{"id":12961,"date":"2025-02-05T22:25:11","date_gmt":"2025-02-05T22:25:11","guid":{"rendered":"https:\/\/megagon.ai\/%e3%83%a9%e3%83%b3%e3%82%ad%e3%83%b3%e3%82%b0%e3%81%ae%e5%86%8d%e8%80%83-llm%e3%82%92%e6%b4%bb%e7%94%a8%e3%81%97%e3%81%9f%e3%83%9e%e3%83%ab%e3%83%81%e6%9d%a1%e4%bb%b6%e3%83%a9%e3%83%b3%e3%82%ad\/"},"modified":"2025-10-02T19:42:50","modified_gmt":"2025-10-02T19:42:50","slug":"rethinking-ranking-jp","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/rethinking-ranking-jp\/","title":{"rendered":"\u30e9\u30f3\u30ad\u30f3\u30b0\u306e\u518d\u8003: LLM\u3092\u6d3b\u7528\u3057\u305f\u30de\u30eb\u30c1\u6761\u4ef6\u30e9\u30f3\u30ad\u30f3\u30b0\uff08MCR\uff09\u306e\u63d0\u6848"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"12961\" class=\"elementor elementor-12961 elementor-8824\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bc407d6 e-flex e-con-boxed e-con e-parent\" data-id=\"bc407d6\" 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-f9cb6b6 elementor-widget elementor-widget-text-editor\" data-id=\"f9cb6b6\" 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\u3089\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001<b>EXSIR\uff08EXtract, Sort, and Iteratively Rank\uff09<\/b>\u3068\u3044\u3046\u65b0\u3057\u3044\u63a8\u8ad6\u624b\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u624b\u6cd5\u306f\u3001\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u52d5\u4f5c\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-63fa6ca e-flex e-con-boxed e-con e-parent\" data-id=\"63fa6ca\" 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-ae1e712 elementor-widget elementor-widget-text-editor\" data-id=\"ae1e712\" 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<div class=\"elementor-element elementor-element-c5cdc2e elementor-widget elementor-widget-text-editor is-mac\" data-id=\"c5cdc2e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u79c1\u305f\u3061\u306e\u65e5\u5e38\u7684\u306a\u30c7\u30b8\u30bf\u30eb\u4f53\u9a13\u306b\u304a\u3044\u3066\u4e0d\u53ef\u6b20\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002Google\u306e\u3088\u3046\u306a\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u3092\u63d0\u793a\u3059\u308b\u305f\u3081\u306b\u30e9\u30f3\u30ad\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002E\u30b3\u30de\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u95a2\u9023\u6027\u3001\u4eba\u6c17\u5ea6\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u597d\u307f\u306b\u57fa\u3065\u3044\u3066\u5546\u54c1\u3092\u4e26\u3079\u66ff\u3048\u308b\u305f\u3081\u306b\u30e9\u30f3\u30ad\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d5\u30a3\u30fc\u30c9\u5185\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u30e9\u30f3\u30ad\u30f3\u30b0\u3057\u3001\u3088\u308a\u95a2\u5fc3\u3092\u5f15\u304d\u3084\u3059\u3044\u3001\u307e\u305f\u306f\u95a2\u9023\u6027\u306e\u9ad8\u3044\u6295\u7a3f\u3092\u512a\u5148\u7684\u306b\u8868\u793a\u3059\u308b\u305f\u3081\u306b\u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p><p>\u5f93\u6765\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u4e3b\u306b<b>Pointwise<\/b>\uff08\u30dd\u30a4\u30f3\u30c8\u30ef\u30a4\u30ba\uff09\u3001<b>Pairwise<\/b>\uff08\u30da\u30a2\u30ef\u30a4\u30ba\uff09\u3001<b>Listwise<\/b>\uff08\u30ea\u30b9\u30c8\u30ef\u30a4\u30ba\uff09\u306e3\u3064\u306e\u624b\u6cd5\u306e\u3044\u305a\u308c\u304b\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002<\/p><p><b>Pointwise\u30a2\u30d7\u30ed\u30fc\u30c1<\/b>\u3067\u306f\u3001\u5404\u30a2\u30a4\u30c6\u30e0\u306b\u500b\u5225\u306b\u30b9\u30b3\u30a2\u3092\u5272\u308a\u5f53\u3066\u3001\u6700\u7d42\u7684\u306a\u9806\u4f4d\u3092\u30b9\u30b3\u30a2\u306b\u57fa\u3065\u3044\u3066\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001<b>Pairwise\u30e9\u30f3\u30ad\u30f3\u30b0<\/b>\u3067\u306f\u3001\u30a2\u30a4\u30c6\u30e0\u30922\u3064\u305a\u3064\u6bd4\u8f03\u3057\u3001\u76f8\u5bfe\u7684\u306a\u91cd\u8981\u5ea6\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u3067\u3001\u9806\u4f4d\u306e\u8aa4\u308a\u3092\u6700\u5c0f\u5316\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u5bfe\u3057\u3001<b>Listwise\u30a2\u30d7\u30ed\u30fc\u30c1<\/b>\u306f\u3001\u30a2\u30a4\u30c6\u30e0\u5168\u4f53\u306e\u96c6\u5408\u3092\u4e00\u62ec\u3067\u8003\u616e\u3057\u3001\u6700\u9069\u306a\u4e26\u3073\u9806\u3092\u6c7a\u5b9a\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p><p>\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u591a\u304f\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