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markup--li-strong\">\u591a\u9805\u5f0f\u306e\u6839\uff1a<\/strong>\u5f0f\u3068\u30b0\u30e9\u30d5\u3067\u6839\u304c\u7570\u306a\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u591a\u9805\u5f0f\u304b\u3089\u3001\u6b63\u3057\u3044\u6839\u3092\u7279\u5b9a<\/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-782340e elementor-widget elementor-widget-text-editor\" data-id=\"782340e\" 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><strong class=\"markup--strong markup--p-strong\" style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';\">\u79d1\u5b66\u306e\u554f\u984c<\/strong><span style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';\">\uff1a\u7269\u7406\u3084\u5316\u5b66\u306b\u95a2\u3059\u308b\u554f\u984c\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u8aac\u660e\u304c\u753b\u50cf\u3068\u306f\u7570\u306a\u308b\u7b54\u3048\u3092\u793a\u3059\u30b1\u30fc\u30b9<\/span><\/p><p class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u8996\u899a\u7684\u8aac\u660e\uff1a<\/strong>\u7a7a\u9593\u95a2\u4fc2\u306e\u30bf\u30b9\u30af\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u304c\u753b\u50cf\u3068\u9006\u306e\u5185\u5bb9\u3092\u8a18\u8ff0\u3057\u3066\u3044\u308b\u30b1\u30fc\u30b9\uff08\u4f8b\uff1a\u300cA\u306fB\u306e\u4e0a\u306b\u3042\u308b\u300d\u3068\u3044\u3046\u8a18\u8ff0\u306b\u5bfe\u3057\u3066\u3001\u753b\u50cf\u3067\u306fA\u304cB\u306e\u4e0b\u306b\u3042\u308b\uff09<\/p><p class=\"graf graf--p\">\u5404\u30bf\u30b9\u30af\u306b\u3064\u3044\u3066\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u3082\u306e\u304b\u3089\u975e\u5e38\u306b\u96e3\u6613\u5ea6\u306e\u9ad8\u3044\u3082\u306e\u307e\u3067\u3092\u7528\u610f\u3057\u3001\u96e3\u6613\u5ea6\u304c\u30e2\u30c7\u30eb\u306e\u632f\u308b\u821e\u3044\u306b\u3069\u306e\u3088\u3046\u306b\u5f71\u97ff\u3059\u308b\u304b\u3092\u691c\u8a3c\u3057\u307e\u3057\u305f\u3002<\/p><p class=\"graf graf--p\">\u79c1\u305f\u3061\u306f\u3001\u69d8\u3005\u306a\u898f\u6a21\u3068\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u6301\u3064\u30016\u3064\u306e\u6700\u5148\u7aef\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08VLM\uff09\u3092\u30c6\u30b9\u30c8\u3057\u307e\u3057\u305f\uff1a<\/p><ul class=\"postList\"><li class=\"graf graf--li\">O4-mini\u3001GPT-4o\u3001GPT-4o mini (OpenAI)<\/li><li class=\"graf graf--li\">Llama-3.2\u201390B-vision\uff08Meta\uff09<\/li><li class=\"graf graf--li\">Qwen2-VL-72B\u3001Qwen2-VL-7B\uff08Alibaba\uff09<\/li><\/ul>\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-f1441e1 e-flex e-con-boxed e-con e-parent\" data-id=\"f1441e1\" 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-9d58850 elementor-widget elementor-widget-heading\" data-id=\"9d58850\" 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\">\u610f\u5916\u306a\u50be\u5411<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-91582f1 elementor-widget elementor-widget-text-editor\" data-id=\"91582f1\" 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 class=\"graf graf--p\">\u79c1\u305f\u3061\u306f\u3001<strong class=\"markup--strong markup--p-strong\">\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08VLM\uff09\u306e\u30d0\u30a4\u30a2\u30b9\u306b\u306f\u4e00\u8cab\u6027\u304c\u306a\u304f\u3001\u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5909\u5316\u3059\u308b<\/strong>\u3068\u3044\u3046\u3053\u3068\u3092\u767a\u898b\u3057\u307e\u3057\u305f\u3002<\/p><p class=\"graf graf--p\">\u30b7\u30f3\u30d7\u30eb\u306a\u30bf\u30b9\u30af\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306f\u5727\u5012\u7684\u306b\u30c6\u30ad\u30b9\u30c8\u3092\u512a\u5148\u3057\u3066\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u304c\u5897\u3059\u306b\u3064\u308c\u3066\u3001\u30e2\u30c7\u30eb\u306f\u753b\u50cf\u306e\u307b\u3046\u3092\u91cd\u8996\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u5fae\u5999\u306a\u50be\u5411\u3067\u306f\u306a\u304f\u3001\u30bf\u30b9\u30af\u3084\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u3001<strong class=\"markup--strong markup--p-strong\">\u30c6\u30ad\u30b9\u30c8\u5bc4\u308a\u306e\u30d0\u30a4\u30a2\u30b9\u304c-74.4%\u3001\u753b\u50cf\u5bc4\u308a\u306e\u30d0\u30a4\u30a2\u30b9\u304c+56.8%<\/strong>\u3068\u3044\u3063\u305f\u3088\u3046\u306b\u3001\u5927\u304d\u304f\u632f\u308c\u308b\u3068\u3044\u3046\u660e\u78ba\u306a\u5909\u5316\u304c\u898b\u3089\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<div class=\"elementor-element