{"id":33730,"date":"2025-08-25T16:49:15","date_gmt":"2025-08-25T08:49:15","guid":{"rendered":"https:\/\/aicats.wiki\/?p=33730"},"modified":"2025-08-25T16:49:15","modified_gmt":"2025-08-25T08:49:15","slug":"rlhf%e6%98%af%e4%bb%80%e9%ba%bc%ef%bc%9f-2025%e5%b9%b4ai%e8%a8%93%e7%b7%b4%e4%b8%ad%e4%b8%8d%e5%8f%af%e5%bf%bd%e8%a6%96%e7%9a%84%e9%97%9c%e9%8d%b5%e6%8a%80%e8%a1%93%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/08\/25\/33730-html","title":{"rendered":"RLHF\u662f\u4ec0\u9ebc\uff1f 2025\u5e74AI\u8a13\u7df4\u4e2d\u4e0d\u53ef\u5ffd\u8996\u7684\u95dc\u9375\u6280\u8853\u89e3\u6790"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><strong>\u57fa\u65bc\u4eba\u985e\u56de\u994b\u7684\u5f37\u5316\u5b78\u7fd2\uff08RLHF\uff09<\/strong>\u6210\u70ba2025\u5e74<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u9818\u57df\u5927\u6a21\u578b\u8a13\u7df4\u548c\u667a\u6167\u5347\u7d1a\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u6838\u5fc3\u6280\u8853\u3002\u6587\u7ae0\u5168\u9762\u68b3\u7406<strong>RLHF\u7684<a href=\"https:\/\/aicats.wiki\/tw\/2025\/06\/11\/1231-html\/\" title=\"AI \u751f\u6210\u5716\u7247\uff1a\u6280\u8853\u539f\u7406\u3001\u4e3b\u6d41\u5de5\u5177\u8207\u61c9\u7528\u524d\u666f\uff0c\u4f60\u5fc5\u9808\u77e5\u9053\u7684\u90e8\u5206\uff01\">\u57fa\u790e\u539f\u7406<\/a>\u3001\u8207\u50b3\u7d71RL\u7684\u5dee\u7570\u3001\u95dc\u9375\u8a13\u7df4\u6d41\u7a0b\u53ca\u4e3b\u6d41\u61c9\u7528\u5de5\u5177<\/strong>\uff0c\u6df1\u5165\u5256\u6790\u8cc7\u6599\u74f6\u9838\u3001\u734e\u52f5\u6a21\u578b\u504f\u5dee\u3001\u7b97\u529b\u9580\u6abb\u7b49\u6280\u8853\u6311\u6230\uff0c\u4e26\u8457\u91cd\u8ddf\u9032<strong>HybridFlow\u5e73\u884c\u8a13\u7df4\u3001COBRA\u5171\u8b58\u6a5f\u5236\u3001\u500b\u4eba\u5316RLHF\u7b492025\u5e74\u9818\u57df\u6700\u65b0\u7a81\u7834<\/strong>\u3002\u5c55\u671b\u672a\u4f86\uff0cRLHF\u6b63\u9a45\u52d5AI\u671d\u5411\u66f4\u5b89\u5168\u3001\u53ef\u63a7\u8207\u591a\u5143\u50f9\u503c\u5c0d\u9f4a\u8f49\u578b\uff0c\u662fAI\u9032\u5316\u300c\u61c2\u4f60\u300d\u7684\u5fc5\u7d93\u4e4b\u8def\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1678\" height=\"909\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-703.jpg\" alt=\"RLHF\u662f\u4ec0\u9ebc\uff1f 2025\u5e74AI\u8a13\u7df4\u4e2d\u4e0d\u53ef\u5ffd\u8996\u7684\u95dc\u9375\u6280\u8853\u89e3\u6790\" class=\"wp-image-36353\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">RLHF\u57fa\u790e\u77e5\u8b58\u8207\u6280\u8853\u539f\u7406<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">RLHF\u7684\u5b9a\u7fa9\u8207\u6838\u5fc3\u6d41\u7a0b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>RLHF\uff08\u57fa\u65bc\u4eba\u985e\u56de\u994b\u7684\u5f37\u5316\u5b78\u7fd2\uff09<\/strong>\u878d\u5408\u4e86\u4eba\u985e\u8a55\u4f30\u6a5f\u5236\u8207\u5f37\u5316\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff0c\u5be6\u73feAI\u6c7a\u7b56\u5c0d\u4eba\u985e\u671f\u671b\u7684\u9ad8\u5ea6\u5c0d\u9f4a\u3002\u5b83\u5305\u62ec<strong>\u9810\u8a13\u7df4<\/strong>\u3001<strong>\u734e\u52f5\u6a21\u578b\u8a13\u7df4<\/strong>\u3001<strong>\u5f37\u5316\u5b78\u7fd2\u6700\u4f73\u5316<\/