u591a\u667a\u80fd\u4f53\u4e92\u52a8\u6846\u67b6\uff0c\u5141\u8bb8\u57fa\u4e8e LLM \u7684 AI \u667a\u80fd\u4f53\u81ea\u4e3b\u53c2\u4e0e\u5267\u672c\u6740\u6e38\u620f\u3002\u8fd9\u4e2a\u6846\u67b6\u901a\u8fc7\u8bb0\u5fc6\u68c0\u7d22\u3001\u81ea\u6211\u5b8c\u5584\u548c\u81ea\u6211\u9a8c\u8bc1\u4e09\u4e2a\u4f7f\u7528\u4e0a\u4e0b\u6587\u5b66\u4e60\u6280\u672f\u7684 \u6a21\u5757\u786e\u4fdd AI \u667a\u80fd\u4f53\u80fd\u591f\u6709\u6548\u5730\u7406\u89e3\u6e38\u620f\u60c5\u666f\uff0c\u6536\u96c6\u4fe1\u606f\uff0c\u5e76\u8fdb\u884c\u903b\u8f91\u63a8\u7406\u3002AI \u667a\u80fd\u4f53\u7684\u6bcf\u4e00\u6b65\u52a8\u4f5c\uff0c\u5305\u62ec\u8be2\u95ee\u3001\u56de\u5e94\u3001\u6295\u7968\u7b49\uff0c\u90fd\u662f\u57fa\u4e8e\u5176\u89d2\u8272\u5267\u672c\u548c\u4ee5\u5f80\u7684\u4ea4\u4e92\u8bb0\u5f55\u7531 LLM \u81ea\u52a8\u4ea7\u751f\u7684\u3002<\/p>\n<p><img data-dominant-color=\"e4e2dd\" data-has-transparency=\"false\" style=\"--dominant-color: #e4e2dd;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19346\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/9576358665c6b2063e1407b4bd5f4c42d4cffe.png\" width=\"1080\" height=\"557\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/9576358665c6b2063e1407b4bd5f4c42d4cffe.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/9576358665c6b2063e1407b4bd5f4c42d4cffe-300x155.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/9576358665c6b2063e1407b4bd5f4c42d4cffe-1024x528.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/9576358665c6b2063e1407b4bd5f4c42d4cffe-150x77.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/9576358665c6b2063e1407b4bd5f4c42d4cffe-768x396.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>ThinkThrice (\u4e09\u601d) \u6846\u67b6\u3002<\/p>\n<h4>\u8bc4\u4f30\u65b9\u6cd5\uff1a\u65b0\u7684\u8bc4\u4ef7\u6807\u51c6<\/h4>\n<p>\u7814\u7a76\u8005\u8bbe\u8ba1\u4e86\u4e8b\u5b9e\u6027\u95ee\u9898\u56de\u7b54\u548c\u63a8\u7406\u6027\u95ee\u9898\u56de\u7b54\u4e24\u9879\u4efb\u52a1\u6765\u8bc4\u4f30 AI \u667a\u80fd\u4f53\u7684\u8868\u73b0\u3002\u4e8b\u5b9e\u6027\u95ee\u9898\u65e8\u5728\u6d4b\u8bd5 AI \u667a\u80fd\u4f53\u5728\u6e38\u620f\u8fc7\u7a0b\u4e2d\u6536\u96c6\u7684\u4fe1\u606f\u91cf\uff0c\u800c\u63a8\u7406\u6027\u95ee\u9898\u5219\u8bc4\u4f30 AI \u4f7f\u7528\u8fd9\u4e9b\u4fe1\u606f\u8fdb\u884c\u63a8\u7406\u7684\u80fd\u529b\u3002\u5176\u4e2d\u63a8\u7406\u6027\u95ee\u9898\u4e0d\u4ec5\u9700\u8981\u8003\u5bdf AI \u667a\u80fd\u4f53\u5bf9\u7279\u5b9a\u95ee\u9898\u7684\u7b54\u6848\uff0c\u8fd8\u8981\u8bc4\u4f30\u5176\u80cc\u540e\u7684\u63a8\u7406\u8fc7\u7a0b\u662f\u5426\u5408\u7406\u3002<\/p>\n<p><img data-dominant-color=\"e9e9e9\" data-has-transparency=\"false\" style=\"--dominant-color: #e9e9e9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19347\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/99b5c3935c289c629bc01066182cbcb4dbed95.png\" width=\"1030\" height=\"982\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/99b5c3935c289c629bc01066182cbcb4dbed95.png 1030w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/99b5c3935c289c629bc01066182cbcb4dbed95-300x286.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/99b5c3935c289c629bc01066182cbcb4dbed95-1024x976.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/99b5c3935c289c629bc01066182cbcb4dbed95-150x143.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/99b5c3935c289c629bc01066182cbcb4dbed95-768x732.png 768w\" sizes=\"auto, (max-width: 1030px) 100vw, 1030px\" \/><\/p>\n<p>\u8868 3\uff1a\u4e8b\u5b9e\u6027\u95ee\u9898\u793a\u4f8b\u3002<\/p>\n<p><img data-dominant-color=\"e2e2e3\" data-has-transparency=\"false\" style=\"--dominant-color: #e2e2e3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19348\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/138526312293b5e2a50407d4122c5fa9b9356d.png\" width=\"1032\" height=\"958\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/138526312293b5e2a50407d4122c5fa9b9356d.png 1032w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/138526312293b5e2a50407d4122c5fa9b9356d-300x278.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/138526312293b5e2a50407d4122c5fa9b9356d-1024x951.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/138526312293b5e2a50407d4122c5fa9b9356d-150x139.