{"id":12904,"date":"2024-08-02T23:44:34","date_gmt":"2024-08-03T04:44:34","guid":{"rendered":"http:\/\/skimai.com\/?p=12904"},"modified":"2024-08-02T23:44:34","modified_gmt":"2024-08-03T04:44:34","slug":"llm%e3%81%ae%e5%b9%bb%e8%a6%9a%e3%82%92%e6%b6%88%e3%81%99%e6%96%b9%e6%b3%95%e3%83%88%e3%83%83%e3%83%9710","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/","title":{"rendered":"LLM\u306e\u5e7b\u899a\u3092\u306a\u304f\u3059\u65b9\u6cd5\u30c8\u30c3\u30d710"},"content":{"rendered":"<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u307b\u307c\u3059\u3079\u3066\u306e\u5206\u91ce\u3084\u7523\u696d\u3092\u7834\u58ca\u3057\u7d9a\u3051\u308b\u4e2d\u3001LLM\u306f\u5e7b\u899a\u3068\u3044\u3046\u30e6\u30cb\u30fc\u30af\u306a\u8ab2\u984c\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u3088\u3046\u306aAI\u304c\u751f\u6210\u3059\u308b\u4e0d\u6b63\u78ba\u3055\u306f\u3001LLM\u51fa\u529b\u306e\u4fe1\u983c\u6027\u3068\u4fe1\u7528\u6027\u306b\u91cd\u5927\u306a\u30ea\u30b9\u30af\u3092\u3082\u305f\u3089\u3059\u3002 <\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#What_are_LLM_Hallucinations\" >LLM\u5e7b\u899a\u3068\u306f\u4f55\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#Data-Centric_Approaches\" >\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#1_Improving_Training_Data_Quality\" >1.\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u8cea\u306e\u5411\u4e0a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#2_Retrieval_Augmented_Generation_RAG\" >2.\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3 (RAG)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#3_Integration_with_Backend_Systems\" >3.\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#Model-Centric_Approaches\" >\u30e2\u30c7\u30eb\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#4_Fine-tuning_LLMs\" >4.LLM\u306e\u5fae\u8abf\u6574<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#5_Building_Custom_LLMs\" >5.\u30ab\u30b9\u30bf\u30e0LLM\u306e\u69cb\u7bc9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#6_Advanced_Prompting_Techniques\" >6.\u9ad8\u5ea6\u306a\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u30fb\u30c6\u30af\u30cb\u30c3\u30af<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#Process_and_Oversight_Approaches\" >\u30d7\u30ed\u30bb\u30b9\u3068\u76e3\u7763\u30a2\u30d7\u30ed\u30fc\u30c1<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#7_Enhancing_Contextual_Understanding\" >7.\u6587\u8108\u7406\u89e3\u306e\u5f37\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#8_Human_Oversight_and_AI_Audits\" >8.\u4eba\u7684\u76e3\u8996\u3068AI\u76e3\u67fb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#9_Responsible_AI_Development_Practices\" >9.\u8cac\u4efb\u3042\u308bAI\u958b\u767a\u306e\u5b9f\u8df5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#10_Reinforcement_Learning\" >10.\u5f37\u5316\u5b66\u7fd2<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/skimai.com\/ja\/top-10-ways-to-eliminate-llm-hallucinations\/#Implementing_Effective_Hallucination_Mitigation_Strategies\" >\u52b9\u679c\u7684\u306a\u5e7b\u899a\u8efd\u6e1b\u7b56\u306e\u5b9f\u65bd<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_are_LLM_Hallucinations\"><\/span><strong>LLM\u5e7b\u899a\u3068\u306f\u4f55\u304b\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u306e\u5e7b\u899a\u306f\u3001\u3053\u308c\u3089\u306e\u5f37\u529b\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u3001\u4e8b\u5b9f\u306b\u53cd\u3057\u3066\u3044\u305f\u308a\u3001\u7121\u610f\u5473\u3067\u3042\u3063\u305f\u308a\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3068\u7121\u95a2\u4fc2\u3067\u3042\u3063\u305f\u308a\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u3068\u304d\u306b\u767a\u751f\u3059\u308b\u3002\u4e00\u8cab\u6027\u304c\u3042\u308a\u81ea\u4fe1\u306b\u6e80\u3061\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u5e7b\u899a\u306e\u3088\u3046\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u3001\u8aa4\u3063\u305f\u60c5\u5831\u3001\u8aa4\u3063\u305f\u610f\u601d\u6c7a\u5b9a\u3001AI\u3092\u642d\u8f09\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u3059\u308b\u4fe1\u983