{"id":15611,"date":"2025-05-05T22:52:04","date_gmt":"2025-05-05T22:52:04","guid":{"rendered":"https:\/\/megagon.ai\/%e5%8d%98%e4%b8%80%e6%96%87%e6%9b%b8%e3%82%92%e8%b6%85%e3%81%88%e3%81%a6%ef%bc%9allm%e3%81%ab%e3%82%88%e3%82%8b%e8%a4%87%e6%95%b0%e6%96%87%e6%9b%b8%e6%8e%a8%e8%ab%96%e3%81%ae%e9%80%b2%e5%b1%95\/"},"modified":"2025-10-02T19:42:50","modified_gmt":"2025-10-02T19:42:50","slug":"multi-document-reasoning-w-llms","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/multi-document-reasoning-w-llms\/","title":{"rendered":"\u5358\u4e00\u6587\u66f8\u3092\u8d85\u3048\u3066\uff1aLLM\u306b\u3088\u308b\u8907\u6570\u6587\u66f8\u63a8\u8ad6\u306e\u9032\u5c55"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"15611\" class=\"elementor elementor-15611 elementor-15529\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e603a89 e-flex e-con-boxed e-con e-parent\" data-id=\"e603a89\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-091b8fc elementor-widget elementor-widget-text-editor\" data-id=\"091b8fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div 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class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30af\u30b9\u30c8LM\u306b\u3088\u308b\u5168\u4f53\u8ad6\u7684\u63a8\u8ad6\uff1aHoloBench\u306e\u7d39\u4ecb\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-db4d246 e-flex e-con-boxed e-con e-parent\" data-id=\"db4d246\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b0c414c elementor-widget elementor-widget-text-editor\" data-id=\"b0c414c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u73fe\u4ee3\u306e\u30bf\u30b9\u30af\u306f\u3001\u5358\u306b\u5c11\u91cf\u306e\u95a2\u9023\u3059\u308b\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u691c\u7d22\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30b3\u30fc\u30d1\u30b9\u5168\u4f53\u3092\u7d71\u5408\u3057\u3066\u63a8\u8ad6\u3059\u308b\u30e2\u30c7\u30eb\u3092\u8981\u6c42\u3057\u3066\u3044\u307e\u3059\u3002<br>\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30af\u30b9\u30c8\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LCLM\uff09\u306f\u3001\u4e00\u5ea6\u306b\u5927\u91cf\u306e\u60c5\u5831\u3092\u300c\u8aad\u3080\u300d\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001LCLM\u306f\u3053\u306e\u30c7\u30fc\u30bf\u3092\u3069\u306e\u7a0b\u5ea6\u63a8\u8ad6\u3067\u304d\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f  <\/p><p>&#8220;<a href=\"https:\/\/megagon.ai\/publications\/holistic-reasoning-with-long-context-lms\/\" target=\"_blank\" rel=\"noopener\">Holistic Reasoning with Long-Context LMs<\/a>&#8220;\u306e\u4e2d\u3067\u3001<b>HoloBench<\/b>\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002HoloBench\u306f\u3001LCLM \u304c\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u30c6\u30ad\u30b9\u30c8\u306b\u5bfe\u3057\u3066\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u30a2\u30b0\u30ea\u30b2\u30fc\u30b7\u30e7\u30f3\u3001\u6bd4\u8f03\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u7684\u306a\u51e6\u7406\u3092\u5b9f\u884c\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u30c7\u30b6\u30a4\u30f3\u3055\u308c\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u91cd\u8981\u306a\u8981\u7d20\u3092\u5909\u5316\u3055\u305b\u308b\u4f53\u7cfb\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\uff1a <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4631c3a elementor-widget elementor-widget-text-editor\" data-id=\"4631c3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><span style=\"font-weight: 400;\">\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u9577\u3055<\/span><span style=\"font-weight: 400;\"><br><br><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u60c5\u5831\u5bc6\u5ea6<\/span><span style=\"font-weight: 400;\"><br><br><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u95a2\u9023\u60c5\u5831\u306e\u914d\u4fe1<\/span><span style=\"font-weight: 400;\"><br><br><\/span><\/li><li><span style=\"font-weight: 400;\">\u30af\u30a8\u30ea\u30fc\u306e\u8907\u96d1\u3055<\/span><span style=\"font-weight: 