AI\u306e\u672a\u6765\u3092\u5de6\u53f3\u3059\u308b\u306e\u306f\u300c\u30c7\u30fc\u30bf\u306e\u8cea\u300d\u2500\u2500Human in the Loop\u306e\u672c\u8cea\u7684\u5f79\u5272<\/title>\n<\/head>\n<body>\n\n\n<p><strong>Garbage in, garbage out.<\/strong> \u2500\u2500 \u3053\u306e\u8a00\u8449\u306f\u3001AI\u306e\u672c\u8cea\u3092\u7aef\u7684\u306b\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3069\u308c\u307b\u3069\u7cbe\u5de7\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u3063\u3066\u3082\u3001\u5165\u529b\u3055\u308c\u308b\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u4e0d\u6b63\u78ba\u3067\u3042\u308c\u3070\u3001\u51fa\u529b\u3055\u308c\u308b\u7d50\u679c\u3082\u307e\u305f\u8aa4\u3063\u305f\u3082\u306e\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<p>2025\u5e745\u6708\u3001<a href=\"https:\/\/www.globenewswire.com\/news-release\/2025\/05\/12\/3078933\/0\/en\/AI-Training-Dataset-Market-Report-2025-Market-to-Reach-18-47-Billion-by-2034-from-2-62-Billion-in-2024-E-Commerce-Expansion-and-LLM-Adoption-Despite-Talent-Shortage-Risks.html\" target=\"_blank\">GlobeNewswire<\/a>\u306f\u3001AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5e02\u5834\u304c2034\u5e74\u307e\u3067\u306b184\u5104\u30c9\u30eb\u898f\u6a21\u306b\u6210\u9577\u3059\u308b\u3068\u4e88\u6e2c\u3059\u308b\u30ec\u30dd\u30fc\u30c8\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u80cc\u666f\u306b\u306f\u3001E\u30b3\u30de\u30fc\u30b9\u306e\u62e1\u5927\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u6025\u901f\u306a\u63a1\u7528\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<h2>Human in the Loop\uff08HITL\uff09\u306e\u91cd\u8981\u6027<\/h2>\n\n<p><strong>Human in the Loop\uff08HITL\uff09<\/strong>\u3068\u306f\u3001AI\u306e\u5b66\u7fd2\u3084\u904b\u7528\u306b\u4eba\u9593\u304c\u4ecb\u5728\u3057\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3001\u4fee\u6b63\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3092\u884c\u3046\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u88dc\u52a9\u4f5c\u696d\u3067\u306f\u306a\u304f\u3001\u300c\u4eba\u9593\u306e\u77e5\u898b\u300d\u3092AI\u306b\u6ce8\u5165\u3059\u308b\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3067\u3059\u3002<\/p>\n\n<p>\u305f\u3068\u3048\u3070\u3001\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u3067\u306fAI\u304c\u816b\u760d\u306e\u53ef\u80fd\u6027\u3092\u63d0\u793a\u3057\u3001\u533b\u5e2b\u304c\u305d\u306e\u6b63\u5426\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u3067\u5b66\u7fd2\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u5efa\u8a2d\u73fe\u5834\u306e\u640d\u50b7\u691c\u77e5\u3067\u306f\u3001\u898b\u305f\u76ee\u304c\u7570\u5e38\u3067\u3082\u554f\u984c\u306e\u306a\u3044\u90e8\u6750\u3092\u4eba\u9593\u304c\u6b63\u3057\u304f\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u3053\u3068\u3067\u3001\u8aa4\u691c\u51fa\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<h2>\u753b\u4e00\u5316\u306e\u30ea\u30b9\u30af\u3068\u904e\u53bb\u306e\u5931\u6557\u4f8b<\/h2>\n\n<p>\u30c7\u30fc\u30bf\u304c\u753b\u4e00\u7684\u3067\u3042\u308b\u3053\u3068\u306e\u30ea\u30b9\u30af\u306f\u6df1\u523b\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u904e\u53bb\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4f8b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<ul>\n <li>\u81ea\u52d5\u904b\u8ee2\u8eca\u304c\u30a2\u30e1\u30ea\u30ab\u306e\u9053\u8def\u6a19\u8b58\u3092\u5b66\u7fd2\u3057\u3001\u65e5\u672c\u56fd\u5185\u3067\u8aa4\u8a8d\u8b58\u3092\u8d77\u3053\u3059<\/li>\n <li>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406AI\u304c\u300c\u3084\u3070\u3044\u300d\u306e\u591a\u7fa9\u6027\u3092\u7406\u89e3\u3067\u304d\u305a\u8aa4\u3063\u305f\u5fdc\u7b54\u3092\u8fd4\u3059<\/li>\n<\/ul>\n\n<p>\u7279\u7b46\u3059\u3079\u304d\u306f\u3001<strong>Amazon<\/strong>\u306eAI\u63a1\u7528\u30b7\u30b9\u30c6\u30e0\u306e\u5931\u6557\u3067\u3059\u3002\u540c\u793e\u306f2018\u5e74\u306b\u5c65\u6b74\u66f8\u3092\u81ea\u52d5\u9078\u8003\u3059\u308bAI\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\u304c\u3001\u904e\u53bb\u306e\u7537\u6027\u4e2d\u5fc3\u306e\u63a1\u7528\u5c65\u6b74\u3092\u5b66\u7fd2\u3057\u305f\u7d50\u679c\u3001\u5973\u6027\u5019\u88dc\u8005\u3092\u4e00\u5f8b\u306b\u904e\u5c0f\u8a55\u4fa1\u3059\u308b\u30d0\u30a4\u30a2\u30b9\u3092\u6301\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u6700\u7d42\u7684\u306b\u5ec3\u6b62\u3055\u308c\u307e\u3057\u305f\uff08<a href=\"https:\/\/www.reuters.com\/article\/us-amazon-com-jobs-automation-insight-idUSKCN1MK08G\" target=\"_blank\">Reuters, 2018<\/a>\uff09\u3002<\/p>\n\n<h2>\u5b66\u8853\u7684\u77e5\u898b\u3068HITL\u306e\u518d\u5b9a\u7fa9<\/h2>\n\n<p>\u8fd1\u5e74\u306e\u7814\u7a76\u3067\u306f\u3001HITL\u306f\u5358\u306a\u308b\u300c\u88dc\u52a9\u8005\u300d\u3067\u306f\u306a\u304f\u3001AI\u306e\u4fa1\u5024\u89b3\u3084\u5224\u65ad\u57fa\u6e96\u3092\u8a2d\u8a08\u3059\u308b\u5b58\u5728\u3068\u3057\u3066\u518d\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001<a href=\"https:\/\/dl.acm.org\/journal\/tiis\" target=\"_blank\">ACM Transactions on Interactive Intelligent Systems<\/a>\u306e2024\u5e74\u306e\u8ad6\u6587\u3067\u306f\u3001<\/p>\n\n<blockquote>\n HITL\u304c\u4ecb\u5165\u3059\u308b\u983b\u5ea6\u3068AI\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306f\u3001\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3067\u306f\u306a\u304f\u76f8\u88dc\u95a2\u4fc2\u306b\u3042\u308b\u3002\n<\/blockquote>\n\n<p>\u3068\u8ff0\u3079\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001<a href=\"https:\/\/hai.stanford.edu\" target=\"_blank\">Stanford HAI<\/a>\u3067\u306f\u3001ChatGPT\u306e\u9032\u5316\u306b\u304a\u3044\u3066\u4eba\u9593\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53d6\u308a\u5165\u308c\u308b\u300cRLHF\uff08Reinforcement Learning with Human Feedback\uff09\u300d\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u305f\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h2>\u7d50\u8ad6\uff1a\u4eba\u306e\u77e5\u898b\u3068\u30c7\u30fc\u30bf\u304cAI\u3092\u6210\u9577\u3055\u305b\u308b<\/h2>\n\n<p>AI\u306e\u958b\u767a\u306f\u6280\u8853\u7684\u306a\u554f\u984c\u3060\u3051\u3067\u306a\u304f\u3001<strong>\u300c\u8ab0\u304c\u3069\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u3092\u6574\u5099\u3057\u305f\u304b\u300d<\/strong>\u306b\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002HITL\u306b\u3088\u3063\u3066\u300c\u73fe\u5834\u306e\u7d4c\u9a13\u300d\u3084\u300c\u6587\u8108\u7406\u89e3\u300d\u3092AI\u306b\u6559\u3048\u308b\u3053\u3068\u3053\u305d\u304c\u3001\u793e\u4f1a\u306b\u5f79\u7acb\u3064AI\u3092\u80b2\u3066\u308b\u9375\u306a\u306e\u3067\u3059