elementor-element-286d24b elementor-widget elementor-widget-heading\" data-id=\"286d24b\" 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\">\u591a\u9805\u5f0f\u306e\u4f8b<\/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-9525c67 e-flex e-con-boxed e-con e-parent\" data-id=\"9525c67\" 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-e0e82f2 elementor-widget elementor-widget-text-editor\" data-id=\"e0e82f2\" 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 class=\"graf graf--p\">\u591a\u9805\u5f0f\u306e\u6839\u3092\u6c42\u3081\u308b\u554f\u984c\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u30021\u6b21\u306e\u591a\u9805\u5f0f\uff08\u5358\u7d14\u306a\u4e00\u6b21\u65b9\u7a0b\u5f0f\uff09\u304c\u4e0e\u3048\u3089\u308c\u305f\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306f\u307b\u307c\u4f8b\u5916\u306a\u304f\u30c6\u30ad\u30b9\u30c8\u306e\u6570\u5f0f\u306b\u57fa\u3065\u3044\u3066\u5224\u65ad\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p><p class=\"graf graf--p\">\u3057\u304b\u3057\u30013\u6b21\u30844\u6b21\u306e\u591a\u9805\u5f0f\u306b\u8907\u96d1\u3055\u3092\u5897\u3059\u3068\u3001\u30d0\u30a4\u30a2\u30b9\u306f\u9006\u8ee2\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u3001\u6570\u5f0f\u3092\u89e3\u6790\u3057\u3066\u89e3\u304f\u3088\u308a\u3082\u3001\u8907\u96d1\u306a\u66f2\u7dda\u306e\u30b0\u30e9\u30d5\u304b\u3089\u6839\u3092\u8996\u899a\u7684\u306b\u7279\u5b9a\u3059\u308b\u307b\u3046\u304c\u5bb9\u6613\u3060\u3068\u5224\u65ad\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u3001\u30b0\u30e9\u30d5\u306e\u8996\u899a\u60c5\u5831\u3092\u91cd\u8996\u3059\u308b\u50be\u5411\u306b\u5207\u308a\u66ff\u308f\u308a\u307e\u3059\u3002<\/p><p class=\"graf graf--p\">\u3053\u306e\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u4ed6\u306e\u30c9\u30e1\u30a4\u30f3\u3067\u3082\u7e70\u308a\u8fd4\u3057\u89b3\u5bdf\u3055\u308c\u307e\u3057\u305f\uff1a<\/p><p class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u30b0\u30e9\u30d5\u306e\u9023\u7d50\u6027\uff1a<\/strong>\u8fba\u306e\u6570\u304c10\u672a\u6e80\u306e\u5358\u7d14\u306a\u30b0\u30e9\u30d5\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306f\u30c6\u30ad\u30b9\u30c8\u8a18\u8ff0\u3092\u4fe1\u983c\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u300132\u672c\u4ee5\u4e0a\u306e\u8fba\u3092\u6301\u3064\u8907\u96d1\u306a\u30b0\u30e9\u30d5\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u304c\u307b\u307c100%\u8996\u899a\u60c5\u5831\u306b\u4f9d\u5b58\u3057\u307e\u3057\u305f\u3002<\/p><p class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u95a2\u6570\u306e\u51f8\u578b\uff1a<\/strong>GPT-4o\u306e\u3088\u3046\u306a\u3088\u308a\u5f37\u529b\u306a\u30e2\u30c7\u30eb\u3067\u306f\u3001\u5358\u7d14\u306a\u95a2\u6570\u3067\u306f\u30c6\u30ad\u30b9\u30c8\u5bc4\u308a\u306e\u5224\u65ad\u3092\u793a\u3057\u3001\u8907\u96d1\u306a\u5f0f\u3067\u306f\u753b\u50cf\u5bc4\u308a\u306b\u5207\u308a\u66ff\u308f\u308b\u3068\u3044\u3046\u660e\u78ba\u306a\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001\u5c0f\u578b\u30e2\u30c7\u30eb\u3067\u306f\u3088\u308a\u4e0d\u5b89\u5b9a\u306a\u632f\u308b\u821e\u3044\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p><p class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u79d1\u5b66\u306e\u554f\u984c\uff1a<\/strong>\u7c21\u5358\u306a\u554f\u984c\u3067\u306f\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u4e3b\u306b\u4f7f\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u96e3\u6613\u5ea6\u304c\u4e0a\u304c\u308b\u3068\u5168\u4f53\u7684\u306b\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306f\u4f4e\u4e0b\u3057\u3001\u753b\u50cf\u306e\u4f7f\u7528\u983b\u5ea6\u306f\u5897\u3048\u308b\u3082\u306e\u306e\u3001\u8aa4\u3063\u305f\u4e88\u6e2c\u3082\u5927\u5e45\u306b\u5897\u52a0\u3057\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-5401b33 e-flex e-con-boxed e-con e-parent\" data-id=\"5401b33\" 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-59f5452 elementor-widget elementor-widget-heading\" data-id=\"59f5452\" 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\">\u306a\u305c\u3053\u306e\u3088\u3046\u306a\u73fe\u8c61\u304c\u8d77\u304d\u308b\u306e\u304b<\/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-e999b16 e-flex e-con-boxed e-con e-parent\" data-id=\"e999b16\" 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-cc41568 elementor-widget elementor-widget-text-editor\" data-id=\"cc41568\" 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 