{"id":34822,"date":"2024-12-13T17:58:07","date_gmt":"2024-12-13T09:58:07","guid":{"rendered":"https:\/\/17aitech.com\/?p=34822"},"modified":"2024-12-13T17:58:07","modified_gmt":"2024-12-13T09:58:07","slug":"%e3%80%8c%e8%b6%8a%e7%8b%b1%e3%80%8d%e4%ba%8b%e4%bb%b6%e9%a2%91%e5%8f%91%ef%bc%8c%e5%a6%82%e4%bd%95%e6%95%99%e4%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e3%80%8c%e8%bf%b7%e9%80%94%e7%9f%a5%e8%bf%94%e3%80%8d","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34822","title":{"rendered":"\u300c\u8d8a\u72f1\u300d\u4e8b\u4ef6\u9891\u53d1\uff0c\u5982\u4f55\u6559\u4f1a\u5927\u6a21\u578b\u300c\u8ff7\u9014\u77e5\u8fd4\u300d\u800c\u4e0d\u662f\u300c\u5c06\u9519\u5c31\u9519\u300d\uff1f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-30\" target=\"_blank\">\u300c\u8d8a\u72f1\u300d\u4e8b\u4ef6\u9891\u53d1\uff0c\u5982\u4f55\u6559\u4f1a\u5927\u6a21\u578b\u300c\u8ff7\u9014\u77e5\u8fd4\u300d\u800c\u4e0d\u662f\u300c\u5c06\u9519\u5c31\u9519\u300d\uff1f<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-32e25e043a3744db3ca8f15c9a3d93d2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-32e25e043a3744db3ca8f15c9a3d93d2.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\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<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u662f\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff08\u6df1\u5733\uff09<mark data-type=\"concepts\" data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\">\u6570\u636e\u79d1\u5b66<\/mark>\u5b66\u9662\u4e8c\u5e74\u7ea7\u535a\u58eb\u751f\u8881\u5c24\u826f\uff0c\u6307\u5bfc\u8001\u5e08\u4e3a\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff08\u6df1\u5733\uff09<mark data-type=\"concepts\" data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\">\u6570\u636e\u79d1\u5b66<\/mark>\u5b66\u9662\u7684\u8d3a\u54c1\u5609\u6559\u6388\u548c<mark data-type=\"institutions\" data-id=\"e3f47c14-ff22-49c7-8e82-4745dc37b451\">\u817e\u8baf<\/mark> AI Lab \u7684\u6d82\u5146\u9e4f\u535a\u58eb\u3002\u8be5\u5de5\u4f5c\u662f\u8881\u5c24\u826f\u5728<mark data-type=\"institutions\" data-id=\"e3f47c14-ff22-49c7-8e82-4745dc37b451\">\u817e\u8baf<\/mark>AI Lab\u5b9e\u4e60\u65f6\u5b8c\u6210\u3002\u8d3a\u54c1\u5609\u56e2\u961f\u7684\u7814\u7a76\u91cd\u70b9\u662f\u8f6f\u4ef6\u5de5\u7a0b\u3001\u5927\u6a21\u578b\u3001AI for SE\u3001\u53ef\u4fe1<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\u5c55\u73b0\u51fa\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u667a\u80fd\u6c34\u5e73\u3002\u56e0\u6b64\uff0c\u786e\u4fdd\u5176\u5b89\u5168\u6027\u663e\u5f97\u81f3\u5173\u91cd\u8981\u3002\u5df2\u6709\u7814\u7a76\u63d0\u51fa\u4e86\u5404\u79cd\u7b56\u7565\uff0c\u4ee5\u4f7f LLM \u4e0e\u4eba\u7c7b\u4f26\u7406\u9053\u5fb7\u5bf9\u9f50\u3002\u7136\u800c\uff0c\u5f53\u524d\u7684\u5148\u8fdb\u6a21\u578b\u4f8b\u5982 GPT-4 \u548c LLaMA3-70b-Instruct \u4ecd\u7136\u5bb9\u6613\u53d7\u5230\u8d8a\u72f1\u653b\u51fb\uff0c\u5e76\u88ab\u7528\u4e8e\u6076\u610f\u7528\u9014\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4ec0\u4e48\u54ea\u6015\u7ecf\u8fc7\u4e86\u5927\u91cf\u7684\u5b89\u5168\u5bf9\u9f50\uff0c\u8fd9\u4e9b\u6a21\u578b\u4f9d\u7136\u5bb9\u6613\u88ab\u8d8a\u72f1\uff1f\u5e94\u8be5\u5982\u4f55\u8fdb\u4e00\u6b65\u628a\u5b89\u5168\u5bf9\u9f50\u505a\u6df1\uff08deep\uff09\uff1f<\/section>\n<p>\u56f4\u7ed5\u8fd9\u4e24\u4e2a\u95ee\u9898\uff0c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff08\u6df1\u5733\uff09\u8d3a\u54c1\u5609\u56e2\u961f\u548c<mark data-type=\"institutions\" data-id=\"e3f47c14-ff22-49c7-8e82-4745dc37b451\">\u817e\u8baf<\/mark>AI Lab\u5b9e\u9a8c\u5ba4\u8054\u5408\u63d0\u51fa\u4e86 Decoupled Refusal Training (DeRTa)\uff0c\u4e00\u4e2a\u7b80\u5355\u65b0\u9896\u7684\u5b89\u5168\u5fae\u8c03\u65b9\u6cd5\uff0c\u53ef\u4ee5\u8d4b\u4e88\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u300c\u8ff7\u9014\u77e5\u8fd4\u300d\u7684\u80fd\u529b\uff0c\u4ece\u800c\u5728\u4e0d\u5f71\u54cd\u6a21\u578b\u6709\u7528\u6027\uff08helpfulness\uff09\u7684\u540c\u65f6\uff0c\u5927\u5e45\u63d0\u5347\u5176\u5b89\u5168\u6027\uff08safety\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d619666882f917dc794900f9bcbc18b7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d619666882f917dc794900f9bcbc18b7.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aRefuse Whenever You Feel Unsafe: Improving Safety in LLMs via Decoupled Refusal Training<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2407.09121<\/section>\n<\/li>\n<li>\n<section>\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/RobustNLP\/DeRTa<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u53d1\u73b0\uff0c\u5b89\u5168\u5fae\u8c03\u6570\u636e\u4e2d\u5b58\u5728\u62d2\u7edd\u4f4d\u7f6e\u504f\u5dee\uff08refusal position bias\uff09\uff0c\u5373\u6a21\u578b\u8868\u793a\u62d2\u7edd\u56de\u7b54\u7684\u884c\u4e3a\uff0c\u603b\u662f\u51fa\u73b0\u5728\u56de\u590d\u7684\u5f00\u5934\uff0c\u8fd9\u53ef\u80fd\u963b\u788d\u4e86\u6a21\u578b\u5728\u540e\u7eed\u4f4d\u7f6e\u5904\u4fdd\u6301\u5b89\u5168\u7684\u80fd\u529b\u3002\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u4e00\u731c\u6d4b\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u8d8a\u72f1\u6837\u672c\u6d4b\u8bd5 LLaMA3-8B \u548c LLaMA3-70B\uff0c\u7ed3\u679c\u663e\u793a\u51e0\u4e4e\u6240\u6709\uff0899.5%\uff09\u88ab\u6a21\u578b\u6210\u529f\u62d2\u7edd\u7684\u8d8a\u72f1\u6837\u672c\uff0c\u62d2\u7edd\u6027\u5355\u8bcd\uff08\u5982 Sorry\uff09\u90fd\u51fa\u73b0\u5728\u524d\u4e94\u4e2a\u5355\u8bcd\u4e2d\u3002\u4e00\u65e6\u5f00\u5934\u6ca1\u6709\u88ab\u62d2\u7edd\uff0c\u6a21\u578b\u5c06\u5f88\u96be\u5728\u540e\u7eed\u4f4d\u7f6e\u8868\u73b0\u51fa\u5b89\u5168\u7684\u884c\u4e3a\u3002<\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u89e3\u8026\u62d2\u7edd\u8bad\u7ec3\uff08DeRTa\uff09\u3002DeRTa \u5305\u62ec\u4e24\u4e2a\u65b0\u9896\u7684\u8bbe\u8ba1\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5e26\u6709\u6709\u5bb3\u524d\u7f00\u7684<mark data-type=\"tech_methods\" data-id=\"378d0ed1-b022-4de1-b3de-58b6f4722361\">\u6700\u5927\u4f3c\u7136\u4f30\u8ba1<\/mark>\uff08MLE\uff09\uff1a\u5c06\u4e00\u6bb5\u968f\u673a\u957f\u5ea6\u7684\u6709\u5bb3\u56de\u590d\uff08harmful response\uff09\u6dfb\u52a0\u5230\u5b89\u5168\u56de\u590d\u7684\u5f00\u5934\uff0c\u53ef\u4ee5\u8bad\u7ec3 LLMs \u5728\u4efb\u4f55\u4f4d\u7f6e\u62d2\u7edd\u56de\u590d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5728\u5f00\u59cb\u5904\u3002\u6b64\u5916\uff0c\u6dfb\u52a0\u6709\u5bb3\u524d\u7f00\u63d0\u4f9b\u4e86\u989d\u5916\u7684\u4e0a\u4e0b\u6587\uff0c\u663e\u8457\u63d0\u9ad8\u4e86 LLM \u8bc6\u522b\u548c\u907f\u514d\u4e0d\u5b89\u5168\u5185\u5bb9\u7684\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section>\u5f3a\u5316\u8fc7\u6e21\u4f18\u5316\uff08RTO\uff09\uff1a\u867d\u7136\u52a0\u5165\u6709\u5bb3\u524d\u7f00\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u4ece\u6709\u5bb3\u72b6\u6001\u8fc7\u6e21\u5230\u5b89\u5168\u72b6\u6001\uff0c\u4f46\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\u4ec5\u63d0\u4f9b\u5355\u6b21\u8fc7\u6e21\uff0c\u53ef\u80fd\u4e0d\u8db3\u4ee5\u4f7f LLM \u6709\u6548\u8bc6\u522b\u548c\u963b\u6b62\u6f5c\u5728\u5a01\u80c1\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u8005\u5f15\u5165\u4e86\u4e00\u4e2a\u8f85\u52a9\u8bad\u7ec3\u76ee\u6807 RTO\uff0c\u8ba9\u6a21\u578b\u5728\u6709\u5bb3\u5e8f\u5217\u7684\u4efb\u610f\u4f4d\u7f6e\uff0c\u90fd\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5355\u8bcd\u4e3a\u300cSorry\u300d\uff0c\u4ece\u800c\u5728\u6709\u5bb3\u56de\u590d\u5e8f\u5217\u4e2d\u7684\u6bcf\u4e2a\u4f4d\u7f6e\u90fd\u5b66\u4e60\u4e00\u6b21\u4ece\u6709\u5bb3\u5230\u5b89\u5168\u7684\u8fc7\u6e21\u3002<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-dd4961baea8cd21962511fac985da653.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-dd4961baea8cd21962511fac985da653.png\"><\/a><\/p>\n<section>\u4e0a\u8ff0\u8bbe\u8ba1\u786e\u4fdd\u4e86\u6a21\u578b\u9632\u5fa1\u673a\u5236\u7684\u5168\u9762\u589e\u5f3a\uff0c\u5141\u8bb8\u6a21\u578b\u5b66\u4f1a\u300c\u8ff7\u9014\u77e5\u8fd4\u300d\u7684\u884c\u4e3a\u3002<\/section>\n<section>\u8be5\u65b9\u6cd5\u7684\u8bbe\u8ba1\uff0c\u5728\u63a8\u7279\u4e0a\u4e5f\u5f15\u8d77\u4e86\u4e00\u5b9a\u7684\u8ba8\u8bba\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c355d7f2984f03d68d8b439e5c3352da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c355d7f2984f03d68d8b439e5c3352da.png\"><\/a><\/p>\n<section><strong>\u4e3b\u8981\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9a8c\u8bc1\u65b9\u6cd5\u7684\u6548\u679c\uff0c\u7814\u7a76\u8005\u5728\u4e24\u4e2a\u77e5\u540d\u7684\u6a21\u578b\u5bb6\u65cf LLaMA3 (8B &amp; 70B) \u548c Mistral (7B &amp; 8\u00d77B) \u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u6db5\u76d6\u516d\u79cd\u4e0d\u540c\u7684\u8d8a\u72f1\u653b\u51fb\u65b9\u5f0f\u3002\u7ed3\u679c\u663e\u793a\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>DeRTa \u663e\u8457\u63d0\u5347\u4e86\u5b89\u5168\u6027\uff0c\u540c\u65f6\u4e0d\u4f1a\u964d\u4f4e\u6709\u7528\u6027\u3002<\/section>\n<\/li>\n<li>\n<section>DeRTa \u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347 LLaMA3-70B-Instruct \u7684\u5b89\u5168\u6027\u3002<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-83c0c2855d49ab9e31d57343def15131.