{"id":14051,"date":"2024-06-06T09:10:00","date_gmt":"2024-06-06T09:10:00","guid":{"rendered":"https:\/\/megagon.ai\/retrieval-helps-or-hurts\/"},"modified":"2026-05-05T17:53:38","modified_gmt":"2026-05-05T17:53:38","slug":"retrieval-helps-or-hurts","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/retrieval-helps-or-hurts\/","title":{"rendered":"WiTQA\u3092\u7528\u3044\u305f\u8a73\u7d30\u5206\u6790: \u305d\u306eRALM(\u691c\u7d22\u62e1\u5f35\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb)\u306f\u6709\u76ca\u304b\u3001\u305d\u308c\u3068\u3082\u6709\u5bb3\u304b\uff1f"},"content":{"rendered":"<p>\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u306b\u304a\u3044\u3066\u3001\u691c\u7d22\u62e1\u5f35\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Retrieval Augmented Language Models, RALM\uff09\u306f\u3001\u30af\u30a8\u30ea\u306b\u95a2\u9023\u3059\u308b\u5916\u90e8\u77e5\u8b58\u3092\u53d6\u5f97\u3057\u3001\u305d\u308c\u306b\u57fa\u3065\u3044\u3066\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u4e8b\u5b9f\u4e0a\u306e\u6a19\u6e96\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u53d6\u5f97\u3055\u308c\u305f\u5916\u90e8\u77e5\u8b58\u304c\u8aa4\u3063\u3066\u3044\u308b\u5834\u5408\u3001RALM\u306e\u5fdc\u7b54\u3082\u8aa4\u3063\u305f\u65b9\u5411\u306b\u8a98\u5c0e\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30b9\u30b1\u30fc\u30eb\u3084\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5897\u52a0\u306b\u4f34\u3044\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u80fd\u529b\u306f\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3066\u304a\u308a\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4e2d\u306b\u81a8\u5927\u306a\u77e5\u8b58\u3092\u4fdd\u6301\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u80cc\u666f\u304b\u3089\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044RALM\u30d9\u30fc\u30b9\u306eQA\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u91cd\u8981\u306a\u554f\u3044\u304c\u751f\u307e\u308c\u307e\u3059\u3002\u305d\u308c\u306f\u3001<b>\u300c\u691c\u7d22\u306f\u3044\u3064\u5f79\u7acb\u3061\u3001\u3044\u3064\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u640d\u306a\u3046\u306e\u304b\uff1f\u300d<\/b>\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u554f\u3044\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306b\u3001\u65b0\u3057\u3044\u8cea\u554f\u5fdc\u7b54\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<strong>WiTQA<\/strong>\u3092\u69cb\u7bc9\u3057\u3001\u7570\u306a\u308b\u30b5\u30a4\u30ba\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u691c\u7d22\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5305\u62ec\u7684\u306a\u8a55\u4fa1\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u5927\u898f\u6a21\u306a\u8a55\u4fa1\u3092\u901a\u3058\u3066\u3001\u5b9f\u4e16\u754c\u306eQA\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u691c\u7d22\u62e1\u5f35\u3092\u7528\u3044\u308b\u3079\u304d\u304b\u5426\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306e\u8cb4\u91cd\u306a\u77e5\u898b \u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305a\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4f5c\u6210\u30d7\u30ed\u30bb\u30b9\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2>WiTQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8: \u4e8b\u5b9f\u30ec\u30d9\u30eb\u306e\u4eba\u6c17\u5ea6\u3092\u8003\u616e\u3057\u305fRALM\u5206\u6790\u306e\u65b0\u305f\u306a\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2<\/h2>\n<p>\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LM\uff09\u3068\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u52b9\u679c\u7684\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u3001WiTQA\uff08Wikipedia Triple Question Answers\uff09\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u306b\u305d\u306e\u4e00\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\u30c8\u30ea\u30d7\u30eb: \uff08\u4e3b\u8a9e:\u300c\u98a8\u306e\u8c37\u306e\u30ca\u30a6\u30b7\u30ab\u300d\u3001\u95a2\u4fc2:\u300c\u63b2\u8f09\u8a8c\u300d\u3001\u76ee\u7684\u8a9e:\u300c\u30a2\u30cb\u30e1\u30fc\u30b8\u30e5\u300d\uff09<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\u8cea\u554f: \u300c\u300e\u98a8\u306e\u8c37\u306e\u30ca\u30a6\u30b7\u30ab\u300f\u304c\u63b2\u8f09\u3055\u308c\u305f\u65e5\u672c\u306e\u30a2\u30cb\u30e1\u30fb\u30a8\u30f3\u30bf\u30fc\u30c6\u30a4\u30f3\u30e1\u30f3\u30c8\u96d1\u8a8c\u306f\uff1f\u300d<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\u56de\u7b54: \u300c\u30a2\u30cb\u30e1\u30fc\u30b8\u30e5\u300d<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Wikipedia\u306e\u30b5\u30dd\u30fc\u30c8\u6587\u7ae0: \u300c\u2026\u5bae\u5d0e\u99ff\u306e\u56fd\u969b\u7684\u306b\u6709\u540d\u306a\u6f2b\u753b\u300e\u98a8\u306e\u8c37\u306e\u30ca\u30a6\u30b7\u30ab\u300f\u306f\u30011982\u5e74\u304b\u30891994\u5e74\u306b\u304b\u3051\u3066\u300e\u30a2\u30cb\u30e1\u30fc\u30b8\u30e5\u300f\u3067\u9023\u8f09\u3055\u308c\u3066\u3044\u305f\u2026\u300d<\/li>\n<\/ul>\n<p>WiTQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u4ee5\u4e0b\u306e\u70b9\u3067\u7279\u5fb4\u7684\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u5404\u8cea\u554f\u306b\u5bfe\u3057\u30662\u3064\u306e\u4eba\u6c17\u5ea6\u30b9\u30b3\u30a2\u3092\u63d0\u4f9b\n<ul>\n<li>Wikipedia\u5185\u3067\u306e\u4e3b\u8a9e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u8cea\u554f\u306e\u5bfe\u8c61\u3068\u306a\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff09\u306e\u51fa\u73fe\u983b\u5ea6<\/li>\n<li>Wikipedia\u5185\u3067\u306e\u4e3b\u8a9e-\u95a2\u4fc2\u30da\u30a2\uff08\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3-\u95a2\u4fc2\u30da\u30a2\uff09\u306e\u51fa\u73fe\u983b\u5ea6<\/li>\n<\/ul>\n<\/li>\n<li>\u5404QA\u30da\u30a2\u306b\u306fWikipedia\u306e\u30b5\u30dd\u30fc\u30c8\u6587\u7ae0\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u308b<\/li>\n<\/ul>\n<p>\u4e3b\u8a9e-\u95a2\u4fc2\u306e\u4eba\u6c17\u5ea6\u30b9\u30b3\u30a2\u306b\u3088\u308a\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4e8b\u5b9f\u77e5\u8b58\u3092\u7d30\u304b\u3044\u4e8b\u5b9f\u5358\u4f4d\u3067\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002\u5bfe\u7167\u7684\u306b\u3001\u4e3b\u8a9e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u4eba\u6c17\u5ea6\u306f\u3001\u305d\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u95a2\u9023\u3059\u308b\u3059\u3079\u3066\u306e\u4e8b\u5b9f\u3092\u540c\u3058\u91cd\u8981\u5ea6\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30b4\u30fc\u30eb\u30c9\u30b5\u30dd\u30fc\u30c8\u6587\u7ae0\u306b\u3088\u3063\u3066\u3001\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u80fd\u529b\u3092\u691c\u7d22\u30a8\u30e9\u30fc\u306e\u5f71\u97ff\u304b\u3089\u5207\u308a\u96e2\u3057\u3066\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u7279\u6027\u3092\u6d3b\u304b\u3057\u3001LLM\u306e\u80fd\u529b\u3092\u591a\u89d2\u7684\u306b\u5206\u6790\u3067\u304d\u308b\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>WiTQA\u306e\u4f5c\u6210\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002\u307e\u305aWikipedia\u304b\u3089\u30c8\u30ea\u30d7\u30eb\u3092\u62bd\u51fa\u3057\u3001\u305d\u306e\u5f8c\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u95a2\u4fc2\u306e\u51fa\u73fe\u983b\u5ea6\u306b\u57fa\u3065\u3044\u305f\u591a\u69d8\u306a\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u3092\u9069\u7528\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u76f4\u9762\u3059\u308b\u73fe\u5b9f\u306e\u8ab2\u984c\u3001\u3059\u306a\u308f\u3061\u5e83\u7bc4\u56f2\u306b\u308f\u305f\u308b\u4e8b\u5b9f\u306e\u60f3\u8d77\u3092\u53cd\u6620\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u6700\u7d42\u7684\u306b14,837\u306eQA\u30da\u30a2\uff0813,251\u306e\u30e6\u30cb\u30fc\u30af\u306a\u4e3b\u8a9e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u300132\u306e\u95a2\u4fc2\u30017,642\u306e\u30e6\u30cb\u30fc\u30af\u306a\u76ee\u7684\u8a9e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff09\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5b8c\u6210\u3057\u307e\u3057\u305f\u3002WiTQA\u306f\u3001<a href=\"https:\/\/arxiv.org\/abs\/2109.08535\">EntityQuestions<\/a>\u3084<a