{"id":3782,"date":"2023-09-11T04:14:00","date_gmt":"2023-09-10T19:14:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3782"},"modified":"2023-09-11T04:14:00","modified_gmt":"2023-09-10T19:14:00","slug":"opro-optimization-by-prompting","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3782","title":{"rendered":"OPRO: Optimization by PROmpting"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Large Language Models as Optimizers\u00a0<\/strong>[111.9]<br>\u672c\u7814\u7a76\u3067\u306f,\u6700\u9069\u5316\u30bf\u30b9\u30af\u3092\u81ea\u7136\u8a00\u8a9e\u3067\u8a18\u8ff0\u3059\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(llms)\u3092\u6700\u9069\u5316\u5668\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e,\u5358\u7d14\u304b\u3064\u52b9\u679c\u7684\u306a\u624b\u6cd5\u3067\u3042\u308bopro\u3092\u63d0\u6848\u3059\u308b\u3002 OPRO\u306b\u3088\u3063\u3066\u6700\u9069\u5316\u3055\u308c\u305f\u6700\u826f\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u3001GSM8K\u3067\u306f\u6700\u59278%\u3001Big-Bench Hard\u30bf\u30b9\u30af\u3067\u306f\u6700\u592750%\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2309.03409v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2309.03409v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 7 Sep 2023 00:07:15 GMT)<\/li>\n\n\n\n<li>LLM\u3092\u7528\u3044\u3066\u6700\u9069\u5316\u3092\u884c\u3046\u624b\u6cd5\u306e\u63d0\u6848\u3002\u30c6\u30ad\u30b9\u30c8\u5165\u529b\u3001\u30c6\u30ad\u30b9\u30c8\u51fa\u529b\u306aLLM\u5229\u7528\u306b\u304a\u3051\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u81ea\u4f53\u3082\u6700\u9069\u5316\u3057\u3066\u3044\u3051\u308b\u306e\u304c\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u898b\u3064\u304b\u3063\u305f\u30c8\u30c3\u30d7\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u4e8b\u4f8b\u300cTake a deep breath and work on this problem step-by-step.\u300d\u3084\u300cA little bit of arithmetic and a logical approach will help us quickly arrive at the solution to this problem\uff08GPT-3.5\u5411\u3051\uff09\u300d\u300cLet\u2019s combine our numerical command and clear thinking to quickly and accurately decipher the answer\uff08GPT-4\u5411\u3051\uff09\u300d\u306f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3067\u3042\u308b\u300cLet\u2019s think step by step.\u300d\u3088\u308a\u304b\u306a\u308a\u826f\u3044\u30b9\u30b3\u30a2\u3060\u304c\u3001\u4eba\u9593\u3078\u306e\u30a2\u30c9\u30d0\u30a4\u30b9\u306e\u3088\u3046\u3067\u975e\u5e38\u306b\u9762\u767d\u3044\u3002<\/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":[223,596],"class_list":["post-3782","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-596"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3782","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=3782"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3782\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3782"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3782"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3782"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}