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/138526312293b5e2a50407d4122c5fa9b9356d-768x713.png 768w\" sizes=\"auto, (max-width: 1032px) 100vw, 1032px\" \/><\/p>\n<p>\u8868 4\uff1a\u63a8\u7406\u6027\u95ee\u9898\u793a\u4f8b\u3002<\/p>\n<h4>\u5b9e\u9a8c\u7ed3\u679c\uff1aAI \u667a\u80fd\u4f53\u7684\u4fa6\u63a2\u80fd\u529b\u8bc4\u4f30<\/h4>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u57fa\u7ebf\u6a21\u578b\u76f8\u6bd4\uff0c\u5f15\u5165\u8bb0\u5fc6\u68c0\u7d22\u3001\u81ea\u6211\u5b8c\u5584\u548c\u81ea\u6211\u9a8c\u8bc1\u6a21\u5757\u7684 AI \u667a\u80fd\u4f53\u5728\u56de\u7b54\u5173\u4e8e\u5176\u4ed6\u89d2\u8272\u7684\u4e8b\u5b9e\u6027\u95ee\u9898\u65f6\uff0c\u51c6\u786e\u7387\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\u3002\u8fd9\u8bc1\u660e\u4e86\u4fe1\u606f\u4ea4\u6d41\u5728\u7406\u89e3\u6e38\u620f\u4e2d\u5176\u4ed6\u89d2\u8272\u7684\u884c\u4e3a\u548c\u52a8\u673a\u65b9\u9762\u81f3\u5173\u91cd\u8981\u3002\u6b64\u5916\uff0cAI \u667a\u80fd\u4f53\u4fe1\u606f\u6536\u96c6\u80fd\u529b\u7684\u589e\u5f3a\uff0c\u4e5f\u663e\u8457\u63d0\u9ad8\u4e86\u5176\u5728\u63a8\u7406\u89e3\u6848\u548c\u8bc6\u522b\u51f6\u624b\u65b9\u9762\u7684\u8868\u73b0\u3002\u8fd9\u8868\u660e AI \u667a\u80fd\u4f53\u901a\u8fc7\u6536\u96c6\u5145\u8db3\u7684\u4fe1\u606f\u548c\u8fdb\u884c\u6709\u6548\u7684\u63a8\u7406\uff0c\u80fd\u591f\u66f4\u51c6\u786e\u5730\u786e\u5b9a\u51f6\u624b\u8eab\u4efd\u3002<\/p>\n<p><img data-dominant-color=\"eaeaea\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeaea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19349\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/242473d1211e75f8b89047a3bf8fac4a4ca2c8.png\" width=\"1080\" height=\"512\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/242473d1211e75f8b89047a3bf8fac4a4ca2c8.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/242473d1211e75f8b89047a3bf8fac4a4ca2c8-300x142.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/242473d1211e75f8b89047a3bf8fac4a4ca2c8-1024x485.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/242473d1211e75f8b89047a3bf8fac4a4ca2c8-150x71.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/242473d1211e75f8b89047a3bf8fac4a4ca2c8-768x364.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8868 5\uff1aAI \u667a\u80fd\u4f53\u56de\u7b54\u5173\u4e8e\u81ea\u5df1\u626e\u6f14\u89d2\u8272\u7684\u4e8b\u5b9e\u6027\u95ee\u9898 (Own Q) \u548c\u5176\u4ed6\u89d2\u8272\u7684\u4e8b\u5b9e\u6027\u95ee\u9898 (Other\u2019s Q) \u7684\u51c6\u786e\u7387\u3002<\/p>\n<p><img data-dominant-color=\"e2e4db\" data-has-transparency=\"false\" style=\"--dominant-color: #e2e4db;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19350\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/73df1f531576ab47540470264b29c6af5e7b9a.png\" width=\"1080\" height=\"672\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/73df1f531576ab47540470264b29c6af5e7b9a.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/73df1f531576ab47540470264b29c6af5e7b9a-300x187.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/73df1f531576ab47540470264b29c6af5e7b9a-1024x637.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/73df1f531576ab47540470264b29c6af5e7b9a-150x93.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/73df1f531576ab47540470264b29c6af5e7b9a-768x478.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>AI \u667a\u80fd\u4f53\u4f7f\u7528 GPT-3.5 \u548c GPT-4 \u65f6\u7684\u63a8\u7406\u51c6\u786e\u7387\u3002<\/p>\n<p><img data-dominant-color=\"dee3da\" data-has-transparency=\"false\" style=\"--dominant-color: #dee3da;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19351\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/188c55727043073e94f5199d969d012925fb87.png\" width=\"1080\" height=\"687\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/188c55727043073e94f5199d969d012925fb87.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/188c55727043073e94f5199d969d012925fb87-300x191.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/188c55727043073e94f5199d969d012925fb87-1024x651.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/188c55727043073e94f5199d969d012925fb87-150x95.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/188c55727043073e94f5199d969d012925fb87-768x489.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>AI \u667a\u80fd\u4f53\u7684\u51f6\u624b\u8bc6\u522b\u51c6\u786e\u7387\u548c\u5e73\u6c11\u73a9\u5bb6\u80dc\u7387\u3002<\/p>\n<h4>\u7ed3\u8bed<\/h4>\n<p>\u8be5\u7814\u7a76\u901a\u8fc7\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u667a\u80fd\u4f53\u5f15\u5165\u4fa6\u63a2\u89d2\u8272\u626e\u6f14\u6e38\u620f \u201c\u5267\u672c\u6740\u201d\uff0c\u63a2\u7d22\u4e86 LLM \u667a\u80fd\u4f53\u5728\u590d\u6742\u53d9\u4e8b\u73af\u5883\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u4e3a\u89c2\u5bdf\u548c\u8bc4\u4f30 LLM 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