{"id":3902,"date":"2023-10-09T05:11:00","date_gmt":"2023-10-08T20:11:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3902"},"modified":"2023-10-09T05:11:00","modified_gmt":"2023-10-08T20:11:00","slug":"analogical-prompting","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3902","title":{"rendered":"Analogical Prompting"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Large Language Models as Analogical Reasoners&nbsp;<\/strong>[156.0]<br>\u30a2\u30ca\u30ed\u30b8\u30ab\u30eb\u30fb\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0(Analogical Prompting)\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u7684\u306b\u30ac\u30a4\u30c9\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002 \u985e\u63a8\u7684\u63a8\u8ad6\u306b\u30a4\u30f3\u30b9\u30d1\u30a4\u30a2\u3055\u308c\u305f\u6211\u3005\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u6587\u8108\u306b\u304a\u3051\u308b\u95a2\u9023\u3059\u308b\u7d4c\u9a13\u3084\u77e5\u8b58\u3092\u81ea\u5df1\u751f\u6210\u3059\u308b\u3088\u3046\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u4fc3\u3059\u3002 \u5b9f\u9a13\u306e\u7d50\u679c,\u672c\u624b\u6cd5\u306f\u69d8\u3005\u306a\u63a8\u8ad6\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066,0\u30b7\u30e7\u30c3\u30c8\u306eCoT\u3068\u624b\u52d5\u306eCoT\u3088\u308a\u3082\u512a\u308c\u3066\u3044\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2310.01714v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2310.01714v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Tue, 3 Oct 2023 00:57:26 GMT)<\/li>\n\n\n\n<li>\u904e\u53bb\u306e\u7d4c\u9a13\u3092\u601d\u3044\u51fa\u3059\u3088\u3046\u306bPrompt\u3092\u69cb\u6210\u3001\u9ad8\u3044\u6027\u80fd\u3092\u9054\u6210\u3068\u306e\u3053\u3068\u30025 shot CoT\u3092\u8d85\u3048\u3066\u3044\u308b\u306e\u306b\u9a5a\u304d\u3002LLM\u5185\u306e\u77e5\u8b58\u306f\u3069\u3093\u306a\u91cf\u306a\u3093\u3060\u308d\u3046\u3002<\/li>\n\n\n\n<li>\u300cGenerating relevant and diverse exemplars is important\u300d\u3001\u300c Single-pass vs. independent exemplar generation: An alternative approach is to independently generate exemplars by separately sampling them from the LLM and then re-prompt the LLM with all the exemplars.\u300d\u306b\u5bfe\u3057\u3001\u300csingle-pass prompt approach achieves comparable performance\u300d\u3001\u300cThrough experimentation, we have found that generating K = 3 to 5 exemplars works the best\u300d\u306a\u3069Findings\u3082\u8208\u5473\u6df1\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":[223,314],"class_list":["post-3902","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-prompting"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3902","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=3902"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3902\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3902"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3902"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3902"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}