{"id":12644,"date":"2024-08-02T23:48:12","date_gmt":"2024-08-03T04:48:12","guid":{"rendered":"http:\/\/skimai.com\/?p=12644"},"modified":"2024-08-02T23:48:58","modified_gmt":"2024-08-03T04:48:58","slug":"ai%e3%82%92%e5%ae%89%e5%85%a8%e3%81%ab%e7%b5%b1%e5%90%88%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ab%e3%80%81%e4%bc%81%e6%a5%ad%e3%81%af%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ablm%e3%81%ae","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/","title":{"rendered":"\u4f01\u696d\u304cAI\u3092\u5b89\u5168\u306b\u7d71\u5408\u3059\u308b\u305f\u3081\u306bLLM\u306e\u5e7b\u899a\u306b\u53d6\u308a\u7d44\u3080\u65b9\u6cd5"},"content":{"rendered":"<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068\u751f\u6210\u306b\u304a\u3044\u3066\u524d\u4f8b\u306e\u306a\u3044\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5909\u9769\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u4f01\u696d\u304cLLM\u306e\u6d41\u884c\u306b\u4e57\u308b\u524d\u306b\u3001\u5bfe\u51e6\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u91cd\u5927\u306a\u8ab2\u984c\u304c\u3042\u308b\u3002<\/p>\n\n\n<p>LLM\u306e\u5e7b\u899a\u306f\u3001\u3053\u3046\u3057\u305f\u5f37\u529b\u306aAI\u30b7\u30b9\u30c6\u30e0\u306e\u666e\u53ca\u306b\u5927\u304d\u306a\u969c\u5bb3\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u3053\u306e\u73fe\u8c61\u306e\u8907\u96d1\u306a\u6027\u8cea\u3092\u6398\u308a\u4e0b\u3052\u308b\u3068\u3001\u5e7b\u899a\u3092\u7406\u89e3\u3057\u7de9\u548c\u3059\u308b\u3053\u3068\u304c\u3001\u30ea\u30b9\u30af\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u306a\u304c\u3089LLM\u306e\u6f5c\u5728\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3057\u3088\u3046\u3068\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u308b\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\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Understanding_LLM_Hallucinations\" >LLM\u5e7b\u899a\u3092\u7406\u89e3\u3059\u308b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Types_of_hallucinations\" >\u5e7b\u899a\u306e\u7a2e\u985e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Real-world_examples_of_LLM-generated_text_hallucinations\" >LLM\u304c\u751f\u6210\u3057\u305f\u5e7b\u899a\u30c6\u30ad\u30b9\u30c8\u306e\u5b9f\u4f8b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#What_Causes_Hallucinations_in_LLMs\" >LLM\u306e\u5e7b\u899a\u306e\u539f\u56e0\u306f\uff1f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Training_Data_Quality_Issues\" >\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u554f\u984c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Limitations_in_AI_Models_and_Language_Models\" >AI\u30e2\u30c7\u30eb\u3068\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u9650\u754c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Challenges_in_LLM_Output_Generation\" >LLM\u51fa\u529b\u751f\u6210\u306e\u8ab2\u984c<\/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\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Input_Data_and_Prompt-Related_Factors\" >\u5165\u529b\u30c7\u30fc\u30bf\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u95a2\u9023\u8981\u56e0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Implications_of_LLM_Hallucinations_for_Enterprises\" >LLM\u306e\u5e7b\u899a\u304c\u4f01\u696d\u306b\u4e0e\u3048\u308b\u5f71\u97ff<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Risks_of_Incorrect_Answers_and_Factually_Incorrect_Information\" >\u4e0d\u6b63\u89e3\u3068\u4e8b\u5b9f\u8aa4\u8a8d\u306e\u30ea\u30b9\u30af<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Potential_Legal_and_Ethical_Consequences\" >\u6cd5\u7684\u304a\u3088\u3073\u502b\u7406\u7684\u306b\u8d77\u3053\u308a\u3046\u308b\u7d50\u679c<\/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\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Impact_on_AI_Systems_Reliability_and_Trust\" >AI\u30b7\u30b9\u30c6\u30e0\u306e\u4fe1\u983c\u6027\u3068\u4fe1\u7528\u3078\u306e\u5f71\u97ff<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Strategies_to_Mitigate_Hallucinations_in_Enterprise_LLM_Integration\" >\u4f01\u696dLLM\u7d71\u5408\u306b\u304a\u3051\u308b\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u6226\u7565<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#1_Improving_Training_Data_and_External_Knowledge_Integration\" >1.\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3068\u5916\u90e8\u77e5\u8b58\u306e\u7d71\u5408\u306e\u6539\u5584<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#2_Implementing_Robust_Validation_for_LLM_Outputs\" >2.  LLM\u51fa\u529b\u306e\u30ed\u30d0\u30b9\u30c8\u30fb\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u88c5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#3_Leveraging_Human_Oversight_to_Ensure_Factual_Accuracy\" >3.\u4e8b\u5b9f\u306e\u6b63\u78ba\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u4eba\u9593\u306e\u76e3\u8996\u306e\u6d3b\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#4_Advanced_Techniques_to_Improve_the_Models_Behavior\" >4.