400;\"><br><\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-826b427 elementor-widget elementor-widget-text-editor\" data-id=\"826b427\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div 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<\/p><p>\u3053\u306e\u8ad6\u6587\u306f#ICLR2025\u3067\u767a\u8868\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-873c3b2 e-flex e-con-boxed e-con e-parent\" data-id=\"873c3b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-31f28ad elementor-widget elementor-widget-heading\" data-id=\"31f28ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">LLM\u306b\u3088\u308b\u591a\u6761\u4ef6\u30e9\u30f3\u30ad\u30f3\u30b0\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8e66b01 e-flex e-con-boxed e-con e-parent\" data-id=\"8e66b01\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-702e7e9 elementor-widget elementor-widget-text-editor\" data-id=\"702e7e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u591a\u304f\u306e\u5834\u5408\u3001\u79c1\u305f\u3061\u306f\u3001\u591a\u6570\u306e\u3001\u6642\u306b\u306f\u76f8\u53cd\u3059\u308b\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u9805\u76ee\u3092\u9078\u629e\u3057\u3001\u9806\u5e8f\u4ed8\u3051\u3057\u3001\u30e9\u30f3\u30af\u4ed8\u3051\u3059\u308b\u8907\u6570\u6587\u66f8\u306e\u63a8\u8ad6\u3092\u5fc5\u8981\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u3001\u653f\u7b56\u751f\u6210\u3001\u305d\u3057\u3066\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u884c\u308f\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3042\u3089\u3086\u308b\u9818\u57df\u306b\u304a\u3044\u3066\u4e00\u822c\u7684\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u3059\u3002<br>\u300c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u591a\u6761\u4ef6\u30e9\u30f3\u30ad\u30f3\u30b0\u300d\u306b\u304a\u3044\u3066\u3001\u79c1\u305f\u3061\u306f<b>MCRank<\/b>\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002MCRank\u306f\u3001LLM\u304c<i>\u8907\u6570\u306e\u6761\u4ef6<\/i>\u306b\u5f93\u3063\u3066\u30a2\u30a4\u30c6\u30e0\u306e\u96c6\u5408\u3092\u30e9\u30f3\u30af\u4ed8\u3051\u3059\u308b\u3053\u3068\u306b\u6311\u6226\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3059\u3002 <\/p><p>\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u8a55\u4fa1\u3067\u306f\u3001\u4e00\u8cab\u3057\u305f\u50be\u5411\u3068\u3057\u3066\u3001\u6761\u4ef6\u306e\u6570\u3068\u4e00\u8cab\u6027\u304c\u5897\u3059\u306b\u3064\u308c\u3066\u6027\u80fd\u304c\u6025\u901f\u306b\u4f4e\u4e0b\u3059\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p><p>\u3053\u308c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u672c\u8ad6\u6587\u3067\u306f\u5206\u89e3\u63a8\u8ad6\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b<b>EXSIR<\/b>\u3092\u63d0\u6848\u3057\u307e\u3059\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a653e3 elementor-widget elementor-widget-text-editor\" data-id=\"8a653e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li>\u30e9\u30f3\u30ad\u30f3\u30b0\u6761\u4ef6\u306e<strong>\u62bd\u51fa<\/strong><\/li><li>\u512a\u5148\u9806\u4f4d\u306b\u57fa\u3065\u3044\u305f\u8ad6\u7406\u7684\u306a\u9806\u5e8f\u3078\u306e<strong>\u4e26\u3079\u66ff\u3048<\/strong><\/li><li>\u5404\u6761\u4ef6\u3092\u63a8\u8ad6\u3057\u306a\u304c\u3089\u3001\u30a2\u30a4\u30c6\u30e0\u3092<strong>\u53cd\u5fa9\u7684\u306b\u30e9\u30f3\u30af\u4ed8\u3051<\/strong><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d8a63b elementor-widget elementor-widget-text-editor\" data-id=\"4d8a63b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>EXSIR\u306f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u6700\u5927<b> 14.4%\u306e\u6027\u80fd\u5411\u4e0a<\/b>\u3092\u9054\u6210\u3057\u3001\u601d\u8003\u9023\u9396\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u6a19\u6e96\u7684\u306a\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u5927\u5e45\u306b\u51cc\u99d5\u3057\u307e\u3057\u305f<br>\u3053\u3053\u304b\u3089\u5f97\u3089\u308c\u308b\u3082\u306e\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\uff1f\u79c1\u305f\u3061\u304c<i>\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3092\u3069\u306e\u3088\u3046\u306b\u69cb\u9020\u5316\u3059\u308b\u304b<\/i>\u304c\u3001\u8907\u96d1\u306a\u8907\u6570\u6587\u66f8\u30bf\u30b9\u30af\u306e\u3059\u3079\u3066\u306e\u9055\u3044\u3092\u751f\u307f\u307e\u3059\u3002 <\/p><p>\u3053\u306e\u8ad6\u6587\u306fNAACL2025\u672c\u4f1a\u8b70\u3067\u767a\u8868\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3eb4b4b e-flex e-con-boxed e-con e-parent\" data-id=\"3eb4b4b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d0d0d4f elementor-widget elementor-widget-heading\" data-id=\"d0d0d4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5358\u4e00\u6587\u66f8\u304b\u3089\u8907\u6570\u6587\u66f8\u3078\uff1a\u8907\u6570\u6587\u66f8\u306e\u8981\u7d04\u306b\u304a\u3051\u308b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u7406\u89e3<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22014e0 elementor-widget elementor-widget-text-editor\" data-id=\"22014e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8981\u7d04\u304c\u5358\u4e00\u6587\u66f8\u3092\u8d85\u3048\u308b\u3088\u3046\u306b\u306a\u308b\u3068\u3001\u65b0\u305f\u306a\u8ab2\u984c\u304c\u73fe\u308c\u307e\u3059\u3002\u305d\u306e\u4e2d\u3067\u3082\u7279\u306b\u6df1\u523b\u306a\u306e\u304c<b>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u5897\u52a0<\/b>\u3067\u3059\u3002\u6839\u62e0\u4ed8\u3051\u304c\u6bd4\u8f03\u7684\u7c21\u5358\u306a\u5358\u4e00\u6587\u66f8\u8981\u7d04\u3068\u306f\u7570\u306a\u308a\u3001\u8907\u6570\u6587\u66f8\u8981\u7d04\u3067\u306f\u3001\u66d6\u6627\u3055\u3001\u4e8b\u5b9f\u306e\u77db\u76fe\u3001\u8aa4\u308a\u306e\u4f59\u5730\u304c\u5927\u304d\u304f\u306a\u308a\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u767a\u751f\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002 <\/p><p><a href=\"https:\/\/megagon.ai\/publications\/single-to-multi-llm-hallucinate\/\">From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization<\/a>\uff08\u5358\u4e00\u6587\u66f8\u304b\u3089\u8907\u6570\u6587\u66f8\u3078\uff1a\u8907\u6570\u6587\u66f8\u8981\u7d04\u306b\u304a\u3051\u308bLLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3067\u306f\u3001LLM\u304c\u6587\u66f8\u9593\u306e\u60c5\u5831\u3092\u8981\u7d04\u3059\u308b\u969b\u306b\u3069\u306e\u3088\u3046\u306b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u767a\u751f\u3059\u308b\u304b\u3092\u7814\u7a76\u3057\u3066\u3044\u307e\u3059\u3002\u65e2\u5b58\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u306f\u3053\u306e\u554f\u984c\u306b\u76f4\u63a5\u53d6\u308a\u7d44\u3080\u3082\u306e\u304c\u306a\u304b\u3063\u305f\u305f\u3081\u3001\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e0a\u306b2\u3064\u306e\u65b0\u3057\u3044\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u30021\u3064\u306f\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306b\u57fa\u3065\u304f\u3082\u306e\u3001\u3082\u30461\u3064\u306f\u8907\u6570\u8a71\u8005\u306e\u4f1a\u8a71\u306b\u57fa\u3065\u304f\u3082\u306e\u3067\u3001\u305d\u308c\u305e\u308c\u306b\u30c8\u30d4\u30c3\u30af\u56fa\u6709\u306e\u6d1e\u5bdf\u304c\u6ce8\u91c8\u3068\u3057\u3066\u4ed8\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002 <\/p><p>\u7d50\u679c\u306f\u9a5a\u304f\u3079\u304d\u3082\u306e\u3067\u3057\u305f\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0768f13 elementor-widget elementor-widget-text-editor\" data-id=\"0768f13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u751f\u6210\u3055\u308c\u305f\u8981\u7d04\u306e\u6700\u5927<strong>75<\/strong>\uff05\u306b<strong>\u5e7b\u899a\u7684\u306a\u5185\u5bb9<\/strong>\uff08hallucinated content\uff09\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002<\/li><li>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u8981\u7d04\u306e<strong>\u6700\u5f8c\u306b\u96c6\u4e2d\u3059\u308b<\/strong>\u50be\u5411\u304c\u3042\u308b\u3002<\/li><li>\u305f\u3068\u3048\u95a2\u9023\u3059\u308b\u60c5\u5831\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u3067\u3082\u3001GPT-4o\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001<strong>\u304a\u3088\u305d\u534a\u5206\u306e\u78ba\u7387\u3067<\/strong><strong>\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u304c\u4e8b\u5b9f\u3067\u306f\u306a\u3044\u8981\u7d04<\/strong>\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-406af90 