u52b9\u679c\u3092\u767a\u63ee\u3057\u3066\u304d\u307e\u3057\u305f\u304c\u3001\u901a\u5e38\u306f\u5358\u4e00\u306e\u6761\u4ef6\u307e\u305f\u306f\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u57fa\u6e96\u306b\u57fa\u3065\u3044\u3066\u30a2\u30a4\u30c6\u30e0\u3092\u4e26\u3079\u66ff\u3048\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u9867\u5ba2\u8a55\u4fa1\u306b\u3088\u308b\u5546\u54c1\u30e9\u30f3\u30ad\u30f3\u30b0\u3084\u691c\u7d22\u8a9e\u3068\u306e\u95a2\u9023\u6027\u306b\u57fa\u3065\u304f\u6587\u66f8\u30e9\u30f3\u30ad\u30f3\u30b0\u306a\u3069\u304c\u5178\u578b\u7684\u306a\u4f8b\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u73fe\u5b9f\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u8ab2\u984c\u306f\u3053\u308c\u307b\u3069\u5358\u7d14\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p><p>\u591a\u304f\u306e\u5834\u5408\u3001\u8907\u6570\u306e\u3001\u6642\u306b\u306f\u76f8\u53cd\u3059\u308b\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30a2\u30a4\u30c6\u30e0\u3092\u30e9\u30f3\u30af\u4ed8\u3051\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u5168\u4f53\u7684\u306a\u30bd\u30fc\u30c8\u30ed\u30b8\u30c3\u30af\u304c\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001E\u30b3\u30de\u30fc\u30b9\u30b5\u30a4\u30c8\u3067\u306f\u3001\u9867\u5ba2\u30ec\u30d3\u30e5\u30fc\u3001\u914d\u9001\u6642\u9593\u3001\u8ca9\u58f2\u8005\u306e\u4fe1\u983c\u6027\u306a\u3069\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u55dc\u597d\u306b\u3088\u3063\u3066\u91cd\u8981\u5ea6\u304c\u7570\u306a\u308b\u8981\u7d20\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u540c\u69d8\u306b\u3001\u6c42\u4eba\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u7d4c\u9a13\u5e74\u6570\u3001\u7279\u5b9a\u306e\u30b9\u30ad\u30eb\u3001\u4f01\u696d\u6587\u5316\u3078\u306e\u9069\u5408\u6027\u306a\u3069\u306e\u6761\u4ef6\u3092\u30d0\u30e9\u30f3\u30b9\u3088\u304f\u8003\u616e\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u304c\u3001\u3053\u308c\u3089\u306e\u512a\u5148\u5ea6\u306f\u72b6\u6cc1\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u3001\u6642\u306b\u306f\u4e92\u3044\u306b\u77db\u76fe\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u512a\u5148\u9806\u4f4d\u304c\u660e\u78ba\u3067\u306a\u3044\u5834\u5408\u3084\u3001\u30e9\u30f3\u30ad\u30f3\u30b0\u306e\u57fa\u6e96\u304c\u4e3b\u89b3\u7684\u3067\u3042\u308b\u5834\u5408\u3001\u5358\u7d14\u306a\u7dda\u5f62\u30e2\u30c7\u30eb\u3067\u306f\u6700\u9069\u306a\u89e3\u3092\u5f97\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6700\u9069\u5316\u624b\u6cd5\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p><p>\u3053\u3053\u3067<b>\u30de\u30eb\u30c1\u6761\u4ef6\u30e9\u30f3\u30ad\u30f3\u30b0<\/b>\uff08Multi-Conditional Ranking, MCR\uff09\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002MCR\u306f\u3001\u5358\u4e00\u306e\u5305\u62ec\u7684\u306a\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u6c7a\u5b9a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u306e\u512a\u5148\u9806\u4f4d\u306e\u3042\u308b\u6761\u4ef6\u3092\u8003\u616e\u3057\u3001\u305d\u308c\u3089\u304c\u6642\u306b\u306f\u76f8\u53cd\u3059\u308b\u72b6\u6cc1\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p><p>\u79c1\u305f\u3061\u306e\u6700\u65b0\u306e\u7814\u7a76\u3067\u306f\u3001<b>MCRank<\/b>\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u5c0e\u5165\u3057\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u3053\u308c\u3089\u306e\u30de\u30eb\u30c1\u6761\u4ef6\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u8ab2\u984c\u3092\u3069\u306e\u7a0b\u5ea6\u9069\u5207\u306b\u51e6\u7406\u3067\u304d\u308b\u304b\u3092\u8a55\u4fa1\u3057\u307e\u3057\u305f\u3002MCRank\u3092\u7528\u3044\u305f\u5b9f\u9a13\u306e\u7d50\u679c\u3001\u65e2\u5b58\u306eLLM\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u3044\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001\u79c1\u305f\u3061\u306f<b>EXSIR<\/b>\u3068\u3044\u3046\u65b0\u3057\u3044\u63a8\u8ad6\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002EXSIR\u306f\u3001\u554f\u984c\u3092\u6271\u3044\u3084\u3059\u3044\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u3067\u3001LLM\u304cMCR\u30bf\u30b9\u30af\u306e\u8907\u96d1\u306a\u8981\u4ef6\u306b\u3088\u308a\u9069\u5207\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p><\/div><\/div><div class=\"elementor-element elementor-element-2627792 elementor-widget elementor-widget-heading is-mac\" data-id=\"2627792\" data-element_type=\"widget\" data-widget_type=\"heading.default\"><div