strong>\u7b49\u5178\u578b\u74b0\u7bc0\uff0c\u5c31\u662f\u63a8\u52d5<strong>ChatGPT\u3001Gemini\u7b49\u751f\u6210\u5f0fAI\u5927\u6a21\u578b<\/strong>\u843d\u5730\u7684\u95dc\u9375\u9a45\u52d5\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1755473508.png\" alt=\"RLHF\u57fa\u790e\u539f\u7406\u5716\u89e3\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/en.wikipedia.org\/wiki\/Reinforcement_learning_from_human_feedback\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >RLHF\u57fa\u790e\u539f\u7406\u5716\u89e3<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">RLHF\u8207\u50b3\u7d71\u5f37\u5316\u5b78\u7fd2\u5dee\u7570\u9ede<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5c0d\u6bd4\u7dad\u5ea6<\/th><th>\u50b3\u7d71\u5f37\u5316\u5b78\u7fd2\uff08RL\uff09<\/th><th>RLHF<\/th><\/tr><tr><td>\u734e\u52f5\u8a0a\u865f<\/td><td>\u74b0\u5883\u8a2d\u5b9a\u3001\u81ea\u52d5\u6578\u503c<\/td><td>\u4f86\u81ea\u4eba\u985e\u8a55\u5206\/\u504f\u597d<\/td><\/tr><tr><td>\u76ee\u6a19<\/td><td>\u6700\u5927\u5316\u74b0\u5883\u734e\u52f5<\/td><td>\u6700\u5927\u5316\u201c\u4eba\u985e\u4e3b\u89c0\u504f\u597d\u201d<\/td><\/tr><tr><td>\u5c0d\u9f4a\u80fd\u529b<\/td><td>\u96e3\u4ee5\u6355\u6349\u4eba\u985e\u8907\u96dc\u9700\u6c42<\/td><td>\u53ef\u5c0d\u9f4a\u4eba\u985e\u50f9\u503c\u89c0<\/td><\/tr><tr><td>\u5bb9\u6613\u6b3a\u9a19\u6027<\/td><td>\u734e\u52f5\u9ed1\u5ba2\u554f\u984c\u56b4\u91cd<\/td><td>\u52a0\u5f37\u76e3\u7406\u53ef\u964d\u98a8\u96aa<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>RLHF\u6709\u6548\u5f4c\u88dc\u4e86\u50b3\u7d71RL\u96e3\u5c0d\u9f4a\u4eba\u985e\u8907\u96dc\u504f\u597d\u7684\u77ed\u677f<\/strong>\uff0c\u63a8\u52d5AI\u66f4\u8cbc\u5408\u5be6\u969b\u4eba\u985e\u610f\u5716\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RLHF\u5728AI\u7cfb\u7d71\u8207\u5927\u6a21\u578b\u8a13\u7df4\u7684\u61c9\u7528<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5178\u578b\u8a13\u7df4\u6d41\u7a0b\u8207\u61c9\u7528\u5e73\u53f0<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4eba\u985e\u6a19\u8a3b\u8207\u63a1\u96c6<\/strong>\uff1a\u9ad8\u54c1\u8cea\u4eba\u5de5\u8a55\u5206\u8f38\u51fa\u6578\u64da\u3002<\/li>\n\n\n\n<li><strong>\u734e\u52f5\u6a21\u578b\u69cb\u5efa<\/strong>\uff1a\u6392\u5e8f\u3001\u6210\u5c0d\u6bd4\u8f03\u8a13\u7df4\u734e\u52f5\u7db2\u3002<\/li>\n\n\n\n<li><strong>RL\u512a\u5316<\/strong>\uff1a\u7528PPO\/DPO\u7b49\u5f15\u5c0e\u4eba\u504f\u597d\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u6d41RLHF\u5e73\u53f0\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/chat.openai.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >OpenAI ChatGPT<\/a>\uff08\u5f37\u5c0d\u9f4a\u843d\u5730\uff09<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/deepseek-ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >DeepSeek<\/a>\uff08\u51b7\u555f\u52d5\u8207\u9ad8\u6548\u8a13\u7df4\uff09<\/li>\n\n\n\n<li><a href=\"https:\/\/perle.