elementor-widget elementor-widget-text-editor\" data-id=\"406af90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>700\u4ee5\u4e0a\u306e\u751f\u6210\u3055\u308c\u305f\u6d1e\u5bdf\u3092\u624b\u52d5\u3067\u8a55\u4fa1\u3057\u305f\u7d50\u679c\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u539f\u56e0\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u30e2\u30c7\u30eb\u306f\u3057\u3070\u3057\u3070\u904e\u5ea6\u306b\u4e00\u822c\u5316\u3057\u305f\u308a\u3001\u6307\u793a\u3092\u7121\u8996\u3057\u305f\u308a\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u805e\u3053\u3048\u308b\u304c\u6839\u62e0\u306e\u306a\u3044\u5185\u5bb9\u3067\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u305f\u308a\u3057\u307e\u3059\u3002\u5358\u7d14\u306a\u4e8b\u5f8c\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u3044\u304f\u3064\u304b\u306e\u30a8\u30e9\u30fc\u3092\u6e1b\u3089\u3059\u3053\u3068\u306f\u3067\u304d\u308b\u304c\u3001\u3088\u308a\u6df1\u3044\u554f\u984c\u306f\u307e\u3060\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002 <\/p>\n<p>\u79c1\u305f\u3061\u306e<a href=\"https:\/\/megagon.ai\/publications\/single-to-multi-llm-hallucinate\/\" target=\"_blank\" rel=\"noopener\">\u8ad6\u6587<\/a>\u306f\u3001\u4eca\u65e5\u306eLLM\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u9650\u754c\u3092\u660e\u3089\u304b\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u5165\u529b\u304c\u8907\u96d1\u306b\u306a\u308b\u306b\u3064\u308c\u3066\u3001\u5408\u6210\u3068\u63a8\u6e2c\u306e\u5883\u754c\u7dda\u304c\u307e\u3059\u307e\u3059\u66d6\u6627\u306b\u306a\u3063\u3066\u3044\u304d\u307e\u3059\u3002&nbsp;<\/p><p>\u3053\u306e\u7814\u7a76\u306fNAACL2025 Findings\u3067\u767a\u8868\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-da4aa46 e-flex e-con-boxed e-con e-parent\" data-id=\"da4aa46\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0786b8d elementor-widget elementor-widget-heading\" data-id=\"0786b8d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u3088\u308a\u30db\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u306a\u7406\u89e3\u306b\u5411\u3051\u3066<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c4ee27a e-flex e-con-boxed e-con e-parent\" data-id=\"c4ee27a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-265e5c7 elementor-widget elementor-widget-text-editor\" data-id=\"265e5c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u3053\u308c\u30893\u3064\u306e\u8ad6\u6587\u3092\u5408\u308f\u305b\u308b\u3068\u3001\u8907\u6570\u306e\u6587\u66f8\u3092\u6271\u3046LLM\u306b\u304a\u3044\u3066\u3001\u3088\u308a\u660e\u793a\u7684\u3067\u69cb\u9020\u5316\u3055\u308c\u305f\u63a8\u8ad6\u304c\u7dca\u6025\u306b\u5fc5\u8981\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u6d1e\u5bdf\u306e\u30a2\u30b0\u30ea\u30b2\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308c\u3001\u7af6\u5408\u3059\u308b\u512a\u5148\u4e8b\u9805\u306e\u30d0\u30e9\u30f3\u30b9\u3067\u3042\u308c\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u56de\u907f\u3067\u3042\u308c\u3001\u6839\u5e95\u306b\u3042\u308b\u8ab2\u984c\u306f\u540c\u3058\u3067\u3059\u3002 <\/p><p>Megagon Labs\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u304c\u3001\u4fe1\u983c\u3067\u304d\u308b\u6709\u80fd\u306aAI\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u57fa\u790e\u3068\u306a\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u79c1\u305f\u3061\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u624b\u6cd5\u306f\u3001\u3053\u306e\u91cd\u8981\u306a\u5206\u91ce\u3067\u306e\u3055\u3089\u306a\u308b\u7814\u7a76\u3092\u5968\u52b1\u3059\u308b\u305f\u3081\u3001\u73fe\u5728\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002 <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4ff42c3 e-flex e-con-boxed e-con e-parent\" data-id=\"4ff42c3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ebbf799 elementor-widget 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