class=\"elementor-widget-container\">\u00a0<\/div><\/div>\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-78ca3ab e-flex e-con-boxed e-con e-parent\" data-id=\"78ca3ab\" 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-1ddfc75 elementor-widget elementor-widget-heading\" data-id=\"1ddfc75\" 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\u6761\u4ef6\u30e9\u30f3\u30ad\u30f3\u30b0\uff08MCR\uff09\u3068\u306f\uff1f<\/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-21518f0 e-flex e-con-boxed e-con e-parent\" data-id=\"21518f0\" 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-8626b62 elementor-widget elementor-widget-text-editor\" data-id=\"8626b62\" 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<div class=\"elementor-element elementor-element-2627792 elementor-widget elementor-widget-heading is-mac\" data-id=\"2627792\" data-element_type=\"widget\" data-widget_type=\"heading.default\"><div class=\"elementor-widget-container\"><p class=\"elementor-heading-title elementor-size-default\"><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'; font-size: 16px;\">\u30de\u30eb\u30c1\u6761\u4ef6\u30e9\u30f3\u30ad\u30f3\u30b0\uff08MCR\uff09\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u6559\u5e2b\u304c\u65e2\u5b58\u306e\u554f\u984c\u30ea\u30b9\u30c8\u304b\u3089\u3044\u304f\u3064\u304b\u306e\u554f\u984c\u3092\u9078\u3076\u72b6\u6cc1\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u6559\u5e2b\u306f\u3001\u5404\u554f\u984c\u3092\u5b9f\u969b\u306b\u8aad\u3093\u3060\u308a\u89e3\u3044\u305f\u308a\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u6b21\u306e\u3088\u3046\u306a\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u6c7a\u5b9a\u3057\u305f\u3044\u3068\u3057\u307e\u3059\u3002<\/span><\/p><\/div><\/div><div class=\"elementor-element elementor-element-e91bae3 elementor-widget elementor-widget-text-editor is-mac\" data-id=\"e91bae3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><ol><li aria-level=\"1\">\u554f\u984c\u306e\u30c8\u30d4\u30c3\u30af\uff08\u4f8b: \u6570\u5b66\u306e\u512a\u5148\u5ea6\u304c\u79d1\u5b66\u3088\u308a\u3082\u9ad8\u3044\uff09<\/li><li aria-level=\"1\">\u96e3\u6613\u5ea6\uff08\u4f8b: \u7c21\u5358\u306a\u554f\u984c\u306e\u307f\u3092\u8003\u616e\u3059\u308b\uff09<\/li><li aria-level=\"1\">\u7279\u5b9a\u306e\u7279\u5fb4\uff08\u4f8b: \u9078\u629e\u5f0f\u306e\u554f\u984c\u3092\u512a\u5148\u3059\u308b\uff09<\/li><\/ol><p>\u5f93\u6765\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u624b\u6cd5\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u8907\u96d1\u306a\u6761\u4ef6\u3092\u6271\u3046\u306e\u304c\u82e6\u624b\u3067\u3059\u3002\u5358\u4e00\u306e\u30af\u30a8\u30ea\u306b\u57fa\u3065\u304f\u30e9\u30f3\u30ad\u30f3\u30b0\u306b\u306f\u512a\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u8907\u6570\u306e\u3001\u6642\u306b\u306f\u76f8\u53cd\u3059\u308b\u30eb\u30fc\u30eb\u304c\u9069\u7528\u3055\u308c\u308b\u72b6\u6cc1\u3067\u306f\u5341\u5206\u306b\u6a5f\u80fd\u3057\u307e\u305b\u3093\u3002MCR\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3092\u6349\u3048\u308b\u305f\u3081\u306e\u624b\u6cd5\u3067\u3042\u308a\u3001\u5c11\u6570\u306e\u30a2\u30a4\u30c6\u30e0\u3092\u3001\u8907\u6570\u306e\u91cd\u307f\u4ed8\u3051\u3055\u308c\u305f\u3001\u76f8\u4e92\u306b\u5f71\u97ff\u3057\u5408\u3046\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u9806\u4f4d\u4ed8\u3051\u3059\u308b\u30bf\u30b9\u30af\u3092\u6271\u3044\u307e\u3059\u3002<\/p><p>\u79c1\u305f\u3061\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308bMCRank\u306f\u3001LLM\u304c\u3053\u306e\u30bf\u30b9\u30af\u3092\u3069\u306e\u7a0b\u5ea6\u9069\u5207\u306b\u51e6\u7406\u3067\u304d\u308b\u304b\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002MCRank\u306b\u306f\u3001\u7570\u306a\u308b\u30ec\u30d9\u30eb\u306e\u8907\u96d1\u3055\u3092\u6301\u3064\u30b7\u30ca\u30ea\u30aa\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u6761\u4ef6\u306e\u6570\u304c1\u3064\u304b\u30893\u3064\u307e\u3067\u3001\u30a2\u30a4\u30c6\u30e0\u306e\u6570\u304c3\u30015\u30017\u500b\u3001\u30a2\u30a4\u30c6\u30e0\u306e\u30b5\u30a4\u30ba\u304c\u6570\u30c8\u30fc\u30af\u30f3\u304b\u3089\u6bb5\u843d\u30ec\u30d9\u30eb\u307e\u3067\u3068\u3001\u3055\u307e\u3056\u307e\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u6301\u3064\u30bf\u30b9\u30af\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u3001\u3053\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u4ee5\u4e0b\u306e5\u3064\u306e\u6761\u4ef6\u3092\u7db2\u7f85\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3057\u307e\u3057\u305f\u3002<\/p><ul><li