class=\"graf graf--p\">\u79c1\u305f\u3061\u306e\u5206\u6790\u304b\u3089\u3001\u3053\u306e\u30d0\u30a4\u30a2\u30b9\u3092\u5f15\u304d\u8d77\u3053\u3059\u4e3b\u306a\u8981\u56e0\u304c2\u3064\u3042\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u308a\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-6160bf3 e-flex e-con-boxed e-con e-parent\" data-id=\"6160bf3\" 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-582a6be elementor-widget elementor-widget-heading\" data-id=\"582a6be\" 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<h3 class=\"elementor-heading-title elementor-size-default\">1. \u8a8d\u77e5\u3055\u308c\u305f\u96e3\u6613\u5ea6<\/h3>\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-94392b9 e-flex e-con-boxed e-con e-parent\" data-id=\"94392b9\" 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-0a5ae3c elementor-widget elementor-widget-text-editor\" data-id=\"0a5ae3c\" 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 class=\"graf graf--p\">\u30e2\u30c7\u30eb\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u3069\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u304c\u300c\u3088\u308a\u7c21\u5358\u300d\u304b\u306b\u3064\u3044\u3066\u6697\u9ed9\u7684\u306b\u5224\u65ad\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u53d7\u3051\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u3069\u3061\u3089\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u4f7f\u3046\u65b9\u304c\u7c21\u5358\u3060\u3068\u601d\u3046\u304b\u3092\u660e\u793a\u7684\u306b\u4e88\u6e2c\u3055\u305b\u3001\u305d\u308c\u3092\u5b9f\u969b\u306e\u632f\u308b\u821e\u3044\u3068\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002<\/p><p class=\"graf graf--p\">\u6027\u80fd\u306e\u9ad8\u3044\u30e2\u30c7\u30eb\u3067\u306f\u3001\u660e\u78ba\u306a\u6574\u5408\u6027\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u306f\u30bf\u30b9\u30af\u89e3\u6c7a\u306b\u304a\u3044\u3066\u81ea\u5206\u304c\u3088\u308a\u7c21\u5358\u3060\u3068\u611f\u3058\u305f\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u512a\u5148\u3057\u3066\u4f7f\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u3002GPT-4o\u306b\u304a\u3044\u3066\u306f\u3001\u8a8d\u77e5\u3055\u308c\u305f\u7c21\u5358\u3055\u3068\u5b9f\u969b\u306e\u30d0\u30a4\u30a2\u30b9\u306e\u3042\u3044\u3060\u306b\u7279\u306b\u5f37\u3044\u76f8\u95a2\u304c\u898b\u3089\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<div class=\"elementor-element elementor-element-3c2edb3 elementor-widget elementor-widget-heading\" data-id=\"3c2edb3\" 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<h3 class=\"elementor-heading-title elementor-size-default\">2. \u5404\u30e2\u30c0\u30ea\u30c6\u30a3\u56fa\u6709\u306e\u6027\u80fd<\/h3>\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-7de862c e-flex e-con-boxed e-con e-parent\" data-id=\"7de862c\" 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-df640ca elementor-widget elementor-widget-text-editor\" data-id=\"df640ca\" 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 class=\"graf graf--p\">\u79c1\u305f\u3061\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u3001\u753b\u50cf\u306e\u307f\u3001\u30c6\u30ad\u30b9\u30c8\u3068\u753b\u50cf\u306e\u4e21\u65b9\u306e\u5165\u529b\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u30c6\u30b9\u30c8\u3057\u3001\u30a8\u30e9\u30fc\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3057\u307e\u3057\u305f\u3002\u7d50\u679c\u306f\u793a\u5506\u306b\u5bcc\u3080\u3082\u306e\u3067\u3057\u305f\u3002<\/p><p class=\"graf graf--p\">\u3042\u308b\u30e2\u30c0\u30ea\u30c6\u30a3\uff08\u305f\u3068\u3048\u3070\u30c6\u30ad\u30b9\u30c8\uff09\u306e\u307f\u3067\u306e\u5165\u529b\u3067\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u304c\u4f4e\u304b\u3063\u305f\u5834\u5408\u3001\u4e21\u65b9\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u304c\u5b58\u5728\u3059\u308b\u3068\u304d\u306b\u306f\u753b\u50cf\u3092\u512a\u5148\u3059\u308b\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\uff08\u9006\u3082\u7136\u308a\uff09\u3002\u3057\u304b\u3057\u3001\u8208\u5473\u6df1\u3044\u306e\u306f\u3053\u3053\u304b\u3089\u3067\u3059\u3002\u3042\u308b\u30e2\u30c0\u30ea\u30c6\u30a3\u306b\u7279\u6709\u306e\u30a8\u30e9\u30fc\u304c\u3001\u4e21\u65b9\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u304c\u5229\u7528\u53ef\u80fd\u306a\u5834\u5408\u3067\u3082\u6301\u7d9a\u3057\u307e\u3057\u305f\u3002\u3064\u307e\u308a\u3001\u3044\u308f\u3086\u308b\u300c\u76f2\u70b9\u30d0\u30a4\u30a2\u30b9\uff08blind