href=\"https:\/\/arxiv.org\/abs\/2212.10511\">PopQA<\/a>\u3068\u3044\u3063\u305f\u65e2\u5b58\u306eQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3088\u308a\u3082\u3001\u4e3b\u8a9e-\u95a2\u4fc2\u306e\u4eba\u6c17\u5ea6\uff08S-R\u30ab\u30a6\u30f3\u30c8\uff09\u306e\u5206\u5e03\u304c\u591a\u69d8\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3001RALM\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30c6\u30b9\u30c8\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/histogram.png\" sizes=\"(max-width: 605px) 100vw, 605px\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/histogram.png 605w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/histogram-300x191.png 300w\" alt=\"\" width=\"605\" height=\"386\" \/><\/p>\n<p>\u56f31: \u8cea\u554f\u5206\u5e03\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\uff1aWiTQA\u306f\u3001\u4e3b\u8a9e-\u95a2\u4fc2\uff08S-R\uff09\u30ab\u30a6\u30f3\u30c8\u306e\u5909\u52d5\u304c\u5927\u304d\u3044\u3053\u3068\u304b\u3089\u3001\u8cea\u554f\u306e\u4eba\u6c17\u5ea6\u306b\u95a2\u3057\u3066\u65e2\u5b58\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3088\u308a\u3082\u591a\u69d8\u6027\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/Triple-Extraction-WiTQA-1.png\" sizes=\"(max-width: 800px) 100vw, 800px\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/Triple-Extraction-WiTQA-1.png 967w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/Triple-Extraction-WiTQA-1-300x130.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/Triple-Extraction-WiTQA-1-768x333.png 768w\" alt=\"\" width=\"800\" height=\"347\" \/><\/p>\n<p style=\"text-align: center;\">\u56f32: WiTQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u306e\u6982\u8981<\/p>\n<h2>WiTQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u5f97\u3089\u308c\u305f\u77e5\u898b<\/h2>\n<p>WiTQA\u3092\u7528\u3044\u305f\u5927\u898f\u6a21\u306a\u5b9f\u9a13\u3092\u901a\u3058\u3066\u3001\u691c\u7d22\u62e1\u5f35\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08RALM\uff09\u306b\u95a2\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u5074\u9762\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<ol>\n<li><strong>\u30ea\u30b3\u30fc\u30ebvs.\u691c\u7d22<\/strong><br \/>\n\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LM\uff09\u306f\u3001\u691c\u7d22\u62e1\u5f35\u3092\u7528\u3044\u306a\u304f\u3066\u3082\u3001\u4eba\u6c17\u306e\u3042\u308b\u4e8b\u5b9f\u3092\u9ad8\u3044\u7cbe\u5ea6\u3067\u60f3\u8d77\u3067\u304d\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002\u7279\u306b\u3001\u5927\u898f\u6a21\u306aLM\u307b\u3069\u30ea\u30b3\u30fc\u30eb\u80fd\u529b\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u4eba\u6c17\u306e\u3042\u308b\u4e8b\u5b9f\u306b\u95a2\u3057\u3066\u306f\u3001\u691c\u7d22\u30a8\u30e9\u30fc\u306e\u5f71\u97ff\u306b\u3088\u308a\u3001RALM\u3088\u308a\u3082\u5927\u898f\u6a21\u306aLM\u5358\u4f53\u306e\u65b9\u304c\u8cea\u554f\u5fdc\u7b54\uff08QA\uff09\u306e\u7cbe\u5ea6\u304c\u9ad8\u304f\u306a\u308b\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u4e3b\u5f35\u3092\u88cf\u4ed8\u3051\u308b\u305f\u3081\u306b\u3001RALM\u306e\u6027\u80fd\u3068\u691c\u7d22\u30a8\u30e9\u30fc\u306e\u5f37\u3044\u76f8\u95a2\u95a2\u4fc2\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/li>\n<li><strong>\u691c\u7d22\u304c\u6709\u52b9\u306a\u30b1\u30fc\u30b9<\/strong><br \/>\n\u3042\u307e\u308a\u4e00\u822c\u7684\u3067\u306a\u3044\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3084\u95a2\u4fc2\u3092\u542b\u3080\u8cea\u554f\u3067\u306f\u3001\u691c\u7d22\u3092\u5229\u7528\u3059\u308b\u65b9\u304cLM\u306e\u30ea\u30b3\u30fc\u30eb\u80fd\u529b\u3092\u4e00\u8cab\u3057\u3066\u4e0a\u56de\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u7d50\u679c\u306f\u3001\u66d6\u6627\u306a\u60c5\u5831\u3084\u3042\u307e\u308a\u8a00\u53ca\u3055\u308c\u3066\u3044\u306a\u3044\u4e8b\u5b9f\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u691c\u7d22\u62e1\u5f35\u304c\u7279\u306b\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u4eba\u6c17\u306e\u3042\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u