aria-level=\"1\">\u4f4d\u7f6e\uff08Positional\uff09: \u7279\u5b9a\u306e\u4f4d\u7f6e\u306b\u30a2\u30a4\u30c6\u30e0\u3092\u914d\u7f6e\u3059\u308b\u3002<\/li><li aria-level=\"1\">\u5834\u6240\uff08Locational\uff09: \u5730\u7406\u7684\u306a\u5c5e\u6027\u306b\u57fa\u3065\u3044\u3066\u30a2\u30a4\u30c6\u30e0\u3092\u4e26\u3079\u66ff\u3048\u308b\u3002<\/li><li aria-level=\"1\">\u6642\u9593\uff08Temporal\uff09: \u65e5\u4ed8\u3084\u6642\u9593\u306b\u95a2\u9023\u3059\u308b\u7279\u5fb4\u3067\u30bd\u30fc\u30c8\u3059\u308b\u3002<\/li><li aria-level=\"1\">\u7279\u6027\uff08Trait-Based\uff09: \u30b5\u30a4\u30ba\u3084\u8272\u306a\u3069\u3001\u7279\u5b9a\u306e\u7279\u5fb4\u306b\u57fa\u3065\u3044\u3066\u30a2\u30a4\u30c6\u30e0\u3092\u914d\u7f6e\u3059\u308b\u3002<\/li><li aria-level=\"1\">\u7406\u7531\uff08Reason-Based\uff09: \u8ad6\u7406\u7684\u307e\u305f\u306f\u6570\u5b66\u7684\u306a\u63a8\u8ad6\u3092\u5fc5\u8981\u3068\u3059\u308b\u4e26\u3079\u66ff\u3048\u3092\u884c\u3046\u3002<\/li><\/ul><\/div><\/div>\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-e1bb51c e-flex e-con-boxed e-con e-parent\" data-id=\"e1bb51c\" 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-4d244a9 eael-table-align-center eael-dt-th-align-left elementor-widget elementor-widget-eael-data-table\" data-id=\"4d244a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"eael-data-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"eael-data-table-wrap\" data-table_id=\"4d244a9\" id=\"eael-data-table-wrapper-4d244a9\" data-custom_responsive=\"false\">\n\t\t\t<table class=\"tablesorter eael-data-table center\" id=\"eael-data-table-4d244a9\">\n\t\t\t    <thead>\n\t\t\t        <tr class=\"table-header\">\n\t\t\t\t\t\t\t\t\t            <th class=\"\" id=\"\" colspan=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"data-table-header-text\">\u6761\u4ef6\u30bf\u30a4\u30d7<\/span><\/th>\n\t\t\t        \t\t\t\t            <th class=\"\" id=\"\" colspan=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"data-table-header-text\">\u4f8b<\/span><\/th>\n\t\t\t        \t\t\t\t        <\/tr>\n\t\t\t    <\/thead>\n\t\t\t  \t<tbody>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u4f4d\u7f6e\uff08Positional\uff09\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u30a2\u30a4\u30c6\u30e0\u300c[one of the items]\u300d\u306f\u3001\u5de6\u7aef\u306b\u914d\u7f6e\u3055\u308c\u308b\u3079\u304d\u3067\u3059\u3002\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u5834\u6240\uff08Locational\uff09\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u30a2\u30d5\u30ea\u30ab\u306b\u3042\u308b\u30a2\u30a4\u30c6\u30e0\u306f\u6700\u521d\u306b\u914d\u7f6e\u3055\u308c\u308b\u3079\u304d\u3067\u3059\u3002\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u6642\u9593\uff08Temporal\uff09\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u30a2\u30a4\u30c6\u30e0\u3092\u7de0\u5207\u9806\u306b\u3001\u6700\u3082\u65e9\u3044\u3082\u306e\u304b\u3089\u6700\u3082\u9045\u3044\u3082\u306e\u3078\u4e26\u3079\u66ff\u3048\u307e\u3059\u3002\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u7279\u6027\uff08Trait-Based\uff09\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u30a2\u30a4\u30c6\u30e0\u3092\u30b5\u30a4\u30ba\u9806\u306b\u3001\u6700\u3082\u5c0f\u3055\u3044\u3082\u306e\u304b\u3089\u6700\u3082\u5927\u304d\u3044\u3082\u306e\u3078\u4e26\u3079\u66ff\u3048\u307e\u3059\u3002\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u7406\u7531\uff08Reason-Based\uff09\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\u30bf\u30c3\u30c1\u30c0\u30a6\u30f3\u306e\u30e4\u30fc\u30c9\u6570\u304c\u6700\u3082\u5927\u304d\u3044\u30a2\u30a4\u30c6\u30e0\u306f\u3001\u6700\u521d\u306b\u914d\u7f6e\u3055\u308c\u308b\u3079\u304d\u3067\u3059\u3002\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t    <\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\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-5d09b49 e-flex e-con-boxed e-con e-parent\" data-id=\"5d09b49\" 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-cba6947 elementor-widget elementor-widget-heading\" data-id=\"cba6947\" 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\">MCR\u306e\u5b9f\u4e16\u754c\u3067\u306e\u5fdc\u7528<\/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-175c542 e-flex e-con-boxed e-con e-parent\" data-id=\"175c542\" 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-026bf16 elementor-widget