\u3002<\/p>\n\n<p>\u300cAI\u306b\u4ed5\u4e8b\u3092\u596a\u308f\u308c\u308b\u300d\u6642\u4ee3\u3067\u306f\u306a\u304f\u3001<strong>\u300c\u4eba\u3068AI\u304c\u4e00\u7dd2\u306b\u5b66\u3076\u300d\u6642\u4ee3<\/strong>\u306b\u30b7\u30d5\u30c8\u3059\u308b\u305f\u3081\u306b\u3001HITL\u306f\u5fc5\u9808\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u7d9a\u3051\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n<hr>\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u4ee5\u4e0b\u306e\u60c5\u5831\u304b\u3089\u5f15\u7528\u3057\u3066\u307e\u3059<\/p>\n<ul>\n <li><a href=\"https:\/\/www.globenewswire.com\/news-release\/2025\/05\/12\/3078933\/0\/en\/AI-Training-Dataset-Market-Report-2025-Market-to-Reach-18-47-Billion-by-2034-from-2-62-Billion-in-2024-E-Commerce-Expansion-and-LLM-Adoption-Despite-Talent-Shortage-Risks.html\" target=\"_blank\">GlobeNewswire (2025-05-12)<\/a><\/li>\n <li><a href=\"https:\/\/www.reuters.com\/article\/us-amazon-com-jobs-automation-insight-idUSKCN1MK08G\" target=\"_blank\">Reuters (2018) – Amazon\u2019s biased recruiting tool<\/a><\/li>\n <li><a href=\"https:\/\/hai.stanford.edu\" target=\"_blank\">Stanford Human-Centered AI<\/a><\/li>\n <li><a href=\"https:\/\/dl.acm.org\/journal\/tiis\" target=\"_blank\">ACM TiiS Journal<\/a><\/li>\n<\/ul>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>AI\u306e\u672a\u6765\u3092\u5de6\u53f3\u3059\u308b\u306e\u306f\u300c\u30c7\u30fc\u30bf\u306e\u8cea\u300d\u2500\u2500Human in the Loop\u306e\u672c\u8cea\u7684\u5f79\u5272 Garbage in, garbage out. \u2500\u2500 \u3053\u306e\u8a00\u8449\u306f\u3001AI\u306e\u672c\u8cea\u3092\u7aef\u7684\u306b\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3069\u308c\u307b\u3069\u7cbe\u5de7\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"sns_share_botton_hide":"","vkExUnit_sns_title":"","_vk_print_noindex":"","sitemap_hide":"","vkExUnit_EyeCatch_disable":"","_veu_custom_css":"","veu_display_promotion_alert":"common","vkexunit_cta_each_option":"","_jetpack_memberships_contains_paid_content":false,"_lightning_design_setting":{"layout":"default"},"footnotes":"","jetpack_post_was_ever_published":false},"categories":[5,8,7],"tags":[],"class_list":["post-1044","post","type-post","status-publish","format-standard","hentry","category-ai","category-news","category-academic"],"aioseo_notices":[],"veu_head_title_object":{"title":"","add_site_title":""},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1044","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1044"}],"version-history":[{"count":2,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1044\/revisions"}],"predecessor-version":[{"id":1047,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1044\/revisions\/1047"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1044"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1044"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1044"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":1044,"date":"2025-05-13T06:48:02","date_gmt":"2025-05-12T21:48:02","guid":{"rendered":"https:\/\/beeknowledge.co.jp\/?p=1044"},"modified":"2025-05-14T08:02:18","modified_gmt":"2025-05-13T23:02:18","slug":"ai%e3%81%ae%e6%9c%aa%e6%9d%a5%e3%82%92%e5%b7%a6%e5%8f%b3%e3%81%99%e3%82%8b%e3%81%ae%e3%81%af%e3%80%8c%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e8%b3%aa%e3%80%8d%e2%94%80%e2%94%80human-in-the-loop%e3%81%ae","status":"publish","type":"post","link":"https:\/\/beeknowledge.co.jp\/?p=1044","title":{"rendered":"AI\u306e\u672a\u6765\u3092\u5de6\u53f3\u3059\u308b\u306e\u306f\u300c\u30c7\u30fc\u30bf\u306e\u8cea\u300d\u2500\u2500Human