spot bias\uff09\u300d\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u73fe\u308c\u307e\u3057\u305f\u3002<\/p><p class=\"graf graf--p\">\u305f\u3068\u3048\u3070\u3001\u30b0\u30e9\u30d5\u306e\u9023\u7d50\u6027\u30bf\u30b9\u30af\u3067\u306f\u3001\u753b\u50cf\u306e\u307f\u306e\u5165\u529b\u3067\u767a\u751f\u3057\u305f\u8aa4\u308a\u304c\u3001\u30c6\u30ad\u30b9\u30c8\u304c\u8ffd\u52a0\u3055\u308c\u305f\u5834\u5408\u3067\u3082\u305d\u306e\u307e\u307e\u6b8b\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u30c6\u30ad\u30b9\u30c8\u30e2\u30c0\u30ea\u30c6\u30a3\u304b\u3089\u5f97\u3089\u308c\u308b\u8a02\u6b63\u7684\u306a\u60c5\u5831\u3092\u3001\u5b9f\u8cea\u7684\u306b\u7121\u8996\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/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-1a1bc7c elementor-widget elementor-widget-image\" data-id=\"1a1bc7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"554\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/Mixed-Signals_-Post-img-1.png\" class=\"attachment-large size-large wp-image-16912\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/Mixed-Signals_-Post-img-1.png 974w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/Mixed-Signals_-Post-img-1-300x208.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/Mixed-Signals_-Post-img-1-768x532.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\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-e3b88ae e-flex e-con-boxed e-con e-parent\" data-id=\"e3b88ae\" 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-45e99d6 elementor-widget elementor-widget-spacer\" data-id=\"45e99d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00a472f elementor-widget elementor-widget-heading\" data-id=\"00a472f\" 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\">\u30e2\u30c7\u30eb\u306f\u6df7\u5408\u30b7\u30b0\u30ca\u30eb\u306e\u77db\u76fe\u3092\u691c\u51fa\u3067\u304d\u308b\u304b\uff1f<\/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-6dd42a6 e-flex e-con-boxed e-con e-parent\" data-id=\"6dd42a6\" 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-767303d elementor-widget elementor-widget-text-editor\" data-id=\"767303d\" 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 class=\"graf graf--p\">\u30d0\u30a4\u30a2\u30b9\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u7b2c\u4e00\u6b69\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u30e2\u30c7\u30eb\u306f\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u304c\u5b9f\u969b\u306b\u77db\u76fe\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u6c17\u3065\u3051\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u79c1\u305f\u3061\u306f\u3001\u4e0d\u4e00\u81f4\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306e3\u3064\u306e\u6226\u7565\u3092\u30c6\u30b9\u30c8\u3057\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-3e2a4a4 e-flex e-con-boxed e-con e-parent\" data-id=\"3e2a4a4\" 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-fc06695 elementor-widget elementor-widget-heading\" data-id=\"fc06695\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u6226\u75651\uff1a\u8a00\u8a9e\u5316\u306b\u3088\u308b\u7de9\u548c\uff08Verbalized Mitigation\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85d1f5c elementor-widget elementor-widget-text-editor\" data-id=\"85d1f5c\" 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 class=\"graf graf--p\">\u30e2\u30c7\u30eb\u306b\u30b7\u30f3\u30d7\u30eb\u306b\u3053\u306e\u3088\u3046\u306b\u5c0b\u306d\u307e\u3059\uff1a\u300c\u3053\u306e\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u9593\u306b\u77db\u76fe\u304c\u3042\u308a\u307e\u3059\u304b\uff1f\u300d<\/p><p class=\"graf graf--p\">\u7d50\u679c\uff1a\u5f37\u529b\u306a\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u306f\u9a5a\u304f\u307b\u3069\u52b9\u679c\u7684\u3067\u3057\u305f\u3002GPT-4o\u306f\u3001\u95a2\u6570\u306e\u51f8\u578b\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066<strong class=\"markup--strong markup--p-strong\">87.3%\u306e\u7cbe\u5ea6<\/strong>\u3067\u77db\u76fe\u3092\u691c\u51fa\u3002\u5c0f\u578b\u30e2\u30c7\u30eb\u3067\u306f\u52b9\u679c\u304c\u9650\u5b9a\u7684\u3067\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-282bb70 e-flex e-con-boxed e-con e-parent\" data-id=\"282bb70\" 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-16407fa elementor-widget