elementor-widget-text-editor\" data-id=\"026bf16\" 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<div class=\"elementor-element elementor-element-0236709 elementor-widget elementor-widget-text-editor is-mac\" data-id=\"0236709\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u30de\u30eb\u30c1\u6761\u4ef6\u30e9\u30f3\u30ad\u30f3\u30b0\uff08MCR\uff09\u306f\u3001\u5358\u306a\u308b\u5b66\u8853\u7684\u306a\u6982\u5ff5\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p><ul><li aria-level=\"1\"><b>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0<\/b>\u3067\u306f\u3001\u5546\u54c1\u3092\u30ec\u30d3\u30e5\u30fc\u8a55\u4fa1\u3060\u3051\u3067\u306a\u304f\u3001\u914d\u9001\u6642\u9593\u3084\u30e6\u30fc\u30b6\u30fc\u306e\u500b\u5225\u306e\u597d\u307f\u306b\u57fa\u3065\u3044\u3066\u4e26\u3079\u66ff\u3048\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u6620\u753b\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u3059\u3079\u3066\u306e\u6620\u753b\u306e\u3042\u3089\u3059\u3058\u3092\u8aad\u3080\u3053\u3068\u306a\u304f\u3001\u81ea\u5206\u306b\u5408\u3063\u305f\u4f5c\u54c1\u3092\u898b\u3064\u3051\u305f\u3044\u3068\u8003\u3048\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001(1) \u77ed\u3044\u6620\u753b\u3092\u512a\u5148\uff08\u4f4e\u512a\u5148\u5ea6\uff09\u3001(2) IMDb\u30b9\u30b3\u30a2\u306e\u9ad8\u3044\u6620\u753b\u3092\u512a\u5148\uff08\u4e2d\u512a\u5148\u5ea6\uff09\u3001(3) \u3059\u3067\u306b\u8996\u8074\u6e08\u307f\u306e\u6700\u9ad8\u8a55\u4fa1\u306e\u6620\u753b\u3092\u6700\u5f8c\u306b\u914d\u7f6e\uff08\u9ad8\u512a\u5148\u5ea6\uff09\u3059\u308b\u3001\u3068\u3044\u3063\u305f\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li><li aria-level=\"1\"><b>\u4eba\u6750\u63a1\u7528\uff08HR\uff09<\/b>\u3067\u306f\u3001\u6c42\u8077\u8005\u3092\u7d4c\u9a13\u3001\u5b66\u6b74\u3001\u8077\u52d9\u8981\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30ea\u30af\u30eb\u30fc\u30bf\u30fc\u304c\u6700\u7d42\u9078\u8003\u306b\u6b8b\u3063\u305f\u5019\u88dc\u8005\u3092\u9806\u4f4d\u4ed8\u3051\u3057\u3001\u6700\u9069\u306a\u4eba\u6750\u3092\u7d20\u65e9\u304f\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u6642\u9593\u3068\u52b4\u529b\u3092\u7bc0\u7d04\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u969b\u3001(1) \u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u5b66\u4f1a\u3067\u306e\u8ad6\u6587\u767a\u8868\u306f\u30d7\u30e9\u30b9\u8981\u7d20\uff08\u4f4e\u512a\u5148\u5ea6\uff09\u3001(2) NLP\u306e\u7d4c\u9a13\u304c\u8c4a\u5bcc\u306a\u5019\u88dc\u8005\u3092\u512a\u5148\uff08\u4e2d\u512a\u5148\u5ea6\uff09\u3001(3) \u6700\u3082\u30aa\u30fc\u30d0\u30fc\u30b9\u30da\u30c3\u30af\u306a\u5019\u88dc\u8005\u3092\u6700\u5f8c\u306b\u914d\u7f6e\uff08\u9ad8\u512a\u5148\u5ea6\uff09\u3059\u308b\u3053\u3068\u3067\u3001\u4ed6\u306e\u5019\u88dc\u8005\u3092\u5148\u306b\u8a55\u4fa1\u3057\u3084\u3059\u304f\u3059\u308b\u3001\u3068\u3044\u3063\u305f\u8abf\u6574\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/li><li aria-level=\"1\"><b>\u6559\u80b2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/b>\u3067\u306f\u3001\u5b66\u7fd2\u6559\u6750\u3092\u96e3\u6613\u5ea6\u3001\u30c8\u30d4\u30c3\u30af\u306e\u95a2\u9023\u6027\u3001\u4f7f\u7528\u512a\u5148\u5ea6\u306b\u57fa\u3065\u3044\u3066\u30e9\u30f3\u30ad\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/li><\/ul><\/div><\/div><div class=\"elementor-element elementor-element-7aae46e elementor-widget elementor-widget-text-editor is-mac\" data-id=\"7aae46e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u591a\u69d8\u3067\u6642\u306b\u306f\u76f8\u53cd\u3059\u308b\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30a2\u30a4\u30c6\u30e0\u3092\u30e9\u30f3\u30af\u4ed8\u3051\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u65e2\u5b58\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u624b\u6cd5\u3084\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u5341\u5206\u306b\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p><\/div><\/div>\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-ff7e2f9 e-flex e-con-boxed e-con e-parent\" data-id=\"ff7e2f9\" 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-f1b1e2e elementor-widget elementor-widget-heading\" data-id=\"f1b1e2e\" 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\u304cMCR\u306b\u82e6\u6226\u3059\u308b\u7406\u7531<\/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-5927da0 e-flex e-con-boxed e-con e-parent\" data-id=\"5927da0\" 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-7af05f3 