{"id":5227,"date":"2024-08-07T05:59:00","date_gmt":"2024-08-06T20:59:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5227"},"modified":"2024-08-07T05:59:00","modified_gmt":"2024-08-06T20:59:00","slug":"a-comprehensive-survey-of-llm-alignment-techniques-rlhf-rlaif-ppo-dpo-and-more","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5227","title":{"rendered":"A Comprehensive Survey of LLM Alignment Techniques: RLHF, RLAIF, PPO, DPO and More"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Comprehensive Survey of LLM Alignment Techniques: RLHF, RLAIF, PPO, DPO and More\u00a0<\/strong>[16.5]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u4eba\u9593\u306e\u30af\u30a8\u30ea\u306b\u5bfe\u3059\u308b\u4e8b\u5b9f\u7684\u304b\u3064\u4e00\u8cab\u6027\u306e\u3042\u308b\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u3057\u304b\u3057\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6df7\u5408\u54c1\u8cea\u306f\u3001\u671b\u307e\u3057\u304f\u306a\u3044\u5fdc\u7b54\u3092\u767a\u751f\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.16216v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.16216v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 23 Jul 2024 06:45:52 GMT)<\/li>\n\n\n\n<li>\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u624b\u6cd5\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3067\u3001salesforce\u306e\u30c1\u30fc\u30e0\u306b\u3088\u308b\u5305\u62ec\u7684\u306a\u3082\u306e<\/li>\n\n\n\n<li>\u300cOver the past two years, various methods have been proposed from different perspectives to enhance LLMs, particularly in aligning them with human expectation.\u300d\u3068\u3042\u308b\u901a\u308a\u3001\u8fd1\u5e74\u6025\u901f\u306b\u7814\u7a76\u304c\u9032\u3080\uff08\u3068\u3044\u3046\u3088\u308a\u306f\u5c11\u3057\u524d\u304b\u3089\u51fa\u6765\u4e0a\u304c\u3063\u3066\u304d\u305f\uff09\u5206\u91ce<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[22,223,387],"class_list":["post-5227","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-alignment","tag-llm","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5227","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5227"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5227\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5227"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5227"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5227"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}