in the Loop\u306e\u672c\u8cea\u7684\u5f79\u5272"},"content":{"rendered":"\n\n\n\n \n AI\u306e\u672a\u6765\u3092\u5de6\u53f3\u3059\u308b\u306e\u306f\u300c\u30c7\u30fc\u30bf\u306e\u8cea\u300d\u2500\u2500Human in the Loop\u306e\u672c\u8cea\u7684\u5f79\u5272<\/title>\n<\/head>\n<body>\n\n\n<p><strong>Garbage in, garbage out.<\/strong> \u2500\u2500 \u3053\u306e\u8a00\u8449\u306f\u3001AI\u306e\u672c\u8cea\u3092\u7aef\u7684\u306b\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3069\u308c\u307b\u3069\u7cbe\u5de7\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u3063\u3066\u3082\u3001\u5165\u529b\u3055\u308c\u308b\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u4e0d\u6b63\u78ba\u3067\u3042\u308c\u3070\u3001\u51fa\u529b\u3055\u308c\u308b\u7d50\u679c\u3082\u307e\u305f\u8aa4\u3063\u305f\u3082\u306e\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<p>2025\u5e745\u6708\u3001<a href=\"https:\/\/www.globenewswire.com\/news-release\/2025\/05\/12\/3078933\/0\/en\/AI-Training-Dataset-Market-Report-2025-Market-to-Reach-18-47-Billion-by-2034-from-2-62-Billion-in-2024-E-Commerce-Expansion-and-LLM-Adoption-Despite-Talent-Shortage-Risks.html\" target=\"_blank\">GlobeNewswire<\/a>\u306f\u3001AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5e02\u5834\u304c2034\u5e74\u307e\u3067\u306b184\u5104\u30c9\u30eb\u898f\u6a21\u306b\u6210\u9577\u3059\u308b\u3068\u4e88\u6e2c\u3059\u308b\u30ec\u30dd\u30fc\u30c8\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u80cc\u666f\u306b\u306f\u3001E\u30b3\u30de\u30fc\u30b9\u306e\u62e1\u5927\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u6025\u901f\u306a\u63a1\u7528\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<h2>Human in the Loop\uff08HITL\uff09\u306e\u91cd\u8981\u6027<\/h2>\n\n<p><strong>Human in the Loop\uff08HITL\uff09<\/strong>\u3068\u306f\u3001AI\u306e\u5b66\u7fd2\u3084\u904b\u7528\u306b\u4eba\u9593\u304c\u4ecb\u5728\u3057\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3001\u4fee\u6b63\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3092\u884c\u3046\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u88dc\u52a9\u4f5c\u696d\u3067\u306f\u306a\u304f\u3001\u300c\u4eba\u9593\u306e\u77e5\u898b\u300d\u3092AI\u306b\u6ce8\u5165\u3059\u308b\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3067\u3059\u3002<\/p>\n\n<p>\u305f\u3068\u3048\u3070\u3001\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u3067\u306fAI\u304c\u816b\u760d\u306e\u53ef\u80fd\u6027\u3092\u63d0\u793a\u3057\u3001\u533b\u5e2b\u304c\u305d\u306e\u6b63\u5426\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u3067\u5b66\u7fd2\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u5efa\u8a2d\u73fe\u5834\u306e\u640d\u50b7\u691c\u77e5\u3067\u306f\u3001\u898b\u305f\u76ee\u304c\u7570\u5e38\u3067\u3082\u554f\u984c\u306e\u306a\u3044\u90e8\u6750\u3092\u4eba\u9593\u304c\u6b63\u3057\u304f\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u3053\u3068\u3067\u3001\u8aa4\u691c\u51fa\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<h2>\u753b\u4e00\u5316\u306e\u30ea\u30b9\u30af\u3068\u904e\u53bb\u306e\u5931\u6557\u4f8b<\/h2>\n\n<p>\u30c7\u30fc\u30bf\u304c\u753b\u4e00\u7684\u3067\u3042\u308b\u3053\u3068\u306e\u30ea\u30b9\u30af\u306f\u6df1\u523b\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u904e\u53bb\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4f8b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<ul>\n <li>\u81ea\u52d5\u904b\u8ee2\u8eca\u304c\u30a2\u30e1\u30ea\u30ab\u306e\u9053\u8def\u6a19\u8b58\u3092\u5b66\u7fd2\u3057\u3001\u65e5\u672c\u56fd\u5185\u3067\u8aa4\u8a8d\u8b58\u3092\u8d77\u3053\u3059<\/li>\n <li>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406AI\u304c\u300c\u3084\u3070\u3044\u300d\u306e\u591a\u7fa9\u6027\u3092\u7406\u89e3\u3067\u304d\u305a\u8aa4\u3063\u305f\u5fdc\u7b54\u3092\u8fd4\u3059<\/li>\n<\/ul>\n\n<p>\u7279\u7b46\u3059\u3079\u304d\u306f\u3001<strong>Amazon<\/strong>\u306eAI\u63a1\u7528\u30b7\u30b9\u30c6\u30e0\u306e\u5931\u6557\u3067\u3059\u3002\u540c\u793e\u306f2018\u5e74\u306b\u5c65\u6b74\u66f8\u3092\u81ea\u52d5\u9078\u8003\u3059\u308bAI\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\u304c\u3001\u904e\u53bb\u306e\u7537\u6027\u4e2d\u5fc3\u306e\u63a1\u7528\u5c65\u6b74\u3092\u5b66\u7fd2\u3057\u305f\u7d50\u679c\u3001\u5973\u6027\u5019\u88dc\u8005\u3092\u4e00\u5f8b\u306b\u904e\u5c0f\u8a55\u4fa1\u3059\u308b\u30d0\u30a4\u30a2\u30b9\u3092\u6301\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u6700\u7d42\u7684\u306b\u5ec3\u6b62\u3055\u308c\u307e\u3057\u305f\uff08<a href=\"https:\/\/www.reuters.com\/article\/us-amazon-com-jobs-automation-insight-idUSKCN1MK08G\" target=\"_blank\">Reuters, 2018<\/a>\uff09\u3002<\/p>\n\n<h2>\u5b66\u8853\u7684\u77e5\u898b\u3068HITL\u306e\u518d\u5b9a\u7fa9<\/h2>\n\n<p>\u8fd1\u5e74\u306e\u7814\u7a76\u3067\u306f\u3001HITL\u306f\u5358\u306a\u308b\u300c\u88dc\u52a9\u8005\u300d\u3067\u306f\u306a\u304f\u3001AI\u306e\u4fa1\u5024\u89b3\u3084\u5224\u65ad\u57fa\u6e96\u3092\u8a2d\u8a08\u3059\u308b\u5b58\u5728\u3068\u3057\u3066\u518d\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001<a href=\"https:\/\/dl.acm.org\/journal\/tiis\" target=\"_blank\">ACM Transactions on Interactive Intelligent Systems<\/a>\u306e2024\u5e74\u306e\u8ad6\u6587\u3067\u306f\u3001<\/p>\n\n<blockquote>\n HITL\u304c\u4ecb\u5165\u3059\u308b\u983b\u5ea6\u3068AI\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306f\u3001\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3067\u306f\u306a\u304f\u76f8\u88dc\u95a2\u4fc2\u306b\u3042\u308b\u3002\n<\/blockquote>\n\n<p>\u3068\u8ff0\u3079\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001<a href=\"https:\/\/hai.stanford.edu\" target=\"_blank\">Stanford HAI<\/a>\u3067\u306f\u3001ChatGPT\u306e\u9032\u5316\u306b\u304a\u3044\u3066\u4eba\u9593\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53d6\u308a\u5165\u308c\u308b\u300cRLHF\uff08Reinforcement Learning with Human