\u30e2\u30c7\u30eb\u306e\u884c\u52d5\u3092\u6539\u5584\u3059\u308b\u9ad8\u5ea6\u306a\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-18\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#Future_Outlook_Advancements_in_Hallucination_Mitigation\" >\u5c06\u6765\u306e\u5c55\u671b\u5e7b\u899a\u8efd\u6e1b\u306e\u9032\u6b69<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#FAQ\" >\u3088\u304f\u3042\u308b\u3054\u8cea\u554f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#What_are_LLM_hallucinations\" >LLM\u5e7b\u899a\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#What_are_some_common_examples_of_LLM_hallucinations_in_critical_applications\" >\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bLLM\u5e7b\u899a\u306e\u4e00\u822c\u7684\u306a\u4f8b\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#What_are_some_real-world_consequences_of_LLM_hallucinations\" >LLM\u306e\u5e7b\u899a\u304c\u73fe\u5b9f\u306b\u3082\u305f\u3089\u3059\u7d50\u679c\u3068\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#How_do_LLM_hallucinations_affect_customer_service_interactions\" >LLM\u306e\u5e7b\u899a\u306f\u63a5\u5ba2\u306b\u3069\u3046\u5f71\u97ff\u3059\u308b\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/skimai.com\/ja\/how-enterprises-can-tackle-llm-hallucinations-to-safely-integrate-ai\/#What_strategies_are_used_to_mitigate_LLM_hallucinations\" >LLM\u306e\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u6226\u7565\u304c\u7528\u3044\u3089\u308c\u308b\u306e\u304b\uff1f<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Understanding_LLM_Hallucinations\"><\/span>LLM\u5e7b\u899a\u3092\u7406\u89e3\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6587\u8108\u306b\u304a\u3051\u308bAI\u306e\u5e7b\u899a\u3068\u306f\u3001\u30e2\u30c7\u30eb\u304c\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3057\u305f\u308a\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\u56de\u7b54\u3092\u63d0\u4f9b\u3057\u305f\u308a\u3059\u308b\u30b1\u30fc\u30b9\u3092\u6307\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u5e7b\u899a\u306f\u3001\u81ea\u4fe1\u3042\u308a\u3052\u306b\u805e\u3053\u3048\u308b\u304c\u5168\u304f\u3067\u3063\u3061\u4e0a\u3052\u3089\u308c\u305f\u60c5\u5831\u3068\u3057\u3066\u73fe\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u6f5c\u5728\u7684\u306a\u8aa4\u89e3\u3084\u8aa4\u3063\u305f\u60c5\u5831\u306b\u3064\u306a\u304c\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Types_of_hallucinations\"><\/span>\u5e7b\u899a\u306e\u7a2e\u985e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\u5e7b\u899a\u306f\u3044\u304f\u3064\u304b\u306e\u30bf\u30a4\u30d7\u306b\u5206\u985e\u3067\u304d\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u4e8b\u5b9f\u306e\u5e7b\u899a\uff1a<\/strong> \u30e2\u30c7\u30eb\u304c\u65e2\u6210\u4e8b\u5b9f\u3068\u77db\u76fe\u3059\u308b\u60c5\u5831\u3084\u3001\u5b58\u5728\u3057\u306a\u3044\u30c7\u30fc\u30bf\u3092\u634f\u9020\u3057\u305f\u5834\u5408\u3002<\/p><\/li><li><p><strong>\u610f\u5473\u5e7b\u899a\uff1a <\/strong>\u500b\u3005\u306e\u90e8\u5206\u304c\u9996\u5c3e\u4e00\u8cab\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u3066\u3082\u3001\u751f\u6210\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u304c\u8ad6\u7406\u7684\u306b\u77db\u76fe\u3057\u3066\u3044\u305f\u308a\u3001\u7121\u610f\u5473\u3067\u3042\u3063\u305f\u308a\u3059\u308b\u5834\u5408\u3002<\/p><\/li><li><p><strong>\u6587\u8108\u7684\u5e7b\u899a\uff1a<\/strong> LLM\u306e\u56de\u7b54\u304c\u3001\u4e0e\u3048\u3089\u308c\u305f\u6587\u8108\u304b\u3089\u9038\u8131\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u307e\u305f\u306f <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%97%e3%83%ad%e3%83%b3%e3%83%97%e3%83%88%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%af\/\">\u8fc5\u901f<\/a>\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u4e00\u6642\u7684\u306a\u5e7b\u899a\uff1a<\/strong> \u30e2\u30c7\u30eb\u304c\u3001\u6700\u8fd1\u306e\u51fa\u6765\u4e8b\u3084\u6b74\u53f2\u7684\u4e8b\u5b9f\u306a\u3069\u3001\u6642\u9593\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3084\u3059\u3044\u60c5\u5831\u3092\u6df7\u540c\u3057\u305f\u308a\u3001\u8aa4\u3063\u3066\u8868\u73fe\u3057\u3066\u3044\u308b\u5834\u5408\u3002<\/p><\/li>\n<\/ol>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/07\/7d0e278f-0808-4c4e-9440-fa118461db70.png\" alt=\" Huang et al.\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u5e7b\u899a\u306b\u95a2\u3059\u308b\u8abf\u67fb.\" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Real-world_examples_of_LLM-generated_text_hallucinations\"><\/span>LLM\u304c\u751f\u6210\u3057\u305f\u5e7b\u899a\u30c6\u30ad\u30b9\u30c8\u306e\u5b9f\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u4f01\u696d\u306b\u304a\u3051\u308bLLM\u5e7b\u899a\u306e\u91cd\u5927\u306a\u7d50\u679c\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u306b\u3001\u6b21\u306e\u3088\u3046\u306a\u4f8b\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u30fb\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u707d\u96e3<\/strong>:\u3042\u308b\u5927\u624be\u30b3\u30de\u30fc\u30b9\u4f01\u696d\u306f\u3001LLM\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u81ea\u793e\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u7d71\u5408\u3057\u305f\u3002\u3042\u308b\u30bb\u30fc\u30eb\u671f\u9593\u4e2d\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u6570\