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Perle.ai<\/a>\uff08\u81ea\u52d5\u5316\u6a19\u8a3b\uff09<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/anonymous-code-2025\/HybridFlow\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HybridFlow<\/a>\uff08\u5927\u898f\u6a21\u5e73\u884c\u8a13\u7df4\uff09<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1678\" height=\"909\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-703.png\" alt=\"ChatGPT RLHF\u61c9\u7528\u4ecb\u9762\" class=\"wp-image-36356\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/openai.com\/blog\/chatgpt-plugins\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >ChatGPT RLHF\u61c9\u7528\u4ecb\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1755473510.png\" alt=\"DeepSeek RLHF\u8a13\u7df4\u5e73\u53f0\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/github.com\/deepseek-ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >DeepSeek RLHF\u8a13\u7df4\u5e73\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1755473511.png\" alt=\"Perle.ai\u6578\u64da\u6a19\u8a3b\u5e73\u53f0\u4ecb\u9762\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/perle.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Perle.ai\u6578\u64da\u6a19\u8a3b\u5e73\u53f0\u4ecb\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1678\" height=\"909\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-704.png\" alt=\"HybridFlow\u4e26\u884c\u8a13\u7df4\u6846\u67b6\" class=\"wp-image-36361\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/anonymous-code-2025\/HybridFlow\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HybridFlow\u4e26\u884c\u8a13\u7df4\u6846\u67b6<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6280\u8853\u6311\u6230\u5206\u6790<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u54c1\u8cea\u6a19\u8a3b\u6578\u64da\u7a00\u7f3a<\/strong>\uff1a\u4eba\u5de5\u6210\u672c\u9ad8\u3001\u4e3b\u89c0\u56e0\u7d20\u591a\u3001\u6613\u5e36\u504f\u898b\u3002<\/li>\n\n\n\n<li><strong>\u734e\u52f5\u99ed\u5ba2\u8207\u57fa\u790e\u80fd\u529b\u9000\u5316\u73fe\u8c61<\/strong>\uff1a\u6a21\u578b\u512a\u5316\u504f\u96e2\u5be6\u969b\u671f\u671b\u3002<\/li>\n\n\n\n<li><strong>\u6d77\u91cf\u7b97\u529b\u8207\u9577\u9031\u671f\u8a13\u7df4<\/strong>\uff1a\u65b0\u5275\u5718\u968a\u9580\u6abb\u9ad8\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a73\u89e3\u898b<a href=\"https:\/\/blog.csdn.net\/qq_43588095\/article\/details\/146592980\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >CSDN\u524d\u6cbf\u5c08\u6b04<\/a>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2025\u5e74RLHF\u95dc\u9375\u6280\u8853\u7a81\u7834<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u7814\u7a76\u65b9\u5411<\/th><th>\u95dc\u9375\u65b9\u6cd5<\/th><th>\u61c9\u7528\u6210\u6548<\/th><\/tr><tr><td>\u734e\u52f5\u6a21\u578b\u512a\u5316<\/td><td>\u6bd4\u8f03\u8a13\u7df4\u3001\u504f\u597d\u640d\u5931<\/td><td>\u52a0\u5feb\u8a13\u7df4\u6536\u6582\u3001\u63d0\u5347\u6709\u6548\u6027<\/td><\/tr><tr><td>\u9ad8\u5e73\u884c\u8a13\u7df4\u6846\u67b6<\/td><td>HybridFlow\/\u7ba1\u7dda\u89e3\u8026<\/td><td>\u541e\u5410\u91cf\u63d0\u53471.5-20\u500d<\/td><\/tr><tr><td>COBRA\u5171\u8b58\u6a5f\u5236<\/td><td>\u52d5\u614b\u805a\u5408\u904e\u6ffe\u7570\u5e38<\/td><td>\u734e\u52f5\u6e96\u78ba\u5ea6\u63d0\u534730~40%<\/td><\/tr><tr><td>\u5206\u6bb5\u734e\u52f5\u6a5f\u5236<\/td><td>\u7247\u6bb5\u5207\u5206+\u6b78\u4e00\u5316<\/td><td>\u512a\u5316\u901f\u5ea6\u8207\u9023\u8cab\u6027\u5927\u5e45\u63d0\u5347<\/td><\/tr><tr><td>\u500b\u4eba\u5316\u8a13\u7df4<\/td><td>Shared