Feedback\uff09\u300d\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u305f\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h2>\u7d50\u8ad6\uff1a\u4eba\u306e\u77e5\u898b\u3068\u30c7\u30fc\u30bf\u304cAI\u3092\u6210\u9577\u3055\u305b\u308b<\/h2>\n\n<p>AI\u306e\u958b\u767a\u306f\u6280\u8853\u7684\u306a\u554f\u984c\u3060\u3051\u3067\u306a\u304f\u3001<strong>\u300c\u8ab0\u304c\u3069\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u3092\u6574\u5099\u3057\u305f\u304b\u300d<\/strong>\u306b\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002HITL\u306b\u3088\u3063\u3066\u300c\u73fe\u5834\u306e\u7d4c\u9a13\u300d\u3084\u300c\u6587\u8108\u7406\u89e3\u300d\u3092AI\u306b\u6559\u3048\u308b\u3053\u3068\u3053\u305d\u304c\u3001\u793e\u4f1a\u306b\u5f79\u7acb\u3064AI\u3092\u80b2\u3066\u308b\u9375\u306a\u306e\u3067\u3059\u3002<\/p>\n\n<p>\u300cAI\u306b\u4ed5\u4e8b\u3092\u596a\u308f\u308c\u308b\u300d\u6642\u4ee3\u3067\u306f\u306a\u304f\u3001<strong>\u300c\u4eba\u3068AI\u304c\u4e00\u7dd2\u306b\u5b66\u3076\u300d\u6642\u4ee3<\/strong>\u306b\u30b7\u30d5\u30c8\u3059\u308b\u305f\u3081\u306b\u3001HITL\u306f\u5fc5\u9808\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u7d9a\u3051\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n<hr>\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u4ee5\u4e0b\u306e\u60c5\u5831\u304b\u3089\u5f15\u7528\u3057\u3066\u307e\u3059<\/p>\n<ul>\n <li><a href=\"https:\/\/www.globenewswire.com\/news-release\/2025\/05\/12\/3078933\/0\/en\/AI-Training-Dataset-Market-Report-2025-Market-to-Reach-18-47-Billion-by-2034-from-2-62-Billion-in-2024-E-Commerce-Expansion-and-LLM-Adoption-Despite-Talent-Shortage-Risks.html\" target=\"_blank\">GlobeNewswire (2025-05-12)<\/a><\/li>\n <li><a href=\"https:\/\/www.reuters.com\/article\/us-amazon-com-jobs-automation-insight-idUSKCN1MK08G\" target=\"_blank\">Reuters (2018) – Amazon\u2019s biased recruiting tool<\/a><\/li>\n <li><a href=\"https:\/\/hai.stanford.edu\" target=\"_blank\">Stanford Human-Centered AI<\/a><\/li>\n <li><a href=\"https:\/\/dl.acm.org\/journal\/tiis\" target=\"_blank\">ACM TiiS Journal<\/a><\/li>\n<\/ul>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>AI\u306e\u672a\u6765\u3092\u5de6\u53f3\u3059\u308b\u306e\u306f\u300c\u30c7\u30fc\u30bf\u306e\u8cea\u300d\u2500\u2500Human in the Loop\u306e\u672c\u8cea\u7684\u5f79\u5272 Garbage in, garbage out. \u2500\u2500 \u3053\u306e\u8a00\u8449\u306f\u3001AI\u306e\u672c\u8cea\u3092\u7aef\u7684\u306b\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3069\u308c\u307b\u3069\u7cbe\u5de7\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"sns_share_botton_hide":"","vkExUnit_sns_title":"","_vk_print_noindex":"","sitemap_hide":"","vkExUnit_EyeCatch_disable":"","_veu_custom_css":"","veu_display_promotion_alert":"common","vkexunit_cta_each_option":"","_jetpack_memberships_contains_paid_content":false,"_lightning_design_setting":{"layout":"default"},"footnotes":"","jetpack_post_was_ever_published":false},"categories":[5,8,7],"tags":[],"class_list":["post-1044","post","type-post","status-publish","format-standard","hentry","category-ai","category-news","category-academic"],"aioseo_notices":[],"veu_head_title_object":{"title":"","add_site_title":""},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1044","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1044"}],"version-history":[{"count":2,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1044\/revisions"}],"predecessor-version":[{"id":1047,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1044\/revisions\/1047"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1044"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1044"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1044"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}