u5343\u4eba\u306e\u9867\u5ba2\u306b\u5bfe\u3057\u3001\u8fd4\u54c1\u30dd\u30ea\u30b7\u30fc\u3084\u914d\u9001\u6642\u9593\u306b\u95a2\u3059\u308b\u8aa4\u3063\u305f\u60c5\u5831\u3092\u81ea\u4fe1\u6e80\u3005\u306b\u63d0\u4f9b\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3001\u9867\u5ba2\u304b\u3089\u306e\u82e6\u60c5\u304c\u6025\u5897\u3057\u3001\u4fe1\u983c\u304c\u640d\u306a\u308f\u308c\u3001\u5927\u898f\u6a21\u306a\u30c0\u30e1\u30fc\u30b8\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p><\/li><li><p><strong>\u8ca1\u52d9\u5831\u544a\u306e\u4e0d\u6b63\u78ba\u3055\uff1a<\/strong> \u3042\u308b\u6295\u8cc7\u4f1a\u793e\u304c\u3001\u56db\u534a\u671f\u3054\u3068\u306e\u8ca1\u52d9\u5831\u544a\u66f8\u4f5c\u6210\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306bLLM\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3002AI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u4e3b\u8981\u306a\u8ca1\u52d9\u6307\u6a19\u3092\u5e7b\u899a\u3067\u898b\u305b\u3066\u3057\u307e\u3046\u304c\u3001\u6700\u521d\u306e\u30ec\u30d3\u30e5\u30fc\u3067\u306f\u6c17\u3065\u304b\u308c\u306a\u304b\u3063\u305f\u3002\u4e0d\u6b63\u78ba\u306a\u5831\u544a\u66f8\u304c\u516c\u8868\u3055\u308c\u308b\u3068\u3001\u8aa4\u3063\u305f\u6295\u8cc7\u5224\u65ad\u3084\u6f5c\u5728\u7684\u306a\u898f\u5236\u554f\u984c\u306b\u3064\u306a\u304c\u308b\u305f\u3081\u3001AI\u304c\u4f5c\u6210\u3057\u305f\u8ca1\u52d9\u5185\u5bb9\u306e\u5fb9\u5e95\u7684\u306a\u691c\u8a3c\u306e\u5fc5\u8981\u6027\u304c\u6d6e\u304d\u5f6b\u308a\u306b\u306a\u308b\u3002<\/p><\/li><li><p><strong>\u88fd\u54c1\u958b\u767a\u306e\u5931\u6557<\/strong> \u3042\u308b\u30cf\u30a4\u30c6\u30af\u30fb\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u4f01\u696d\u304c\u3001LLM\u3092\u4f7f\u3063\u3066\u5e02\u5834\u52d5\u5411\u3092\u5206\u6790\u3057\u3001\u88fd\u54c1\u6a5f\u80fd\u306e\u63a8\u5968\u3092\u751f\u6210\u3057\u305f\u3002AI\u306f\u5b58\u5728\u3057\u306a\u3044\u6280\u8853\u306b\u57fa\u3065\u304f\u6a5f\u80fd\u3092\u81ea\u4fe1\u305f\u3063\u3077\u308a\u306b\u63d0\u6848\u3057\u3001\u958b\u767a\u30c1\u30fc\u30e0\u306f\u9593\u9055\u3044\u306b\u6c17\u3065\u304f\u524d\u306b\u8cb4\u91cd\u306a\u6642\u9593\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u6d6a\u8cbb\u3059\u308b\u3053\u3068\u306b\u306a\u3063\u305f\u3002\u3053\u306e\u4e8b\u4ef6\u306f\u3001LLM\u306e\u51fa\u529b\u3092\u4fe1\u983c\u3067\u304d\u308b\u696d\u754c\u30bd\u30fc\u30b9\u3068\u76f8\u4e92\u53c2\u7167\u3059\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u3092\u5f37\u8abf\u3057\u3066\u3044\u308b\u3002<\/p><\/li><li><p><strong>\u4eba\u4e8b\u653f\u7b56\u306e\u6df7\u4e71<\/strong> \u3042\u308b\u591a\u56fd\u7c4d\u4f01\u696d\u304c\u3001\u4eba\u4e8b\u65b9\u91dd\u306e\u8d77\u8349\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306b\u6cd5\u5b66\u4fee\u58eb\u3092\u96c7\u3046\u3002AI\u306f\u5b58\u5728\u3057\u306a\u3044\u52b4\u50cd\u6cd5\u3092\u5e7b\u8996\u3057\u3001\u305d\u308c\u304c\u8aa4\u3063\u3066\u4f1a\u793e\u306e\u516c\u5f0f\u65b9\u91dd\u6587\u66f8\u306b\u542b\u307e\u308c\u3066\u3057\u307e\u3063\u305f\u3002\u3053\u308c\u306f\u5f93\u696d\u54e1\u306e\u6df7\u4e71\u3068\u6f5c\u5728\u7684\u306a\u6cd5\u7684\u30ea\u30b9\u30af\u306b\u3064\u306a\u304c\u308a\u3001AI\u304c\u4f5c\u6210\u3057\u305f\u30dd\u30ea\u30b7\u30fc\u5185\u5bb9\u306e\u5c02\u9580\u5bb6\u306b\u3088\u308b\u30ec\u30d3\u30e5\u30fc\u306e\u5fc5\u8981\u6027\u3092\u5f37\u8abf\u3057\u3066\u3044\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u4f8b\u306f\u3001LLM\u306e\u5e7b\u899a\u304c\u3001\u9867\u5ba2\u3068\u306e\u3084\u308a\u53d6\u308a\u304b\u3089\u5185\u90e8\u30d7\u30ed\u30bb\u30b9\u3084\u6226\u7565\u7684\u610f\u601d\u6c7a\u5b9a\u306b\u81f3\u308b\u307e\u3067\u3001\u4f01\u696d\u904b\u55b6\u306e\u69d8\u3005\u306a\u5074\u9762\u306b\u3069\u306e\u3088\u3046\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u4f8b\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067LLM\u304c\u751f\u6210\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u6d3b\u7528\u3059\u308b\u969b\u306b\u3001\u5f37\u56fa\u306a\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9\u3092\u5b9f\u88c5\u3057\u3001\u4eba\u9593\u306e\u76e3\u8996\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u3092\u5f37\u8abf\u3057\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\/07\/0b168e5a-2bca-4ca6-b657-ad2dbd69eee5.png\" alt=\" Huang et al.\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u5e7b\u899a\u306b\u95a2\u3059\u308b\u8abf\u67fb.