c\u306e\u55aa\u5931\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<p>AI\u30b7\u30b9\u30c6\u30e0\u306f\u307e\u3059\u307e\u3059\u9032\u5316\u3057\u3066\u3044\u308b\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ae%e5%8f%af%e8%83%bd%e6%80%a7%e3%82%92%e6%9c%80%e5%a4%a7%e9%99%90%e3%81%ab%e5%bc%95%e3%81%8d%e5%87%ba%e3%81%99-llms%e3%81%a8%e4%bc%81%e6%a5%ad%e3%83%87\/\">\u7d71\u5408<\/a> \u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304b\u3089\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u306b\u307e\u3067\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%82%b3%e3%83%b3%e3%83%86%e3%83%b3%e3%83%84%e5%88%b6%e4%bd%9c%e3%81%ae%e3%81%9f%e3%82%81%e3%81%aeai%e3%83%84%e3%83%bc%e3%83%ab%e3%83%88%e3%83%83%e3%83%975\/\">\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u30c4\u30fc\u30eb<\/a>\u305d\u306e\u305f\u3081\u3001\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u5fc5\u8981\u6027\u304c\u6700\u3082\u91cd\u8981\u306b\u306a\u308b\u3002\u5e7b\u899a\u3092\u30c1\u30a7\u30c3\u30af\u3057\u306a\u3044\u3068\u3001\u98a8\u8a55\u88ab\u5bb3\u3001\u6cd5\u7684\u554f\u984c\u3001AI\u304c\u751f\u6210\u3057\u305f\u60c5\u5831\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u6f5c\u5728\u7684\u306a\u5371\u5bb3\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<p>\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304b\u3089\u30e2\u30c7\u30eb\u4e2d\u5fc3\u306e\u624b\u6cd5\u3001\u30d7\u30ed\u30bb\u30b9\u6307\u5411\u306e\u624b\u6cd5\u307e\u3067\u3001LLM\u306e\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306e\u6226\u7565\u30c8\u30c3\u30d710\u3092\u307e\u3068\u3081\u305f\u3002\u3053\u308c\u3089\u306e\u6226\u7565\u306f\u3001\u4f01\u696d\u3084\u958b\u767a\u8005\u304cAI\u30b7\u30b9\u30c6\u30e0\u306e\u4e8b\u5b9f\u306e\u6b63\u78ba\u3055\u3068\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3064\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/df8250bd-13e6-452d-b603-1477f3635c2d.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data-Centric_Approaches\"><\/span>\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Improving_Training_Data_Quality\"><\/span>1.\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u8cea\u306e\u5411\u4e0a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u6700\u3082\u57fa\u672c\u7684\u306a\u65b9\u6cd5\u306e\u4e00\u3064\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u4f7f\u7528\u3059\u308b\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u8cea\u3092\u9ad8\u3081\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u8cea\u304c\u9ad8\u304f\u3001\u591a\u69d8\u3067\u3001\u3088\u304f\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001LLM\u304c\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u3092\u5b66\u7fd2\u3057\u3001\u518d\u73fe\u3059\u308b\u53ef\u80fd\u6027\u3092\u5927\u5e45\u306b\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>\u3053\u306e\u6226\u7565\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u6b21\u306e\u3053\u3068\u306b\u96c6\u4e2d\u3059\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u6b63\u78ba\u6027\u3068\u95a2\u9023\u6027\u3092\u614e\u91cd\u306b\u541f\u5473\u3059\u308b\u3002<\/p><\/li><li><p>\u30c8\u30d4\u30c3\u30af\u3068\u8996\u70b9\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u8868\u73fe\u306e\u78ba\u4fdd<\/p><\/li><li><p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3057\u3001\u6700\u65b0\u306e\u60c5\u5831\u3092\u542b\u3081\u308b<\/p><\/li><li><p>\u91cd\u8907\u307e\u305f\u306f\u77db\u76fe\u3059\u308b\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306e\u524a\u9664<\/p><\/li>\n<\/ul>\n\n\n<p>\u512a\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306b\u6295\u8cc7\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u6b63\u78ba\u306aLLM\u51fa\u529b\u306e\u305f\u3081\u306e\u5f37\u56fa\u306a\u57fa\u76e4\u3092\u7bc9\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Retrieval_Augmented_Generation_RAG\"><\/span>2.