elementor-widget elementor-widget-text-editor\" data-id=\"7af05f3\" 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\u306e\u5b9f\u9a13\u3067\u306f\u3001OpenAI o1-mini\u306e\u3088\u3046\u306a\u6700\u5148\u7aef\u306eLLM\u3067\u3042\u3063\u3066\u3082\u3001\u6761\u4ef6\u3084\u30a2\u30a4\u30c6\u30e0\u306e\u6570\u304c\u5897\u52a0\u3059\u308b\u3068\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5927\u5e45\u306b\u4f4e\u4e0b\u3059\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002\u7279\u306b\u30013\u3064\u306e\u6761\u4ef6\u3092\u8003\u616e\u3057\u306a\u304c\u3089\u591a\u304f\u306e\u30a2\u30a4\u30c6\u30e0\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u3001\u7cbe\u5ea6\u304c\u6025\u6fc0\u306b\u4f4e\u4e0b\u3057\u307e\u3059\u3002<\/p><p>\u6700\u5927\u306e\u8ab2\u984c\u306f\u3001<b>LLM\u304c\u6761\u4ef6\u3092\u9069\u5207\u306b\u512a\u5148\u9806\u4f4d\u4ed8\u3051\u3057\u3001\u9806\u5e8f\u306b\u5f93\u3063\u3066\u9069\u7528\u3059\u308b\u3053\u3068\u304c\u82e6\u624b\u3067\u3042\u308b\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<\/b>\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u3001\u672a\u6574\u7406\u3067\u8907\u96d1\u306a\u6761\u4ef6\u3092\u4e00\u5ea6\u306b\u51e6\u7406\u3057\u306a\u304c\u3089\u30a2\u30a4\u30c6\u30e0\u3092\u4e26\u3079\u66ff\u3048\u308b\u3088\u3046\u6c42\u3081\u308b\u3068\u3001\u7d50\u679c\u304c\u6df7\u4e71\u3057\u3084\u3059\u304f\u306a\u308b\u3053\u3068\u304c\u5206\u304b\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-8b2a14a e-flex e-con-boxed e-con e-parent\" data-id=\"8b2a14a\" 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-48abfde elementor-widget elementor-widget-heading\" data-id=\"48abfde\" 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\">EXSIR: LLM\u306b\u3088\u308b\u30e9\u30f3\u30ad\u30f3\u30b0\u306e\u65b0\u305f\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\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-1631214 e-flex e-con-boxed e-con e-parent\" data-id=\"1631214\" 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-18429d4 elementor-widget elementor-widget-text-editor\" data-id=\"18429d4\" 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<div class=\"elementor-element elementor-element-815838a elementor-widget elementor-widget-text-editor is-mac\" data-id=\"815838a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001<b>EXSIR\uff08EXtract, Sort, and Iteratively Rank\uff09<\/b>\u3068\u3044\u3046\u65b0\u3057\u3044\u63a8\u8ad6\u624b\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u624b\u6cd5\u306f\u3001\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p><ol><li aria-level=\"1\"><b>\u62bd\u51fa\uff08Extract\uff09<\/b>: \u30e2\u30c7\u30eb\u304c\u6307\u793a\u304b\u3089\u5404\u6761\u4ef6\u3092\u8b58\u5225\u3057\u3001\u62bd\u51fa\u3059\u308b\u3002<\/li><li aria-level=\"1\"><b>\u512a\u5148\u9806\u4f4d\u4ed8\u3051\uff08Sort\uff09<\/b>: \u62bd\u51fa\u3055\u308c\u305f\u6761\u4ef6\u3092\u91cd\u8981\u5ea6\u306b\u57fa\u3065\u3044\u3066\u4e26\u3079\u66ff\u3048\u308b\u3002<\/li><li aria-level=\"1\"><b>\u6bb5\u968e\u7684\u30e9\u30f3\u30ad\u30f3\u30b0\uff08Iteratively Rank\uff09<\/b>: \u4e26\u3079\u66ff\u3048\u305f\u6761\u4ef6\u30921\u3064\u305a\u3064\u9069\u7528\u3057\u3001\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u6bb5\u968e\u7684\u306b\u8abf\u6574\u3059\u308b\u3002<\/li><\/ol><\/div><\/div><div class=\"elementor-element elementor-element-02a3624 elementor-widget elementor-widget-text-editor is-mac\" data-id=\"02a3624\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u30e9\u30f3\u30ad\u30f3\u30b0\u306e\u554f\u984c\u3092\u3088\u308a\u5c0f\u3055\u304f\u7ba1\u7406\u3057\u3084\u3059\u3044\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u3067\u3001LLM\u304c\u8907\u96d1\u306a\u30b7\u30ca\u30ea\u30aa\u3092\u3088\u308a\u9069\u5207\u306b\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p><\/div><\/div><div class=\"elementor-element elementor-element-7067723 elementor-widget elementor-widget-image is-mac\" data-id=\"7067723\" data-element_type=\"widget\" data-widget_type=\"image.default\">\u00a0<\/div>\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-8d39d33 e-flex e-con-boxed e-con e-parent\" data-id=\"8d39d33\" 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-abee700 elementor-widget elementor-widget-image\" data-id=\"abee700\" 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=\"647\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Ranking1-1024x828.png\" class=\"attachment-large size-large wp-image-12962\" alt=\"Decomposition and Ranking\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Ranking1-1024x828.png 1024w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Ranking1-300x242.