\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_Causes_Hallucinations_in_LLMs\"><\/span>LLM\u306e\u5e7b\u899a\u306e\u539f\u56e0\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u5e7b\u899a\u306e\u8d77\u6e90\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u52b9\u679c\u7684\u306a\u8efd\u6e1b\u7b56\u3092\u958b\u767a\u3059\u308b\u4e0a\u3067\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002\u3053\u306e\u73fe\u8c61\u306b\u306f\u3001\u76f8\u4e92\u306b\u95a2\u9023\u3057\u305f\u3044\u304f\u3064\u304b\u306e\u8981\u56e0\u304c\u95a2\u4e0e\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_Data_Quality_Issues\"><\/span>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u554f\u984c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u8cea\u306f\u3001LLM\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u3002\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u3084\u53e4\u3044\u60c5\u5831\u3001\u539f\u8cc7\u6599\u306e\u504f\u308a\u3001\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u305f\u30c7\u30fc\u30bf\u8868\u73fe\u306e\u77db\u76fe\u306f\u3059\u3079\u3066\u5e7b\u899a\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u4f8b\u3048\u3070\u3001LLM\u304c\u6642\u4ee3\u9045\u308c\u306e\u79d1\u5b66\u7406\u8ad6\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u8a13\u7df4\u3055\u308c\u305f\u5834\u5408\u3001LLM\u306f\u51fa\u529b\u306b\u304a\u3044\u3066\u81ea\u4fe1\u3092\u6301\u3063\u3066\u3053\u308c\u3089\u3092\u73fe\u5728\u306e\u4e8b\u5b9f\u3068\u3057\u3066\u63d0\u793a\u3059\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Limitations_in_AI_Models_and_Language_Models\"><\/span>AI\u30e2\u30c7\u30eb\u3068\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u9650\u754c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u305d\u306e\u7d20\u6674\u3089\u3057\u3044\u80fd\u529b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u73fe\u5728\u306eLLM\u306b\u306f\u56fa\u6709\u306e\u9650\u754c\u304c\u3042\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u771f\u306e\u7406\u89e3\u4e0d\u8db3\uff1a <\/strong>LLM\u306f\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u3088\u308a\u3082\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u51e6\u7406\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u5236\u9650\uff1a<\/strong> \u307b\u3068\u3093\u3069\u306e\u30e2\u30c7\u30eb\u306f\u3001\u9577\u3044\u30d1\u30c3\u30bb\u30fc\u30b8\u3067\u4e00\u8cab\u6027\u3092\u7dad\u6301\u3059\u308b\u306e\u306b\u82e6\u52b4\u3057\u3066\u3044\u308b\u3002<\/p><\/li><li><p><strong>\u4e8b\u5b9f\u78ba\u8a8d\u304c\u3067\u304d\u306a\u3044\uff1a<\/strong> LLM\u306f\u751f\u6210\u3055\u308c\u305f\u60c5\u5831\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5916\u90e8\u77e5\u8b58\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u306a\u3044<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u5236\u9650\u306e\u7d50\u679c\u3001\u30e2\u30c7\u30eb\u306f\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u805e\u3053\u3048\u308b\u304c\u3001\u4e8b\u5b9f\u3068\u3057\u3066\u306f\u6b63\u3057\u304f\u306a\u3044\u3001\u3042\u308b\u3044\u306f\u7121\u610f\u5473\u306a\u5185\u5bb9\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Challenges_in_LLM_Output_Generation\"><\/span>LLM\u51fa\u529b\u751f\u6210\u306e\u8ab2\u984c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u81ea\u4f53\u304c\u5e7b\u899a\u3092\u5f15\u304d\u8d77\u3053\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002LLM\u306f\u78ba\u7387\u7684\u4e88\u6e2c\u306b\u57fa\u3065\u3044\u3066\u30c8\u30fc\u30af\u30f3\u5358\u4f4d\u3067\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u751f\u6210\u3059\u308b\u304c\u3001\u3053\u308c\u304c\u610f\u5473\u30c9\u30ea\u30d5\u30c8\u3084\u3042\u308a\u5f97\u306a\u3044\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u5f15\u304d\u8d77\u3053\u3059\u3053\u3068\u304c\u3042\u308b\u3002\u3055\u3089\u306b\u3001LLM\u306f\u3057\u3070\u3057\u3070\u904e\u4fe1\u3092\u793a\u3057\u3001\u5e7b\u899a\u306e\u3088\u3046\u306a\u60c5\u5831\u3092\u4e8b\u5b9f\u306e\u30c7\u30fc\u30bf\u3068\u540c\u3058\u3088\u3046\u306b\u63d0\u793a\u3059\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Input_Data_and_Prompt-Related_Factors\"><\/span>\u5165\u529b\u30c7\u30fc\u30bf\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u95a2\u9023\u8981\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\u3068\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306f\u3001\u4e0d\u6ce8\u610f\u306b\u3082\u5e7b\u899a\u3092\u5f15\u304d\u8d77\u3053\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u3042\u3044\u307e\u3044\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u4e0d\u5341\u5206\u306a\u6587\u8108\u3001\u904e\u5ea6\u306b\u8907\u96d1\u306a\u30af\u30a8\u30ea\u306f\u3001\u30e2\u30c7\u30eb\u304c\u610f\u56f3\u3092\u8aa4\u89e3\u3057\u305f\u308a\u3001\u507d\u306e\u60c5\u5831\u3067\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u305f\u308a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Implications_of_LLM_Hallucinations_for_Enterprises\"><\/span>LLM\u306e\u5e7b\u899a\u304c\u4f01\u696d\u306b\u4e0e\u3048\u308b\u5f71\u97ff<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u306e\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306b\u304a\u3051\u308b\u5e7b\u899a\u306e\u767a\u751f\u306f\u3001\u4f01\u696d\u306b\u3068\u3063\u3066\u5e83\u7bc4\u56f2\u306b\u53ca\u3076\u7d50\u679c\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\uff1a<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Risks_of_Incorrect_Answers_and_Factually_Incorrect_Information\"><\/span>\u4e0d\u6b63\u89e3\u3068\u4e8b\u5b9f\u8aa4\u8a8d\u306e\u30ea\u30b9\u30af<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u4f01\u696d\u304c\u610f\u601d\u6c7a\u5b9a\u3084\u9867\u5ba2\u3068\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u3001LLM\u304c\u751f\u6210\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u5e7b\u899a\u306e\u3088\u3046\u306a\u60c5\u5831\u304c\u30b3\u30b9\u30c8\u306e\u304b\u304b\u308b\u30