\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3 (RAG)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e6%a4%9c%e7%b4%a2%e6%8b%a1%e5%bc%b5%e4%b8%96%e4%bb%a3%e3%83%a9%e3%82%b0\/\">\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u30fb\u30aa\u30fc\u30b0\u30e1\u30f3\u30c6\u30c3\u30c9\u30fb\u30b8\u30a7\u30cd\u30ec\u30fc\u30b7\u30e7\u30f3\uff08RAG\uff09<\/a> \u306f\u3001\u691c\u7d22\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u751f\u6210\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u9577\u6240\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5f37\u529b\u306a\u624b\u6cd5\u3067\u3042\u308b\u3002\u3053\u306e\u624b\u6cd5\u306b\u3088\u308a\u3001LLM\u306f\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u5916\u90e8\u306e\u77e5\u8b58\u30bd\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u53d6\u308a\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>RAG\u306e\u4f5c\u54c1<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305f\u77e5\u8b58\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u53d6\u308a\u51fa\u3059<\/p><\/li><li><p>\u3053\u306e\u60c5\u5831\u3092LLM\u306b\u63d0\u4f9b\u3055\u308c\u305f\u6587\u8108\u306b\u7d44\u307f\u8fbc\u3080<\/p><\/li><li><p>\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u305f\u6700\u65b0\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>RAG\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u4f01\u696d\u306fLLM\u5fdc\u7b54\u3092\u4fe1\u983c\u3067\u304d\u308b\u5916\u90e8\u60c5\u5831\u6e90\u306b\u56fa\u5b9a\u3059\u308b\u3053\u3068\u3067\u5e7b\u899a\u3092\u5927\u5e45\u306b\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u6cd5\u5f8b\u3084\u533b\u7642AI\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u6b63\u78ba\u3055\u304c\u91cd\u8981\u306a\u9818\u57df\u56fa\u6709\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7279\u306b\u52b9\u679c\u7684\u3067\u3042\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Integration_with_Backend_Systems\"><\/span>3.\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\u3092\u4f01\u696d\u306e\u65e2\u5b58\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30b7\u30b9\u30c6\u30e0\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001AI\u304c\u751f\u6210\u3059\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u3092\u5287\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001LLM\u306f\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084API\u304b\u3089\u76f4\u63a5\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n\n\n<p><strong><u>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u7d71\u5408\u306e\u4e3b\u306a\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u56de\u7b54\u304c\u6700\u65b0\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u3053\u3068\u306e\u78ba\u8a8d<\/p><\/li><li><p>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u95a2\u9023\u3057\u305f\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u63d0\u4f9b<\/p><\/li><li><p>\u53e4\u3044\u53ef\u80fd\u6027\u306e\u3042\u308b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3078\u306e\u4f9d\u5b58\u3092\u6e1b\u3089\u3059<\/p><\/li>\n<\/ul>\n\n\n<p>\u4f8b\u3048\u3070\u3001\u4f01\u696d\u306e\u5728\u5eab\u30b7\u30b9\u30c6\u30e0\u3068\u7d71\u5408\u3055\u308c\u305fe\u30b3\u30de\u30fc\u30b9\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u88fd\u54c1\u306e\u5728\u5eab\u72b6\u6cc1\u306b\u95a2\u3059\u308b\u6b63\u78ba\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5728\u5eab\u30ec\u30d9\u30eb\u3084\u4fa1\u683c\u306b\u95a2\u3059\u308b\u5e7b\u899a\u5fdc\u7b54\u306e\u30ea\u30b9\u30af\u3092\u4f4e\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u3053\u3046\u3057\u305f\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306fLLM\u51fa\u529b\u306e\u4fe1\u983c\u6027\u3092\u5927\u5e45\u306b\u9ad8\u3081\u3001\u5e7b\u899a\u306e\u30ea\u30b9\u30af\u3092\u8efd\u6e1b\u3057\u3001AI\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model-Centric_Approaches\"><\/span>\u30e2\u30c7\u30eb\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Fine-tuning_LLMs\"><\/span>4.LLM\u306e\u5fae\u8abf\u6574<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u4e8b\u524d\u306b\u8a13\u7df4\u3055\u308c\u305f\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u3084\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c6\u30af\u30cb\u30c3\u30af\u3067\u3042\u308b\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u95