elementor-widget-heading\" data-id=\"16407fa\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u6226\u75652\uff1aChain-of-Thought \u306b\u3088\u308b\u7de9\u548c\uff08CoT Mitigation\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4afd4a7 elementor-widget elementor-widget-text-editor\" data-id=\"4afd4a7\" 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 class=\"graf graf--p\">\u660e\u793a\u7684\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u901a\u3058\u3066\u30e2\u30c7\u30eb\u3092\u8a98\u5c0e\u3057\u307e\u3059\uff1a<\/p><ol class=\"postList\"><li class=\"graf graf--li\">\u753b\u50cf\u306e\u307f\u3092\u5206\u6790\u3059\u308b<\/li><li class=\"graf graf--li\">\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u3092\u5206\u6790\u3059\u308b<\/li><li class=\"graf graf--li\">\u6bd4\u8f03\u3057\u3066\u77db\u76fe\u3092\u7279\u5b9a\u3059\u308b<\/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-108fcb8 elementor-widget elementor-widget-text-editor\" data-id=\"108fcb8\" 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 class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u7d50\u679c<\/strong>\uff1a\u7279\u306bGPT-4o mini\u3067\u52b9\u679c\u7684\u3067\u3001\u8a00\u8a9e\u5316\u30d7\u30ed\u30f3\u30d7\u30c8\u3088\u308a\u3082\u5927\u304d\u306a\u6539\u5584\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3067\u306f\u4e00\u8cab\u6027\u306b\u6b20\u3051\u308b\u50be\u5411\u304c\u3042\u308a\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-bf9da73 e-flex e-con-boxed e-con e-parent\" data-id=\"bf9da73\" 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-c84aaa1 elementor-widget elementor-widget-heading\" data-id=\"c84aaa1\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u6226\u75653\uff1a\u5206\u89e3\u306b\u3088\u308b\u7de9\u548c\uff08Decomposed Mitigation\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-578837a elementor-widget elementor-widget-text-editor\" data-id=\"578837a\" 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 class=\"graf graf--p\">\u30e2\u30c7\u30eb\u30923\u56de\u306b\u5206\u3051\u3066\u5b9f\u884c\u3057\u307e\u3059\u30021\u56de\u306f\u753b\u50cf\u306e\u307f\u3092\u4f7f\u7528\u3057\u3066\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3057\u30012\u56de\u76ee\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u3092\u4f7f\u7528\u3057\u30013\u56de\u76ee\u306f\u305d\u306e\u51fa\u529b\u3092\u6bd4\u8f03\u30fb\u7d71\u5408\u3057\u307e\u3059\u3002<\/p>\n<p class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u7d50\u679c<\/strong>\uff1a\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5404\u30e2\u30c0\u30ea\u30c6\u30a3\u5358\u4f53\uff08\u8996\u899a\u3001\u30c6\u30ad\u30b9\u30c8\uff09\u3067\u3082\u9ad8\u3044\u6027\u80fd\u3092\u6301\u3063\u3066\u3044\u308b\u5834\u5408\u306b\u6700\u3082\u52b9\u679c\u7684\u3067\u3057\u305f\u3002GPT-4o\u306f\u3053\u306e\u65b9\u6cd5\u3067\u30b0\u30e9\u30d5\u306e\u9023\u7d50\u6027\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066<strong class=\"markup--strong markup--p-strong\">81.3%\u306e\u7cbe\u5ea6<\/strong>\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n<p class=\"graf graf--p\">\u91cd\u8981\u306a\u793a\u5506\u306f\u3001<strong class=\"markup--strong markup--p-strong\">\u3069\u306e\u7de9\u548c\u6226\u7565\u3082\u4e07\u80fd\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/strong>\u52b9\u679c\u306f\u3001\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3001\u30bf\u30b9\u30af\u306e\u7a2e\u985e\u3001\u305d\u3057\u3066\u5404\u30e2\u30c0\u30ea\u30c6\u30a3\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u6027\u80fd\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/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-8f66b4b elementor-widget elementor-widget-image\" data-id=\"8f66b4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"663\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/Mixed-Signals_-Post-img-2.png\" class=\"attachment-large size-large wp-image-16914\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/Mixed-Signals_-Post-img-2.png 815w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/Mixed-Signals_-Post-img-2-300x248.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/11\/Mixed-Signals_-Post-img-2-768x636.