df\u30b9\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u3053\u306e\u3088\u3046\u306a\u8aa4\u308a\u306f\u3001\u696d\u52d9\u4e0a\u306e\u5c0f\u3055\u306a\u975e\u52b9\u7387\u304b\u3089\u3001\u6226\u7565\u4e0a\u306e\u5927\u304d\u306a\u8aa4\u308a\u306b\u307e\u3067\u53ca\u3076\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u4f8b\u3048\u3070\u3001LLM\u304c\u4e0d\u6b63\u78ba\u306a\u5e02\u5834\u5206\u6790\u3092\u63d0\u4f9b\u3057\u305f\u5834\u5408\u3001\u8aa4\u3063\u305f\u6295\u8cc7\u6c7a\u5b9a\u3084\u88fd\u54c1\u958b\u767a\u6226\u7565\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Potential_Legal_and_Ethical_Consequences\"><\/span>\u6cd5\u7684\u304a\u3088\u3073\u502b\u7406\u7684\u306b\u8d77\u3053\u308a\u3046\u308b\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\u3092\u5229\u7528\u3059\u308b\u4f01\u696d\u306f\u3001\u6cd5\u898f\u5236\u306e\u9075\u5b88\u3084\u502b\u7406\u7684\u914d\u616e\u306a\u3069\u3001\u8907\u96d1\u306a\u72b6\u6cc1\u3092\u4e57\u308a\u5207\u3089\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u4ee5\u4e0b\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u898f\u5236\u9055\u53cd\u306b\u3064\u306a\u304c\u308b\u8ca1\u52d9\u5831\u544a\u66f8\u306e\u5e7b\u899a\u5185\u5bb9<\/p><\/li><li><p>\u6cd5\u7684\u63aa\u7f6e\u306b\u3064\u306a\u304c\u308b\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u306e\u9867\u5ba2\u3078\u306e\u63d0\u4f9b<\/p><\/li><li><p>\u4fe1\u983c\u3067\u304d\u306a\u3044\u60c5\u5831\u3092\u751f\u307f\u51fa\u3059AI\u30b7\u30b9\u30c6\u30e0\u306e\u4f7f\u7528\u304b\u3089\u751f\u3058\u308b\u502b\u7406\u7684\u30b8\u30ec\u30f3\u30de<\/p><\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Impact_on_AI_Systems_Reliability_and_Trust\"><\/span>AI\u30b7\u30b9\u30c6\u30e0\u306e\u4fe1\u983c\u6027\u3068\u4fe1\u7528\u3078\u306e\u5f71\u97ff<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u304a\u305d\u3089\u304f\u6700\u3082\u91cd\u5927\u306a\u3053\u3068\u306f\u3001LLM\u306e\u5e7b\u899a\u306fAI\u30b7\u30b9\u30c6\u30e0\u306e\u4fe1\u983c\u6027\u3068\u4fe1\u7528\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3060\u3002\u5e7b\u899a\u304c\u983b\u7e41\u306b\u8d77\u3053\u3063\u305f\u308a\u3001\u6ce8\u76ee\u3055\u308c\u305f\u308a\u3059\u308b\u3068\u3001\u6b21\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u8d77\u3053\u308a\u3046\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u30e6\u30fc\u30b6\u30fc\u306e\u4fe1\u983c\u3092\u4f4e\u4e0b\u3055\u305b\u3001AI\u306e\u5c0e\u5165\u3068\u7d71\u5408\u3092\u9045\u3089\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p><\/li><li><p>\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30fb\u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u306e\u4f01\u696d\u306e\u8a55\u5224\u3092\u843d\u3068\u3059\u3002<\/p><\/li><li><p>\u305f\u3068\u3048\u6b63\u78ba\u3067\u3042\u3063\u3066\u3082\u3001AI\u304c\u751f\u6210\u3057\u305f\u3059\u3079\u3066\u306e\u51fa\u529b\u306b\u5bfe\u3057\u3066\u61d0\u7591\u7684\u306b\u306a\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u3053\u3046\u3057\u305f\u610f\u5473\u5408\u3044\u3078\u306e\u5bfe\u5fdc\u306f\u3001\u5358\u306a\u308b\u6280\u8853\u7684\u8ab2\u984c\u3067\u306f\u306a\u304f\u3001\u6226\u7565\u7684\u5fc5\u9808\u4e8b\u9805\u3067\u3042\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategies_to_Mitigate_Hallucinations_in_Enterprise_LLM_Integration\"><\/span>\u4f01\u696dLLM\u7d71\u5408\u306b\u304a\u3051\u308b\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u6226\u7565<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u4f01\u696d\u304c\u307e\u3059\u307e\u3059\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u306b\u3064\u308c\u3001\u5e7b\u899a\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u304c\u6700\u3082\u91cd\u8981\u306b\u306a\u308b\u3002 <\/p>\n\n\n<p>\u3053\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u6226\u7565\u304c\u3042\u308b\uff1a<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Improving_Training_Data_and_External_Knowledge_Integration\"><\/span>1.\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3068\u5916\u90e8\u77e5\u8b58\u306e\u7d71\u5408\u306e\u6539\u5584<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\u306e\u57fa\u76e4\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3067\u3042\u308b\u3002\u5e7b\u899a\u3092\u6e1b\u3089\u3059\u305f\u3081\u306b\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u306e\u8cea\u3092\u9ad8\u3081\u3001\u4fe1\u983c\u3067\u304d\u308b\u5916\u90e8\u306e\u77e5\u8b58\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u306b\u96c6\u4e2d\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<\/p>\n\n\n<p>\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u958b\u767a\u3057\u3001\u305d\u306e\u6b63\u78ba\u6027\u3092\u53b3\u5bc6\u306b\u691c\u8a3c\u3059\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u9ad8\u54c1\u8cea\u3067\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u304b\u3089\u5b66\u7fd2\u3057\u3001\u4e8b\u5b9f\u8aa4\u8a8d\u306e\u53ef\u80fd\u6027\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3057\u3001\u30e2\u30c7\u30eb\u304c\u6700\u65b0\u306e\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002\u3053\u308c\u306f\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3084\u30d8\u30eb\u30b9\u30b1\u30a2\u306a\u3069\u3001\u77e5\u8b58\u30d9\u30fc\u30b9\u304c\u6025\u901f\u306b\u9032\u5316\u3059\u308b\u696d\u754c\u3067\u306f\u7279\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n<p>\u69cb\u9020\u5316\u3055\u308c\u305f\u77e5\u8b58\u30b0\u30e9\u30d5\u3092LLM\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u7d44\u307f\u8fbc\u3080\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306b\u306f\u4e8b\u5b9f\u95a2\u4fc2\u306e\u4fe1\u983c\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u63d0\u4f9b\u3055\u308c\u3001\u691c\u8a3c\u3055\u308c\u305f\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u51fa\u529b\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>\u5b9f\u65bd <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\/\">\u30e9\u30b0<\/a> \u3053\u306e\u6280\u8853\u306b\u3088\u308a\u3001LLM\u306f\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u4e2d\u306b\u5916\u90e8\u306e\u6700\u65b0\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u53c2\u7167\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u30fb\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3088\u308a\u3001\u60c5\u5831\u304c\u53e4\u304b\u3063\u305f\u308a\u3001\u9593\u9055\u3063\u3066\u3044\u305f\u308a\u3059\u308b\u30ea\u30b9\u30af\u304c\u5927\u5e45\u306b\u8efd\u6e1b\u3055\u308c\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Implementing_Robust_Validation_for_LLM_Outputs\"><\/span>2.  LLM\u51fa\u529b\u306e\u30ed\u30d0\u30b9\u30c8\u30fb\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306b\u5c4a\u304f\u524d\u306b\u5e7b\u899a\u3092\u767a\u898b\u3057\u3001\u4fee\u6b63\u3059\u308b\u305f\u3081\u306b\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n<p>LLM\u3067\u4f5c\u6210\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u306e\u4e3b\u8981\u306a\u4e3b\u5f35\u3092\u3001\u4fe1\u983c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30a6\u30a7\u30d6\u30bd\u30fc\u30b9\u3068\u7167\u5408\u3057\u3066\u8fc5\u901f\u306b\u691c\u8a3c\u3067\u304d\u308b\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3059\u308b\u3002<\/p>\n\n\n<p>LLM\u306e\u51fa\u529b\u306e\u3055\u307e\u3056\u307e\u306a\u90e8\u5206\u3092\u76f8\u4e92\u53c2\u7167\u3057\u3001\u5185\u90e8\u6574\u5408\u6027\u3092\u78ba\u8a8d\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5c0e\u5165\u3057\u3001\u5e7b\u899a\u3092\u793a\u3059\u53ef\u80fd\u6027\u306e\u3042\u308b\u77db\u76fe\u306b\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u308b\u3002<\/p>\n\n\n<p>\u751f\u6210\u3055\u308c\u305f\u5404\u30bb\u30b0\u30e1\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u3001\u30e2\u30c7\u30eb\u72ec\u81ea\u306e\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u3092\u5229\u7528\u3057\u307e\u3059\u3002\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u304c\u4f4e\u3044\u51fa\u529b\u306f\u3001\u4eba\u9593\u306b\u3088\u308b\u30ec\u30d3\u30e5\u30fc\u3084\u8ffd\u52a0\u691c\u8a3c\u306e\u305f\u3081\u306b\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u8907\u6570\u306eLLM\u307e\u305f\u306fAI\u30e2\u30c7\u30eb\u3092\u914d\u5099\u3057\u3066\u3001\u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5bfe\u3059\u308b\u5fdc\u7b54\u3092\u751f\u6210\u3057\u3001\u51fa\u529b\u3092\u6bd4\u8f03\u3057\u3066\u3001\u77db\u76fe\u306b\u3088\u308b\u5e7b\u899a\u306e\u53ef\u80fd\u6027\u3092\u7279\u5b9a\u3059\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Leveraging_Human_Oversight_to_Ensure_Factual_Accuracy\"><\/span>3.\u4e8b\u5b9f\u306e\u6b63\u78ba\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u4eba\u9593\u306e\u76e3\u8996\u306e\u6d3b\u7528<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u81ea\u52d5\u5316\u306f\u6975\u3081\u3066\u91cd\u8981\u3060\u304c\u3001\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u306f\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u4e0a\u3067\u975e\u5e38\u306b\u8cb4\u91cd\u3067\u3042\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u306f\u306a\u3044\u3002<\/p>\n\n\n<p>\u6cd5\u5f8b\u6587\u66f8\u3084\u8ca1\u52d9\u5831\u544a\u66f8\u306a\u3069\u3001\u91cd\u8981\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306eLLM\u51fa\u529b\u3092\u3001\u30c9\u30e1\u30a4\u30f3\u306e\u5c02\u9580\u5bb6\u304c\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u78ba\u7acb\u3059\u308b\u3002<\/p>\n\n\n<p>LLM\u3068\u4eba\u9593\u306e\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u3068\u306e\u9593\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u8a2d\u8a08\u3057\u3001\u4eba\u9593\u306e\u5165\u529b\u304b\u3089\u306e\u8fc5\u901f\u306a\u4fee\u6b63\u3068\u5b66\u7fd2\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/p>\n\n\n<p>\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u304c\u5e7b\u899a\u306e\u7591\u3044\u3092\u5831\u544a\u3059\u308b\u4ed5\u7d44\u307f\u3092\u5c0e\u5165\u3057\u3001LLM\u30b7\u30b9\u30c6\u30e0\u306e\u7d99\u7d9a\u7684\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/p>\n\n\n<p>LLM\u306e\u5e7b\u899a\u306e\u53ef\u80fd\u6027\u3092\u8b58\u5225\u3057\u3001\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5f93\u696d\u54e1\u5411\u3051\u306b\u958b\u767a\u3057\u3001AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6279\u5224\u7684\u306b\u8a55\u4fa1\u3059\u308b\u6587\u5316\u3092\u80b2\u6210\u3059\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Advanced_Techniques_to_Improve_the_Models_Behavior\"><\/span>4.