a2\u9023\u3059\u308b\u3001\u3088\u308a\u5c0f\u3055\u306a\u3001\u6ce8\u610f\u6df1\u304f\u30ad\u30e5\u30ec\u30fc\u30c8\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067LLM\u3092\u3055\u3089\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u77e5\u8b58\u3084\u7528\u8a9e\u306b\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5e7b\u899a\u3092\u5927\u5e45\u306b\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p><strong><u>\u5fae\u8abf\u6574\u306e\u4e3b\u306a\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u5c02\u9580\u5206\u91ce\u3067\u306e\u7cbe\u5ea6\u5411\u4e0a<\/p><\/li><li><p>\u696d\u754c\u7279\u6709\u306e\u5c02\u9580\u7528\u8a9e\u306e\u7406\u89e3\u3092\u6df1\u3081\u308b<\/p><\/li><li><p>\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u3084\u8aa4\u3063\u305f\u60c5\u5831\u304c\u751f\u6210\u3055\u308c\u308b\u53ef\u80fd\u6027\u306e\u4f4e\u6e1b<\/p><\/li>\n<\/ul>\n\n\n<p>\u4f8b\u3048\u3070\u3001\u6cd5\u5f8b\u6587\u66f8\u3084\u5224\u4f8b\u6cd5\u306e\u30b3\u30fc\u30d1\u30b9\u3067\u5fae\u8abf\u6574\u3055\u308c\u305f\u30ea\u30fc\u30ac\u30ebAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u3001\u6cd5\u7684\u30af\u30a8\u30ea\u306b\u7b54\u3048\u308b\u969b\u306b\u5e7b\u899a\u3092\u898b\u308b\u53ef\u80fd\u6027\u304c\u4f4e\u304f\u306a\u308a\u3001\u6cd5\u7684\u9818\u57df\u306b\u304a\u3051\u308b\u4fe1\u983c\u6027\u3068\u6709\u7528\u6027\u304c\u5411\u4e0a\u3059\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Building_Custom_LLMs\"><\/span>5.\u30ab\u30b9\u30bf\u30e0LLM\u306e\u69cb\u7bc9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u81a8\u5927\u306a\u30ea\u30bd\u30fc\u30b9\u3068\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u3092\u6301\u3064\u7d44\u7e54\u306b\u3068\u3063\u3066\u3001\u30ab\u30b9\u30bf\u30e0\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30bc\u30ed\u304b\u3089\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306f\u3001\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u52b9\u679c\u7684\u306a\u65b9\u6cd5\u3068\u306a\u308a\u5f97\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3092\u5b8c\u5168\u306b\u5236\u5fa1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong><u>\u306e\u5229\u70b9 <\/u><\/strong><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e4%bc%81%e6%a5%ad%e3%83%87%e3%83%bc%e3%82%bf%e3%81%a8%e7%b5%b1%e5%90%88%e3%81%95%e3%82%8c%e3%81%9f%e3%82%ab%e3%82%b9%e3%82%bf%e3%83%a0llm%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%99%e3%82%8b%e3%81%9f\/\"><strong><u>\u30ab\u30b9\u30bf\u30e0LLM<\/u><\/strong><\/a><strong><u> \u3092\u542b\u3080\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u77e5\u8b58\u30d9\u30fc\u30b9<\/p><\/li><li><p>\u7121\u95a2\u4fc2\u307e\u305f\u306f\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u3080\u30ea\u30b9\u30af\u306e\u4f4e\u6e1b<\/p><\/li><li><p>\u30e2\u30c7\u30eb\u306e\u52d5\u4f5c\u3068\u51fa\u529b\u306e\u5236\u5fa1\u3092\u62e1\u5927<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u306f\u591a\u5927\u306a\u8a08\u7b97\u8cc7\u6e90\u3068\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u304c\u3001\u305d\u306e\u7d50\u679c\u3001\u610f\u56f3\u3057\u305f\u904b\u7528\u9818\u57df\u5185\u3067\u306f\u9ad8\u7cbe\u5ea6\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044AI\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_Advanced_Prompting_Techniques\"><\/span>6.\u9ad8\u5ea6\u306a\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u30fb\u30c6\u30af\u30cb\u30c3\u30af<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u6d17\u7df4\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u6280\u8853\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u8a98\u5c0e\u3057\u3066\u3001\u3088\u308a\u6b63\u78ba\u3067\u4e00\u8cab\u6027\u306e\u3042\u308b\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3057\u3001\u5e7b\u899a\u3092\u52b9\u679c\u7684\u306b\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306f\u3001AI\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u51fa\u529b\u3092\u5f15\u304d\u51fa\u3059\u65b9\u6cd5\u3067\u5165\u529b\u3092\u69cb\u9020\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/p>\n\n\n<p><strong><u>\u52b9\u679c\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306e\u30c6\u30af\u30cb\u30c3\u30af\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u601d\u8003\u306e\u9023\u9396\u3092\u4fc3\u3059\uff1a<\/strong> \u6bb5\u968e\u7684\u306a\u63a8\u8ad6\u3092\u4fc3\u3059<\/p><\/li><li><p><strong>\u6570\u5c11\u306a\u3044\u30b7\u30e5\u30fc\u30c8\u5b66\u7fd2\uff1a <\/strong>\u30e2\u30c7\u30eb\u306e\u5bfe\u5fdc\u3092\u5c0e\u304f\u4f8b\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6ce8\u610f\u6df1\u304f\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u306fLLM\u304c\u751f\u6210\u3059\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u4e8b\u5b9f\u306e\u6b63\u78ba\u3055\u3068\u95a2\u9023\u6027\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3001\u5e7b\u899a\u306e\u767a\u751f\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Process_and_Oversight_Approaches\"><\/span>\u30d7\u30ed\u30bb\u30b9\u3068\u76e3\u7763\u30a2\u30d7\u30ed\u30fc\u30c1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_Enhancing_Contextual_Understanding\"><\/span>7.\u6587\u8108\u7406\u89e3\u306e\u5f37\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\u304c\u5bfe\u8a71\u3092\u901a\u3058\u3066\u6587\u8108\u3092\u7dad\u6301\u3059\u308b\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u308c\u3070\u3001\u5e7b\u899a\u3092\u5927\u5e45\u306b\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306b\u306f\u3001\u9577\u6642\u9593\u306e\u4f1a\u8a71\u3084\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u30e2\u30c7\u30eb\u304c\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u8ffd\u8de1\u3057\u3001\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u30c6\u30af\u30cb\u30c3\u30af\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u308b\u3002<\/p>\n\n\n<p><strong><u>\u4e3b\u306a\u6226\u7565\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u5171\u53c2\u7167\u306e\u89e3\u6c7a\uff1a<\/strong> \u30e2\u30c7\u30eb\u306b\u3088\u308b\u95a2\u9023\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u8b58\u5225\u3068\u30ea\u30f3\u30af\u306e\u652f\u63f4<\/p><\/li><li><p><strong>\u4f1a\u8a71\u5c65\u6b74\u306e\u8ffd\u8de1<\/strong> \u904e\u53bb\u306e\u4ea4\u6d41\u3078\u306e\u914d\u616e\u306e\u5fb9\u5e95<\/p><\/li><li><p><strong>\u9ad8\u5ea6\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30e2\u30c7\u30ea\u30f3\u30b0\uff1a <\/strong>\u30e2\u30c7\u30eb\u304c\u95a2\u9023\u60c5\u5831\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u30c6\u30af\u30cb\u30c3\u30af\u306f\u3001LLM\u304c\u4e00\u8cab\u6027\u3068\u4e00\u8cab\u6027\u3092\u7dad\u6301\u3057\u3001\u77db\u76fe\u3057\u305f\u60c5\u5831\u3084\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u3092\u751f\u307f\u51fa\u3059\u53ef\u80fd\u6027\u3092\u6e1b\u3089\u3059\u306e\u306b\u5f79\u7acb\u3064\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"8_Human_Oversight_and_AI_Audits\"><\/span>8.\u4eba\u7684\u76e3\u8996\u3068AI\u76e3\u67fb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\u51fa\u529b\u306b\u304a\u3051\u308b\u5e7b\u899a\u3092\u7279\u5b9a\u3057\u3001\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4eba\u9593\u306b\u3088\u308b\u76e3\u8996\u3092\u5b9f\u65bd\u3057\u3001\u5b9a\u671f\u7684\u306aAI\u76e3\u67fb\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u304c\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u3068AI\u306e\u80fd\u529b\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6700\u9ad8\u30ec\u30d9\u30eb\u306e\u7cbe\u5ea6\u3068\u4fe1\u983c\u6027\u3092\u4fdd\u8a3c\u3059\u308b\u3002<\/p>\n\n\n<p><strong><u>\u52b9\u679c\u7684\u306a\u76e3\u7763\u5b9f\u52d9\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u308b\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5c02\u9580\u5bb6\u304c\u5b9a\u671f\u7684\u306b\u30ec\u30d3\u30e5\u30fc<\/p><\/li><li><p>\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u30eb\u30fc\u30d7\u306e\u5c0e\u5165<\/p><\/li><li><p>\u5e7b\u899a\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306e\u5fb9\u5e95\u7684\u306a\u76e3\u67fb<\/p><\/li>\n<\/ul>\n\n\n<p>AI\u30d7\u30ed\u30bb\u30b9\u3078\u306e\u4eba\u9593\u306e\u95a2\u4e0e\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u306f\u3001\u4ed6\u306e\u65b9\u6cd5\u3067\u306f\u6c17\u3065\u304b\u308c\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u5e7b\u899a\u3092\u767a\u898b\u3057\u3001\u4fee\u6b63\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u5168\u4f53\u7684\u306a\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"9_Responsible_AI_Development_Practices\"><\/span>9.