LoRA\u4f4e\u79e9\u9069\u61c9<\/td><td>\u5782\u76f4\u5834\u666f\u500b\u6027\u5316\u8868\u73fe\u512a\u7570<\/td><\/tr><tr><td>\u5408\u6210\u6578\u64da\u7d50\u5408\u5c08\u5bb6\u6a19\u8a3b<\/td><td>\u81ea\u52d5\u5de5\u5177+\u4eba\u5de5\u62bd\u67e5<\/td><td>\u8cc7\u6599\u4fdd\u771f\u63d0\u534760%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a73\u7d30\u6539\u9032\u65b9\u5411\u89e3\u8b80<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u734e\u52f5\u6a21\u578b\u9ad8\u65b9\u5dee\u8a13\u7df4<\/strong>\u5e36\u4f86\u66f4\u5feb\u6700\u4f73\u5316\u6536\u6582\uff0c\u7b56\u7565\u6f14\u7b97\u6cd5\u66f4\u7a69\u5065\u3002<\/li>\n\n\n\n<li><strong>HybridFlow<\/strong>\u4ee5\u7d30\u7c92\u5ea6\u6d41\u6c34\u7dda\u4e26\u884c\u6975\u5927\u63d0\u5347\u8a13\u7df4\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>COBRA\u5171\u8b58<\/strong>\u6709\u6548\u9632\u6b62\u60e1\u610f\u8207\u7570\u5e38\u56de\u994b\u6c61\u67d3\u6a21\u578b\u734e\u52f5\u3002<\/li>\n\n\n\n<li><strong>\u7247\u6bb5\u734e\u52f5\u8207\u6b78\u4e00\u5316<\/strong>\u8b93\u6587\u5b57\u6301\u7e8c\u512a\u5316\u63d0\u5347\u3002<\/li>\n\n\n\n<li><strong>Shared LoRA<\/strong>\u9069\u914d\u7528\u6236\u504f\u597d\uff0c\u5fae\u6a23\u672c\u5834\u666f\u6548\u679c\u63d0\u5347\u3002<\/li>\n\n\n\n<li><strong>\u5408\u6210\u6578\u64da+\u5c08\u5bb6\u6a19\u8a3b<\/strong>\uff0c\u986f\u8457\u7de9\u89e3\u8cc7\u6599\u74f6\u9838\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">RLHF\u6280\u8853\u878d\u5408\u82072025\u5e74\u767c\u5c55\u8da8\u52e2<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6539\u9032\u65b9\u5411<\/th><th>\u6280\u8853\u9ede<\/th><th>\u4ee3\u8868\u6848\u4f8b<\/th><\/tr><tr><td>\u6578\u64da\u6a19\u8a3b<\/td><td>\u534a\u81ea\u52d5\u5316\u3001\u591a\u5143\u5316\u5718\u968a<\/td><td>Perle.ai\u3001Synthetic Data<\/td><\/tr><tr><td>\u734e\u52f5\u512a\u5316<\/td><td>\u591a\u4efb\u52d9\u5c0d\u6bd4\u3001\u7b56\u7565\u6539\u9032<\/td><td>COBRA\u3001HybridFlow<\/td><\/tr><tr><td>\u8a13\u7df4\u6548\u7387<\/td><td>\u6d41\u6c34\u7dda\/\u4e26\u884c\/\u51b7\u555f\u52d5<\/td><td>DeepSeek\u3001RLHFuse<\/td><\/tr><tr><td>\u8a55\u6e2c\u9ad4\u7cfb<\/td><td>\u504f\u597d\u4ee3\u7406\u8a55\u4f30<\/td><td>Stanford PPE<\/td><\/tr><tr><td>\u500b\u4eba\u5316<\/td><td>Shared LoRA<\/td><td>\u91ab\u7642\/\u91d1\u878d\/\u6cd5\u5f8b\u7b49\u5ba2\u88fd\u5316<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7522\u696d\u61c9\u7528\u8207\u672a\u4f86\u5c55\u671b<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1755473520.png\" alt=\"Coursera RLHF\u8ab2\u7a0b\u9801\u9762\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/www.coursera.org\/learn\/generative-ai-for-everyone\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Coursera RLHF\u8ab2\u7a0b\u9801\u9762\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<ul 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