\u30e2\u30c7\u30eb\u306e\u884c\u52d5\u3092\u6539\u5584\u3059\u308b\u9ad8\u5ea6\u306a\u30c6\u30af\u30cb\u30c3\u30af<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u6700\u5148\u7aef\u306e\u7814\u7a76\u306f\u3001LLM\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u3001\u5e7b\u899a\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u6709\u671b\u306a\u624b\u6bb5\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u5236\u7d04\u3055\u308c\u305f\u5fa9\u53f7\u5316\uff1a<\/strong> LLM\u306e\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u3092\u30ac\u30a4\u30c9\u3057\u3001\u65e2\u77e5\u306e\u4e8b\u5b9f\u3084\u6307\u5b9a\u3055\u308c\u305f\u30eb\u30fc\u30eb\u306b\u3088\u308a\u5fe0\u5b9f\u3067\u3042\u308b\u3088\u3046\u5236\u7d04\u3059\u308b\u30c6\u30af\u30cb\u30c3\u30af\u3092\u5b9f\u88c5\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u4e0d\u78ba\u5b9f\u6027\u3092\u8003\u616e\u3057\u305f\u30e2\u30c7\u30eb\uff1a<\/strong> \u8f03\u6b63\u8a00\u8a9e\u30e2\u30c7\u30eb\u3084\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u624b\u6cd5\u306e\u3088\u3046\u306a\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u51fa\u529b\u306b\u95a2\u3059\u308b\u4e0d\u78ba\u5b9f\u6027\u3092\u8868\u73fe\u3067\u304d\u308bLLM\u3092\u958b\u767a\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u6575\u5bfe\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong> \u5b66\u7fd2\u4e2d\u306b\u30e2\u30c7\u30eb\u3092\u6575\u5bfe\u7684\u306a\u4e8b\u4f8b\u306b\u3055\u3089\u3059\u3053\u3068\u3067\u3001\u5e7b\u899a\u306e\u751f\u6210\u306b\u5bfe\u3057\u3066\u3088\u308a\u9811\u5065\u306b\u306a\u308b\u3002<\/p><\/li><li><p><strong>\u5f37\u5316\u5b66\u7fd2\u306b\u3088\u308b\u5fae\u8abf\u6574\uff1a <\/strong>\u5f37\u5316\u5b66\u7fd2\u6280\u8853\u3092\u5229\u7528\u3057\u3066LLM\u3092\u5fae\u8abf\u6574\u3057\u3001\u4e8b\u5b9f\u306e\u6b63\u78ba\u3055\u306b\u306f\u5831\u916c\u3092\u3001\u5e7b\u899a\u306b\u306f\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u4e0e\u3048\u308b\u3002<\/p><\/li><li><p><strong>\u30e2\u30b8\u30e5\u30e9\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff1a <\/strong>\u4e16\u754c\u77e5\u8b58\u3068\u8a00\u8a9e\u751f\u6210\u6a5f\u80fd\u3092\u5206\u96e2\u3057\u3001\u3088\u308a\u5236\u5fa1\u3055\u308c\u305f\u691c\u8a3c\u53ef\u80fd\u306a\u60c5\u5831\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3059\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a2\u6c42\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u6226\u7565\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u5e7b\u899a\u306e\u30ea\u30b9\u30af\u3092\u5927\u5e45\u306b\u4f4e\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3057\u304b\u3057\u3001\u5e7b\u899a\u3092\u5b8c\u5168\u306b\u9664\u53bb\u3059\u308b\u3053\u3068\u306f\u4f9d\u7136\u3068\u3057\u3066\u56f0\u96e3\u3067\u3042\u308b\u3053\u3068\u306b\u7559\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u305d\u306e\u305f\u3081\u3001\u6280\u8853\u7684\u306a\u89e3\u6c7a\u7b56\u3068\u4eba\u7684\u306a\u76e3\u8996\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u591a\u9762\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Future_Outlook_Advancements_in_Hallucination_Mitigation\"><\/span>\u5c06\u6765\u306e\u5c55\u671b\u5e7b\u899a\u8efd\u6e1b\u306e\u9032\u6b69<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u6280\u8853\u306e\u5c06\u6765\u3092\u898b\u636e\u3048\u308b\u3068\u304d\u3001\u5e7b\u899a\u306e\u8efd\u6e1b\u306f\u73fe\u5728\u9032\u884c\u4e2d\u306e\u6a5f\u68b0\u5b66\u7fd2\u7814\u7a76\u306e\u91cd\u8981\u306a\u7126\u70b9\u3067\u3042\u308a\u7d9a\u3051\u3066\u3044\u308b\u3002\u81ea\u5df1\u77db\u76fe\u30c1\u30a7\u30c3\u30af\u3001\u77e5\u8b58\u7d71\u5408\u3001\u4e0d\u78ba\u5b9f\u6027\u5b9a\u91cf\u5316\u306a\u3069\u306e\u5206\u91ce\u3067\u6709\u671b\u306a\u9032\u6b69\u304c\u3042\u308a\u3001\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306e\u65b0\u3057\u3044\u30c4\u30fc\u30eb\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u7d99\u7d9a\u7684\u306b\u958b\u767a\u3055\u308c\u3066\u3044\u308b\u3002 <\/p>\n\n\n<p>\u4eca\u5f8c\u306e\u7814\u7a76\u306f\u3001LLM\u306e\u4e8b\u5b9f\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001\u4e8b\u5b9f\u77e5\u8b58\u3068\u751f\u6210\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u3088\u308a\u3088\u304f\u533a\u5225\u3067\u304d\u308b\u30e2\u30c7\u30eb\u306b\u5c0e\u304f\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3060\u308d\u3046\u3002AI\u30b7\u30b9\u30c6\u30e0\u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u306b\u3064\u308c\u3066\u3001\u9ad8\u5ea6\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u5b66\u7fd2\u65b9\u6cd5\u306e\u6539\u5584\u3001\u5916\u90e8\u77e5\u8b58\u306e\u7d71\u5408\u306e\u5f37\u5316\u306a\u3069\u3001\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306e\u3088\u308a\u6d17\u7df4\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u671f\u5f85\u3055\u308c\u308b\u3002LLM\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u3089\u306e\u958b\u767a\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u5e38\u306b\u5165\u