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-83c0c2855d49ab9e31d57343def15131.png\"><\/a><\/p>\n<section><strong>\u5206\u6790\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u63d0\u4f9b\u66f4\u591a\u6709\u4ef7\u503c\u7684\u89c1\u89e3\uff0c\u7814\u7a76\u8005\u4e3b\u8981\u57fa\u4e8e LLaMA3-70B\uff0c\u5bf9 DeRTa \u7684\u5de5\u4f5c\u539f\u7406\u8fdb\u884c\u4e86\u66f4\u7ec6\u81f4\u7684\u5206\u6790\uff0c\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<section>1. \u6848\u4f8b\u7814\u7a76\uff0cDeRTa \u5982\u4f55\u5f71\u54cd\u62d2\u7edd\u6027\u5355\u8bcd\u4f4d\u7f6e\u5206\u5e03<\/section>\n<section>2. \u6d88\u878d\u5b9e\u9a8c\uff0cDeRTa \u4e2d\u4e24\u79cd\u7b56\u7565\u7684\u4f5c\u7528\u5927\u5c0f<\/section>\n<section>3. \u5206\u6790\u5b9e\u9a8c\u4e00\uff0c\u4e0e DPO \u8fdb\u884c\u6bd4\u8f83\uff0c\u63a2\u7a76\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6709\u5bb3\u56de\u590d\u6240\u53d1\u6325\u7684\u4f5c\u7528<\/section>\n<section>4. \u5206\u6790\u5b9e\u9a8c\u4e8c\uff0cDeRTa \u5728\u4e0d\u540c\u6a21\u578b\u5c3a\u5bf8\u7684\u9002\u7528\u6027<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u8bba\u6587\u7ed9\u51fa\u7684\u793a\u4f8b\u5177\u4f53\u5730\u5c55\u793a\u4e86 DeRTa \u6a21\u578b\u7684\u300c\u8ff7\u9014\u77e5\u8fd4\u300d\u80fd\u529b\uff1a\u5373\u4f7f\u5728\u5df2\u7ecf\u8f93\u51fa\u4e86\u4e00\u90e8\u5206\u4e0d\u5b89\u5168\u6587\u672c\u7684\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u4e5f\u80fd\u6709\u6548\u8fc7\u6e21\u5230\u5b89\u5168\u72b6\u6001\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u7ed9\u51fa\u4e86\u5728\u4e0d\u540c\u7684\u65b9\u6cd5\u4e0b\uff0c\u6a21\u578b\u8f93\u51fa\u7684\u62d2\u7edd\u6027\u5355\u8bcd\u7684\u4f4d\u7f6e\u5206\u5e03\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u4f7f\u7528\u4e86 RTO \u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u5728\u663e\u8457\u9760\u540e\u7684\u4f4d\u7f6e\uff0c\u4ecd\u7136\u5177\u6709\u4fdd\u6301\u5b89\u5168\u7684\u80fd\u529b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2d388ae4d01cd54e3ae27870495dfe3c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2d388ae4d01cd54e3ae27870495dfe3c.png\"><\/a><\/p>\n<section>\u5728\u6d88\u878d\u5b9e\u9a8c\u4e2d\uff0c\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u4ec5\u4ec5\u4f7f\u7528\u6709\u5bb3\u524d\u7f00\u7b56\u7565\u4e0d\u8db3\u4ee5\u5e94\u5bf9\u5404\u79cd\u5f62\u5f0f\u7684\u653b\u51fb\u3002\u4f8b\u5982\uff0c\u8be5\u7b56\u7565\u5bf9\u4e8e\u9632\u5fa1 CodeAttack \u8fd9\u7c7b\u8f83\u4e3a\u590d\u6742\u7684\u653b\u51fb\u51e0\u4e4e\u6ca1\u6709\u5e2e\u52a9\u3002\u8be5\u653b\u51fb\u901a\u8fc7\u8ba9\u6a21\u578b\u8865\u5168\u4ee3\u7801\u6765\u8d8a\u72f1\uff0c\u6a21\u578b\u5728\u524d\u9762\u4f4d\u7f6e\u7684\u56de\u590d\u4e2d\uff0c\u4f1a\u8fdb\u884c\u65e0\u6076\u610f\u7684\u4ee3\u7801\u8865\u5168\uff0c\u5230\u4e00\u5b9a\u4f4d\u7f6e\u5904\uff0c\u6a21\u578b\u5c06\u4f1a\u5f00\u59cb\u4e00\u8fb9\u8865\u5168\u4ee3\u7801\u4e00\u8fb9\u751f\u6210\u6076\u610f\u56de\u590d\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u6709\u5bb3\u524d\u7f00\u7b56\u7565\u7684\u8fd9\u4e9b\u4e0d\u8db3\uff0cRTO \u53ef\u4ee5\u6709\u6548\u5f25\u8865\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u5c55\u73b0\u51fa\u5f88\u9ad8\u7684\u5b89\u5168\u6027\uff0c\u8fd9\u8bf4\u660e RTO \u5bf9\u4e8e\u52a0\u5f3a\uff08\u8d4b\u4e88\uff09\u6a21\u578b\u5728\u4efb\u4f55\u4f4d\u7f6e\u62d2\u7edd\u7684\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-048582a3123c384ba7d988057e4b1ca2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-048582a3123c384ba7d988057e4b1ca2.png\"><\/a><\/p>\n<section>RTO \u7684\u6210\u529f\u5f88\u81ea\u7136\u5e26\u6765\u4e00\u4e2a\u95ee\u9898\uff1a\u6a21\u578b\u5b89\u5168\u6027\u7684\u63d0\u5347\uff0c\u662f\u5426\u53ef\u4ee5\u5f52\u529f\u4e8e\u8bad\u7ec3\u4e2d\u6574\u5408\u4e86\u6709\u5bb3\u56de\u590d\uff0c\u800c\u4e0d\u662f\u5efa\u6a21\u4e86 token \u7ea7\u522b\u7684\u5b89\u5168\u8fc7\u6e21\uff1f\u4e3a\u4e86\u56de\u7b54\u8fd9\u4e00\u95ee\u9898\uff0c\u4f5c\u8005\u5c06 DeRTa \u4e0e DPO \u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u8be5\u5b9e\u9a8c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\uff0cDeRTa \u5e26\u6765\u7684\u5b89\u5168\u6027\u63d0\u5347\u5e76\u4e0d\u662f\u7b80\u5355\u5730\u5229\u7528\u4e86\u6709\u5bb3\u56de\u590d\u7684\u4fe1\u606f\uff0c\u800c\u662f\u5f97\u76ca\u4e8e\u5176\u5bf9 token \u7ea7\u522b\u5b89\u5168\u8fc7\u6e21\u7684\u76f4\u63a5\u5efa\u6a21\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a3e2eaec2cbf2d313e2ec8cd15ad40be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a3e2eaec2cbf2d313e2ec8cd15ad40be.png\"><\/a><\/p>\n<section>\u6b64\u5916\uff0c\u8be5\u8bba\u6587\u4e5f\u5c55\u793a\u4e86\u5728\u4e0d\u540c\u5c3a\u5bf8\u7684\u6a21\u578b\u4e0a\u7684\u8868\u73b0\uff0c\u5305\u62ec LLaMA3 (8B &amp; 70B) \u548c Mistral (7B &amp; 8\u00d77B)\uff0c\u7ed3\u679c\u663e\u793a\u8be5\u65b9\u6cd5\u5bf9\u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\u5747\u6709\u5f88\u597d\u7684\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section><strong>\u7ed3\u8bed<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u6a21\u578b\u5b89\u5168\u4f9d\u7136\u4efb\u91cd\u9053\u8fdc\u3002\u5982\u4f55\u7a81\u7834\u8868\u9762\u5bf9\u9f50\uff0c\u5c06\u5b89\u5168\u505a\u6df1\u5165\u662f\u4e00\u4ef6\u5f88\u6709\u6311\u6218\u7684\u4e8b\u60c5\u3002\u7814\u7a76\u8005\u5728\u6b64\u7ed9\u51fa\u4e86\u4e00\u4e9b\u63a2\u7d22\u548c\u601d\u8003\uff0c\u5e0c\u671b\u53ef\u4ee5\u4e3a\u8fd9\u4e00\u65b9\u9762\u7684\u7814\u7a76\uff0c\u63d0\u4f9b\u4e00\u4e9b\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u548c\u57fa\u7ebf\u65b9\u6cd5\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-30\" target=\"_blank\">\u300c\u8d8a\u72f1\u300d\u4e8b\u4ef6\u9891\u53d1\uff0c\u5982\u4f55\u6559\u4f1a\u5927\u6a21\u578b\u300c\u8ff7\u9014\u77e5\u8fd4\u300d\u800c\u4e0d\u662f\u300c\u5c06\u9519\u5c31\u9519\u300d\uff1f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u300c\u8d8a\u72f1\u300d\u4e8b\u4ef6\u9891\u53d1\uff0c\u5982\u4f55 [&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-34822","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>\u300c\u8d8a\u72f1\u300d\u4e8b\u4ef6\u9891\u53d1\uff0c\u5982\u4f55\u6559\u4f1a\u5927\u6a21\u578b\u300c\u8ff7\u9014\u77e5\u8fd4\u300d\u800c\u4e0d\u662f\u300c\u5c06\u9519\u5c31\u9519\u300d\uff1f - \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=34822\" \/>\n<script type=\"application\/ld+json\" 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