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\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-1632055 e-flex e-con-boxed e-con e-parent\" data-id=\"1632055\" 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-384fd98 elementor-widget elementor-widget-spacer\" data-id=\"384fd98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab56259 elementor-widget elementor-widget-heading\" data-id=\"ab56259\" 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\">\u5b9f\u4e16\u754c\u3067\u306e\u5fdc\u7528\u304c\u610f\u5473\u3059\u308b\u3082\u306e<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7837e68 elementor-widget elementor-widget-text-editor\" data-id=\"7837e68\" 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 class=\"graf graf--p\">\u3053\u308c\u3089\u306e\u767a\u898b\u306f\u3001\u5373\u6642\u7684\u304b\u3064\u5b9f\u7528\u7684\u306a\u610f\u5473\u3092\u6301\u3061\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-d5533af e-flex e-con-boxed e-con e-parent\" data-id=\"d5533af\" 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-d701a9a elementor-widget elementor-widget-heading\" data-id=\"d701a9a\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u30d8\u30eb\u30b9\u30b1\u30a2<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e101405 elementor-widget elementor-widget-text-editor\" data-id=\"e101405\" 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><span style=\"font-weight: 400;\">\u533b\u7642AI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30e2\u30c0\u30ea\u30c6\u30a3\u30d0\u30a4\u30a2\u30b9\u304c\u306a\u3044\u304b\u614e\u91cd\u306a\u8a55\u4fa1\u304c\u5fc5\u8981\u3067\u3059\u3002\u6587\u5b57\u306b\u3088\u308b\u5831\u544a\u306b\u904e\u5ea6\u306b\u4f9d\u5b58\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u753b\u50cf\u8a3a\u65ad\u306b\u304a\u3051\u308b\u8996\u899a\u7684\u624b\u304c\u304b\u308a\u3092\u898b\u9003\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u9006\u306b\u3001\u8996\u899a\u7684\u306b\u5fae\u5999\u306a\u6240\u898b\u3092\u4f34\u3046\u8907\u96d1\u306a\u75c7\u4f8b\u3067\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u8a73\u7d30\u306a\u30c6\u30ad\u30b9\u30c8\u8aac\u660e\u3092\u7121\u8996\u3059\u308b\u3068\u3001\u8aa4\u3063\u305f\u89e3\u91c8\u3092\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002  <\/span><\/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-1f5614e e-flex e-con-boxed e-con e-parent\" data-id=\"1f5614e\" 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-08e4073 elementor-widget elementor-widget-heading\" data-id=\"08e4073\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f66bce4 elementor-widget elementor-widget-text-editor\" data-id=\"f66bce4\" 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 class=\"graf graf--p\">RAG\u30b7\u30b9\u30c6\u30e0\u304c\u30de\u30eb\u30c1\u30e2\u30c0\u30ea\u30c6\u30a3\u306a\u6587\u66f8\u3092\u53d6\u5f97\u3059\u308b\u5834\u5408\u3001\u30af\u30a8\u30ea\u306e\u8907\u96d1\u3055\u306b\u5fdc\u3058\u3066\u4e88\u6e2c\u4e0d\u53ef\u80fd\u306a\u30d0\u30a4\u30a2\u30b9\u304c\u73fe\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u8005\u306f\u3001\u3053\u3046\u3057\u305f\u30d0\u30a4\u30a2\u30b9\u3092\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u6642\u306b\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\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-a2b4258 e-flex e-con-boxed e-con e-parent\" data-id=\"a2b4258\" 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-afdf201 elementor-widget elementor-widget-heading\" data-id=\"afdf201\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac573f0 elementor-widget elementor-widget-text-editor\" data-id=\"ac573f0\" 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 class=\"graf graf--p\">\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08VLM\uff09\u304c\u8907\u6570\u306e\u5c02\u9580\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u8abf\u6574\u3059\u308b\u969b\u306b\u306f\u3001\u30e2\u30c0\u30ea\u30c6\u30a3\u306e\u9078\u597d\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3001\u4fe1\u983c\u6027\u306e\u3042\u308b\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u9375\u3068\u306a\u308a\u307e\u3059\u3002\u7279\u306b\u3001\u7570\u306a\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u77db\u76fe\u3059\u308b\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u5834\u5408\u306b\u306f\u91cd\u8981\u3067\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-94eeefb e-flex e-con-boxed e-con e-parent\" data-id=\"94eeefb\" 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-354dde8 elementor-widget elementor-widget-heading\" data-id=\"354dde8\" 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<h3 class=\"elementor-heading-title