624b\u3059\u308b\u3053\u3068\u306f\u3001\u696d\u52d9\u306b\u304a\u3044\u3066\u6700\u9ad8\u6c34\u6e96\u306e\u7cbe\u5ea6\u3068\u4fe1\u983c\u6027\u3092\u7dad\u6301\u3057\u306a\u304c\u3089AI\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u3088\u304f\u3042\u308b\u3054\u8cea\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_are_LLM_hallucinations\"><\/span>LLM\u5e7b\u899a\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\u5e7b\u899a\u3068\u306f\u3001AI\u30e2\u30c7\u30eb\u304c\u81ea\u4fe1\u306b\u6e80\u3061\u3001\u9996\u5c3e\u4e00\u8cab\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u4e8b\u5b9f\u3068\u7570\u306a\u308b\u3001\u3042\u308b\u3044\u306f\u7121\u610f\u5473\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u4f8b\u3067\u3042\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_are_some_common_examples_of_LLM_hallucinations_in_critical_applications\"><\/span>\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bLLM\u5e7b\u899a\u306e\u4e00\u822c\u7684\u306a\u4f8b\u306f\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u3088\u304f\u3042\u308b\u4f8b\u3068\u3057\u3066\u306f\u3001\u5831\u544a\u66f8\u306b\u865a\u507d\u306e\u8ca1\u52d9\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u305f\u308a\u3001\u8aa4\u3063\u305f\u6cd5\u7684\u52a9\u8a00\u3092\u63d0\u4f9b\u3057\u305f\u308a\u3001\u6280\u8853\u6587\u66f8\u306b\u5b58\u5728\u3057\u306a\u3044\u88fd\u54c1\u6a5f\u80fd\u3092\u634f\u9020\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_are_some_real-world_consequences_of_LLM_hallucinations\"><\/span>LLM\u306e\u5e7b\u899a\u304c\u73fe\u5b9f\u306b\u3082\u305f\u3089\u3059\u7d50\u679c\u3068\u306f\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u305d\u306e\u7d50\u679c\u3001\u8aa4\u3063\u305f\u60c5\u5831\u306b\u3088\u308b\u610f\u601d\u6c7a\u5b9a\u306b\u3088\u308b\u91d1\u92ad\u7684\u640d\u5931\u3001\u8aa4\u3063\u305f\u30a2\u30c9\u30d0\u30a4\u30b9\u306b\u3088\u308b\u6cd5\u7684\u8cac\u4efb\u3001\u865a\u507d\u306e\u60c5\u5831\u3092\u516c\u8868\u3057\u305f\u3053\u3068\u306b\u3088\u308b\u4f01\u696d\u306e\u8a55\u5224\u306e\u4f4e\u4e0b\u306a\u3069\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_do_LLM_hallucinations_affect_customer_service_interactions\"><\/span>LLM\u306e\u5e7b\u899a\u306f\u63a5\u5ba2\u306b\u3069\u3046\u5f71\u97ff\u3059\u308b\u304b\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u306b\u304a\u3051\u308b\u5e7b\u899a\u306f\u3001\u8aa4\u3063\u305f\u60c5\u5831\u3001\u9867\u5ba2\u306e\u4e0d\u6e80\u3001\u4f01\u696d\u306eAI\u3092\u6d3b\u7528\u3057\u305f\u30b5\u30dd\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\u306b\u5bfe\u3059\u308b\u4fe1\u983c\u306e\u4f4e\u4e0b\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_strategies_are_used_to_mitigate_LLM_hallucinations\"><\/span>LLM\u306e\u5e7b\u899a\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u6226\u7565\u304c\u7528\u3044\u3089\u308c\u308b\u306e\u304b\uff1f <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u4e3b\u306a\u6226\u7565\u306b\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u8cea\u306e\u5411\u4e0a\u3001\u5f37\u56fa\u306a\u51fa\u529b\u691c\u8a3c\u306e\u5b9f\u65bd\u3001\u4eba\u9593\u306b\u3088\u308b\u76e3\u8996\u306e\u7d71\u5408\u3001\u691c\u7d22\u88dc\u5f37\u751f\u6210\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u30c6\u30af\u30cb\u30c3\u30af\u306e\u4f7f\u7528\u306a\u3069\u304c\u3042\u308b\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Large language models (LLMs) are transforming enterprise applications, offering unprecedented capabilities in natural language processing and generation. However, before your enterprise jumps on the LLM bandwagon, there&#8217;s a critical challenge you need to address: hallucinations. LLM hallucinations represent a significant hurdle in the widespread adoption of these powerful AI systems. As we delve into the complex nature of this phenomenon, it becomes clear that understanding and mitigating hallucinations is crucial for any enterprise looking to harness the full potential of LLMs while minimizing risks. Understanding LLM Hallucinations AI hallucinations, in the context of large language models, refer to instances where the model generates text or provides answers that are factually [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":12908,"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-12644","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>How Enterprises can Tackle LLM Hallucinations to Safely Integrate AI - Skim AI<\/title>\n<meta name=\"description\" content=\"Learn strategies to address LLM hallucinations and ensure reliable AI-generated content. Discover the impact on enterprise operations and how to mitigate risks.\" \/>\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\/ai\u3092\u5b89\u5168\u306b\u7d71\u5408\u3059\u308b\u305f\u3081\u306b\u3001\u4f01\u696d\u306f\u3069\u306e\u3088\u3046\u306blm\u306e\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Enterprises can Tackle LLM Hallucinations to Safely Integrate AI - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Learn strategies to address LLM hallucinations and ensure reliable AI-generated content. 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