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Ranking1-768x621.png 768w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Ranking1-1536x1241.png 1536w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/Ranking1.png 1600w\" 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-ddc176a e-flex e-con-boxed e-con e-parent\" data-id=\"ddc176a\" 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-8fe835d elementor-widget elementor-widget-text-editor\" data-id=\"8fe835d\" 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\u306e\u5b9f\u9a13\u3067\u306f\u3001EXSIR\u306b\u3088\u3063\u3066\u30e9\u30f3\u30ad\u30f3\u30b0\u7cbe\u5ea6\u304c\u6700\u592714.4\uff05\u30dd\u30a4\u30f3\u30c8\u5411\u4e0a\u3057\u3001Chain-of-Thought\uff08CoT\uff09\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u306e\u4ed6\u306e\u63a8\u8ad6\u624b\u6cd5\u3092\u4e0a\u56de\u308b\u3053\u3068\u304c\u78ba\u8a8d\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-230f6a4 e-flex e-con-boxed e-con e-parent\" data-id=\"230f6a4\" 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-16cd246 elementor-widget elementor-widget-heading\" data-id=\"16cd246\" 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\">EXSIR\u306f\u4ed6\u306e\u624b\u6cd5\u3068\u3069\u3046\u6bd4\u8f03\u3055\u308c\u308b\u306e\u304b\uff1f\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-6f8e59f e-flex e-con-boxed e-con e-parent\" data-id=\"6f8e59f\" 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-f7fd207 elementor-widget elementor-widget-text-editor\" data-id=\"f7fd207\" 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<div class=\"elementor-element elementor-element-6561f89 elementor-widget elementor-widget-text-editor is-mac\" data-id=\"6561f89\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u79c1\u305f\u3061\u306f\u3001EXSIR\u3092<b>Zero-Shot CoT\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0<\/b>\u3084\u3001<b>RankGPT<\/b>\u3001<b>SFR<\/b>\u306a\u3069\u306e\u5f93\u6765\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002\u7d50\u679c\u306f\u660e\u78ba\u3067\u3057\u305f\u3002<\/p><ul><li aria-level=\"1\">EXSIR\u306f\u4e00\u8cab\u3057\u3066\u65e2\u5b58\u306e\u624b\u6cd5\u3092\u4e0a\u56de\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/li><li aria-level=\"1\">\u5358\u4e00\u306e\u30af\u30a8\u30ea\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u5f93\u6765\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001MCR\u306e\u8907\u96d1\u6027\u3092\u9069\u5207\u306b\u51e6\u7406\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/li><\/ul><\/div><\/div><div class=\"elementor-element elementor-element-6e2d99d elementor-widget elementor-widget-text-editor is-mac\" data-id=\"6e2d99d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u3053\u306e\u7d50\u679c\u306f\u3001<b>MCR\u30bf\u30b9\u30af\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u69cb\u9020\u5316\u3055\u308c\u305f\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u63a8\u8ad6\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002<\/b><\/p><\/div><\/div>\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-94acf5d e-flex e-con-boxed e-con e-parent\" data-id=\"94acf5d\" 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-85aed93 elementor-widget elementor-widget-image\" data-id=\"85aed93\" 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=\"320\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/rankingGraph.png\" class=\"attachment-large size-large wp-image-13655\" alt=\"Conditions and accuracy graph\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/rankingGraph.png 1000w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/rankingGraph-300x120.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/02\/rankingGraph-768x307.