elementor-size-default\">\u6559\u80b2\u30c6\u30af\u30ce\u30ed\u30b8\u30fc<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d85e3a8 elementor-widget elementor-widget-text-editor\" data-id=\"d85e3a8\" 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 class=\"graf graf--p\">\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08VLM\uff09\u3092\u4f7f\u7528\u3059\u308b\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u554f\u984c\u306e\u96e3\u6613\u5ea6\u306b\u95a2\u4fc2\u306a\u304f\u3001\u6559\u79d1\u66f8\u306e\u56f3\u8868\u3068\u305d\u308c\u306b\u4ed8\u968f\u3059\u308b\u8aac\u660e\u304c\u9069\u5207\u306b\u91cd\u307f\u4ed8\u3051\u3055\u308c\u308b\u3088\u3046\u306b\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\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-c53f3bf e-flex e-con-boxed e-con e-parent\" data-id=\"c53f3bf\" 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-36ee1df elementor-widget elementor-widget-heading\" data-id=\"36ee1df\" 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\">\u4f55\u304c\u8d77\u304d\u3066\u3044\u308b\u306e\u304b\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a80e1ae elementor-widget elementor-widget-text-editor\" data-id=\"a80e1ae\" 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 class=\"graf graf--p\">\u79c1\u305f\u3061\u306e\u7814\u7a76\u304c\u660e\u3089\u304b\u306b\u3057\u305f\u306e\u306f\u3001\u73fe\u5728\u306e\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08VLM\uff09\u306b\u95a2\u3059\u308b\u672c\u8cea\u7684\u306a\u4e8b\u5b9f\u3067\u3059\u3002\u305d\u308c\u306f\u3001<strong class=\"markup--strong 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class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-67a81ac elementor-widget elementor-widget-heading\" data-id=\"67a81ac\" 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\">\u6b21\u306e\u30b9\u30c6\u30c3\u30d7<\/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-acb490f e-flex e-con-boxed e-con e-parent\" data-id=\"acb490f\" 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-e5363c7 elementor-widget elementor-widget-text-editor\" data-id=\"e5363c7\" 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 class=\"graf graf--p\">\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u554f\u3044\u306f\u3001\u4f9d\u7136\u3068\u3057\u3066\u672a\u89e3\u6c7a\u306e\u307e\u307e\u3067\u3059\u3002<\/p><p class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u4e00\u822c\u5316\uff1a<\/strong>\u3053\u308c\u3089\u306e\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u6570\u5b66\u30fb\u79d1\u5b66\u30fb\u7a7a\u9593\u7684\u63a8\u8ad6\u4ee5\u5916\u306e\u30c9\u30e1\u30a4\u30f3\u306b\u3082\u5f53\u3066\u306f\u307e\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u79c1\u305f\u3061\u306f\u5f53\u3066\u306f\u307e\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u304c\u3001\u3055\u3089\u306a\u308b\u7814\u7a76\u304c\u5fc5\u8981\u3067\u3059\u3002 <\/p><p class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u5b66\u7fd2\u306e\u5f71\u97ff\uff1a<\/strong>\u3053\u306e\u30d0\u30a4\u30a2\u30b9\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u30e2\u30c0\u30ea\u30c6\u30a3\u306e\u5206\u5e03\u306b\u8d77\u56e0\u3059\u308b\u3082\u306e\u306a\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u63a8\u8ad6\u6642\u306b\u751f\u3058\u308b\u6319\u52d5\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u3053\u308c\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u3088\u308a\u9069\u5207\u306a\u5b66\u7fd2\u6226\u7565\u306e\u8a2d\u8a08\u306b\u5f79\u7acb\u3064\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 <\/p><p class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u4eba\u9593\u3068\u306e\u6574\u5408\u6027\uff1a<\/strong>\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08VLM\uff09\u306e\u30d0\u30a4\u30a2\u30b9\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u4eba\u9593\u306e\u5c02\u9580\u5bb6\u306e\u5224\u65ad\u3068\u4e00\u81f4\u3057\u3001\u3069\u306e\u3088\u3046\u306a\u5834\u5408\u306b\u4e56\u96e2\u3059\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u3053\u308c\u306f\u3001\u7279\u306b\u9ad8\u30ea\u30b9\u30af\u306a\u9818\u57df\u3067\u91cd\u8981\u306a\u554f\u3044\u3067\u3059\u3002 <\/p><p class=\"graf graf--p\"><strong class=\"markup--strong markup--p-strong\">\u52d5\u7684\u306a\u7de9\u548c\uff1a<\/strong>\u30bf\u30b9\u30af\u3084\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306b\u5fdc\u3058\u3066\u3001\u3069\u306e\u7de9\u548c\u6226\u7565\u3092\u9069\u7528\u3059\u3079\u304d\u304b\u3092\u81ea\u52d5\u7684\u306b\u5224\u65ad\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u306f\u69cb\u7bc9\u53ef\u80fd\u3067\u3057\u3087\u3046\u304b\uff1f<\/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-890539e