\u8cac\u4efb\u3042\u308bAI\u958b\u767a\u306e\u5b9f\u8df5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u5e7b\u899a\u3092\u8d77\u3053\u3057\u306b\u304f\u3044LLM\u3092\u4f5c\u308b\u306b\u306f\u3001\u8cac\u4efb\u3042\u308bAI\u958b\u767a\u624b\u6cd5\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001AI\u958b\u767a\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u901a\u3058\u3066\u3001\u502b\u7406\u7684\u914d\u616e\u3001\u900f\u660e\u6027\u3001\u8aac\u660e\u8cac\u4efb\u3092\u91cd\u8996\u3059\u308b\u3002<\/p>\n\n\n<p><strong><u>\u8cac\u4efb\u3042\u308bAI\u958b\u767a\u306e\u4e3b\u8981\u306a\u5074\u9762\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u516c\u5e73\u3067\u504f\u308a\u306e\u306a\u3044\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u512a\u5148\u3059\u308b<\/p><\/li><li><p>\u5805\u7262\u306a\u30c6\u30b9\u30c8\u3068\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9\u306e\u5c0e\u5165<\/p><\/li><li><p>AI\u306e\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u900f\u660e\u6027\u306e\u78ba\u4fdd<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u539f\u5247\u306b\u5f93\u3046\u3053\u3068\u3067\u3001\u7d44\u7e54\u306f\u3001\u3088\u308a\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u3001\u4fe1\u7528\u3067\u304d\u3001\u6709\u5bb3\u306a\u51fa\u529b\u3084\u8aa4\u89e3\u3092\u62db\u304f\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u53ef\u80fd\u6027\u304c\u4f4e\u3044AI\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_Reinforcement_Learning\"><\/span>10.\u5f37\u5316\u5b66\u7fd2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u306f\u3001LLM\u306e\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u6709\u671b\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u3002\u3053\u306e\u624b\u6cd5\u3067\u306f\u3001\u5831\u916c\u3068\u7f70\u5247\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u901a\u3058\u3066\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3057\u3001\u671b\u307e\u3057\u3044\u884c\u52d5\u3092\u5968\u52b1\u3057\u3001\u671b\u307e\u3057\u304f\u306a\u3044\u884c\u52d5\u3092\u6291\u5236\u3059\u308b\u3002<\/p>\n\n\n<p><strong><u>\u5e7b\u899a\u8efd\u6e1b\u306b\u304a\u3051\u308b\u5f37\u5316\u5b66\u7fd2\u306e\u5229\u70b9\uff1a<\/u><\/strong><\/p>\n\n\n<ul 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These AI-generated inaccuracies pose a significant risk to the reliability and trustworthiness of LLM outputs. What are LLM Hallucinations? LLM hallucinations occur when these powerful language models generate text that is factually incorrect, nonsensical, or unrelated to the input data. Despite appearing coherent and confident, hallucinated content can lead to misinformation, erroneous decision-making, and a loss of trust in AI-powered applications. As AI systems increasingly integrate into various aspects of our lives, from customer service chatbots to content creation tools, the need to mitigate hallucinations becomes paramount. Unchecked hallucinations [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":12906,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,100,67],"tags":[],"class_list":["post-12904","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-generative-ai","category-ml-nlp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Top 10 Ways to Eliminate LLM Hallucinations - Skim AI<\/title>\n<meta name=\"description\" content=\"Learn effective ways to reduce AI-generated inaccuracies with our top 10 strategies for mitigating hallucinations in large language models (LLMs).\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ja\/llm\u306e\u5e7b\u899a\u3092\u6d88\u3059\u65b9\u6cd5\u30c8\u30c3\u30d710\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top 10 Ways to Eliminate LLM Hallucinations - 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