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-bbea228 e-flex e-con-boxed e-con e-parent\" data-id=\"bbea228\" 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-86d4e32 elementor-widget elementor-widget-heading\" data-id=\"86d4e32\" 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\">\u4eca\u5f8c\u306e\u5c55\u671b: MCR\u7814\u7a76\u306e\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-6d3a3cb e-flex e-con-boxed e-con e-parent\" data-id=\"6d3a3cb\" 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-3bede6f elementor-widget elementor-widget-text-editor\" data-id=\"3bede6f\" 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<div class=\"elementor-element elementor-element-db6a409 elementor-widget elementor-widget-text-editor is-mac\" data-id=\"db6a409\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>EXSIR\u306f\u5927\u304d\u306a\u524d\u9032\u3067\u3059\u304c\u3001\u4f9d\u7136\u3068\u3057\u3066\u53d6\u308a\u7d44\u3080\u3079\u304d\u8ab2\u984c\u304c\u6b8b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p><ul><li aria-level=\"1\">EXSIR\u306e\u6700\u9069\u5316\u306b\u3088\u308a\u3001\u5b9f\u4e16\u754c\u3067\u306e\u52b9\u7387\u5411\u4e0a\u3068\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3092\u56f3\u308b\u3002<\/li><li aria-level=\"1\">\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u6d3b\u7528\u306b\u3088\u308a\u3001\u7570\u306a\u308bLLM\u304c\u30e9\u30f3\u30ad\u30f3\u30b0\u306e\u5206\u89e3\u3068\u4e26\u3079\u66ff\u3048\u3092\u500b\u5225\u306b\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u3092\u63a2\u6c42\u3059\u308b\u3002<\/li><li aria-level=\"1\">\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30b7\u30b9\u30c6\u30e0\u306e\u5c0e\u5165\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u8abf\u6574\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/li><\/ul><\/div><\/div><div class=\"elementor-element elementor-element-1174575 elementor-widget elementor-widget-text-editor is-mac\" data-id=\"1174575\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u79c1\u305f\u3061\u306f\u3001\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u3053\u306e\u77e5\u898b\u3092\u57fa\u306b\u3055\u3089\u306a\u308b\u767a\u5c55\u3092\u9042\u3052\u308b\u3053\u3068\u3092\u697d\u3057\u307f\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p><\/div><\/div><div class=\"elementor-element elementor-element-6bf34f0 elementor-widget elementor-widget-heading is-mac\" data-id=\"6bf34f0\" data-element_type=\"widget\" data-widget_type=\"heading.default\"><div class=\"elementor-widget-container\"><h2 class=\"elementor-heading-title elementor-size-default\">\u307e\u3068\u3081<\/h2><\/div><\/div><div class=\"elementor-element elementor-element-04c2326 elementor-widget elementor-widget-text-editor is-mac\" data-id=\"04c2326\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u30e9\u30f3\u30ad\u30f3\u30b0\u30bf\u30b9\u30af\u306f\u3001\u591a\u304f\u306e\u5b9f\u4e16\u754c\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u4e2d\u5fc3\u7684\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u304a\u308a\u3001<b>\u30de\u30eb\u30c1\u6761\u4ef6\u30e9\u30f3\u30ad\u30f3\u30b0\uff08MCR\uff09<\/b>\u306fLLM\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u65b0\u305f\u306a\u8ab2\u984c\u9818\u57df\u3067\u3059\u3002<b>MCRank<\/b>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068<b>EXSIR<\/b>\u624b\u6cd5\u3092\u901a\u3058\u3066\u3001\u69cb\u9020\u5316\u3055\u308c\u305f\u63a8\u8ad6\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001LLM\u306eMCR\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p><p>\u3088\u308a\u9ad8\u5ea6\u306a\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3001\u6559\u80b2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5f37\u5316\u3001\u63a1\u7528\u30d7\u30ed\u30bb\u30b9\u306e\u6700\u9069\u5316\u306a\u3069\u3001MCR\u3068EXSIR\u306f\u77e5\u7684\u30e9\u30f3\u30ad\u30f3\u30b0\u306e\u672a\u6765\u3092\u793a\u3059\u91cd\u8981\u306a\u624b\u6cd5\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<a href=\"https:\/\/megagon.ai\/jp\/publications\/multi-conditional-ranking-with-large-language-models\/\">\u7814\u7a76\u8ad6\u6587<\/a>\u306f\u3053\u3061\u3089\u304b\u3089\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p><\/div><\/div><div class=\"elementor-element elementor-element-cf15b3f elementor-widget elementor-widget-spacer is-mac\" data-id=\"cf15b3f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-spacer\">\u00a0<\/div><\/div><\/div>\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-f0e0eb5 elementor-widget elementor-widget-text-editor\" data-id=\"f0e0eb5\" 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>\u57f7\u7b46\u8005\uff1a<a href=\"https:\/\/megagon.ai\/jp\/team\/pouya-pezeshkpour\/\">Pouya Pezeshkpour<\/a>\u3001Megagon Labs<\/p><p>[<a href=\"https:\/\/megagon.ai\/rethinking-ranking\/\">\u539f\u6587\u3078 \u2013 2025\/2\/5<\/a>]<\/p><p>\uff08\u7ffb\u8a33\uff1a<a href=\"https:\/\/megagon.ai\/jp\/\">Megagon Labs 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