e-flex e-con-boxed e-con e-parent\" data-id=\"890539e\" 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-c8619bd elementor-widget elementor-widget-heading\" data-id=\"c8619bd\" 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\">\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046<\/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-3f860e2 e-flex e-con-boxed e-con e-parent\" data-id=\"3f860e2\" 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-001cb7d elementor-widget elementor-widget-text-editor\" data-id=\"001cb7d\" 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>\u79c1\u305f\u3061\u306f\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u304a\u3088\u3073\u8a55\u4fa1\u7528\u30b3\u30fc\u30c9\u3092\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u3057\u3066\u516c\u958b\u3057\u307e\u3057\u305f\u3002\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08VLM\uff09\u3092\u6271\u3063\u3066\u3044\u308b\u65b9\u306f\u3001\u305c\u3072\u3054\u81ea\u8eab\u306e\u30e2\u30c7\u30eb\u306b\u30e2\u30c0\u30ea\u30c6\u30a3\u30d0\u30a4\u30a2\u30b9\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u8a3c\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p><p><strong>\u8ad6\u6587\uff1a<\/strong><a href=\"https:\/\/megagon.ai\/publications\/mxd-sigs-decoding-vlms-reasoning\/\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/arxiv.org\/abs\/2504.08974\">Mixed Signals: Decoding VLMs\u2019 Reasoning and Underlying Bias in Vision-Language Conflict<\/a><\/p><p><strong>\u30b3\u30fc\u30c9\u3068\u30d9\u30f3\u30c1\u30de\u30fc\u30af\uff1a<\/strong><a href=\"https:\/\/github.com\/megagonlabs\/Modality-Bias\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/github.com\/megagonlabs\/Modality-Bias\">github.com\/megagonlabs\/Modality-Bias<\/a><\/p><p>\u672c\u756a\u74b0\u5883\u3067\u306e\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08VLM\uff09\u306e\u4fe1\u983c\u6027\u306b\u3064\u3044\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u7d4c\u9a13\u3092\u304a\u6301\u3061\u3067\u3059\u304b\uff1f\u601d\u3044\u304c\u3051\u306a\u3044\u30e2\u30c0\u30ea\u30c6\u30a3\u30d0\u30a4\u30a2\u30b9\u306b\u76f4\u9762\u3057\u305f\u3053\u3068\u306f\u3042\u308a\u307e\u3059\u304b\uff1f\u3042\u306a\u305f\u306e\u30e2\u30c7\u30eb\u304c\u77db\u76fe\u3059\u308b\u60c5\u5831\u3092\u3069\u3046\u51e6\u7406\u3059\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u4fe1\u983c\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u306a\u308b\u304b\u3001\u5fc5\u8981\u306a\u3068\u304d\u306b\u5931\u6557\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u306a\u308b\u304b\u3092\u5206\u3051\u308b\u91cd\u8981\u306a\u9055\u3044\u306b\u306a\u308a\u307e\u3059\u3002<\/p><p>\u3053\u306e\u7814\u7a76\u306f<a href=\"https:\/\/megagon.ai\/\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/megagon.ai\/\">Megagon Labs<\/a>\u306e<a href=\"\/?p=5404\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/megagon.ai\/jp\/our-team\/pouya-pezeshkpour\/\">Pouya Pezeshkpour<\/a>, <a href=\"\/?p=5498\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/megagon.ai\/jp\/our-team\/moin-aminnaseri\/\">Moin Aminnaseri<\/a>, <a href=\"\/?p=5276\" target=\"_blank\" rel=\"noopener\" data-href=\"https:\/\/megagon.ai\/jp\/our-team\/estevam-hruschka\/\">Estevam Hruschka<\/a>\u306b\u3088\u3063\u3066\u884c\u308f\u308c\u3001<a href=\"https:\/\/2025.emnlp.org\/\">EMNLP 2025<\/a>\u306b\u3066\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p> \u300c\u6df7\u5408\u30b7\u30b0\u30ca\u30eb\uff08Mixed Signals\uff09\u300d\u306f\u3001\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08VLM\uff09\u306e\u96a0\u308c\u305f\u30d0\u30a4\u30a2\u30b9\u3092\u660e\u3089\u304b\u306b\u3057\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001RAG \u30b7\u30b9\u30c6\u30e0\u3001AI \u306e\u5b89\u5168\u6027\u306b\u5bfe\u3057\u3066\u91cd\u5927\u306a\u793a\u5506\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"author":4,"featured_media":16890,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[235],"tags":[332],"class_list":["post-16933","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-jp","tag-vlm-jp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ 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