95a2\u3059\u308b\u73cd\u3057\u3044\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3-\u95a2\u4fc2\u30da\u30a2\u3067\u306f\u3001\u691c\u7d22\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u542b\u3080\u5927\u91cf\u306e\u30d1\u30c3\u30bb\u30fc\u30b8\u306e\u4e2d\u304b\u3089\u9069\u5207\u306a\u60c5\u5831\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308b\u305f\u3081\u3067\u3059\u3002\u6700\u5148\u7aef\u306e\u30e2\u30c7\u30eb\u3067\u3042\u308bGPT-4\u3067\u3055\u3048\u3001\u3042\u307e\u308a\u4e00\u822c\u7684\u3067\u306a\u3044\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3-\u95a2\u4fc2\u30da\u30a2\u306b\u82e6\u6226\u3059\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u3001\u691c\u7d22\u62e1\u5f35\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u9818\u57df\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u5506\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<li><strong>\u9069\u5fdc\u578b\u691c\u7d22\u30b7\u30b9\u30c6\u30e0<\/strong><br \/>\n\u3053\u306e\u5206\u6790\u304b\u3089\u5f97\u3089\u308c\u305f\u77e5\u898b\u3092\u6d3b\u7528\u3057\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3084\u95a2\u4fc2\u306e\u983b\u5ea6\u306b\u57fa\u3065\u3044\u3066\u691c\u7d22\u3092\u9069\u5fdc\u7684\u306b\u6d3b\u7528\u3059\u308b\u300c\u9078\u629e\u7684\u30e1\u30e2\u30ea\u7d71\u5408\uff08Selective Memory Integration\uff09\u300d\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u624b\u6cd5\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001QA\u306e\u6027\u80fd\u304c\u6700\u592710.1%\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\u578b\u306eRALM\u306e\u53ef\u80fd\u6027\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<\/ol>\n<p><img decoding=\"async\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/Retrieval-findings-1024x576-1.png\" sizes=\"(max-width: 800px) 100vw, 800px\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/Retrieval-findings-1024x576-1.png 1024w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/Retrieval-findings-1024x576-1-300x169-1.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/Retrieval-findings-1024x576-1-768x432-1.png 768w\" alt=\"\" width=\"800\" height=\"450\" \/><\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>WiTQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u305f\u691c\u7d22\u62e1\u5f35\u306e\u6709\u52b9\u6027\u306b\u95a2\u3059\u308b\u5206\u6790\u3092\u901a\u3058\u3066\u3001\u73fe\u5728\u306e\u8cea\u554f\u5fdc\u7b54\uff08QA\uff09\u30b7\u30b9\u30c6\u30e0\u306e\u5f37\u307f\u3068\u9650\u754c\u306b\u95a2\u3059\u308b\u8cb4\u91cd\u306a\u77e5\u898b\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u691c\u7d22\u304c\u6709\u52b9\u306a\u30b1\u30fc\u30b9\u3068\u3001\u9006\u306b\u691c\u7d22\u304c\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u640d\u306a\u3046\u30b1\u30fc\u30b9\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u9ad8\u5ea6\u3067\u6d17\u7df4\u3055\u308c\u305fRALM\uff08\u691c\u7d22\u62e1\u5f35\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u958b\u767a\u306b\u5411\u3051\u305f\u91cd\u8981\u306a\u793a\u5506\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>NLP\u306e\u53ef\u80fd\u6027\u3092\u3055\u3089\u306b\u62bc\u3057\u5e83\u3052\u308b\u4e2d\u3067\u3001WiTQA\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u3088\u308a\u77e5\u7684\u3067\u6c4e\u7528\u7684\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5b9f\u73fe\u306b\u5411\u3051\u305f\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305c\u3072\u3001WiTQA\u306e<a href=\"https:\/\/github.com\/megagonlabs\/witqa\">GitHub\u30ea\u30dd\u30b8\u30c8\u30ea<\/a>\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3001\u6700\u5148\u7aef\u306e\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3092\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n<p>\u9069\u5fdc\u578b\u691c\u7d22\u306e\u53ef\u80fd\u6027\u306b\u8208\u5473\u3092\u6301\u3061\u3001\u79c1\u305f\u3061\u306e\u7814\u7a76\u7d50\u679c\u3092\u3055\u3089\u306b\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u65b9\u306f\u3001\u305c\u3072\u8a73\u7d30\u306a<a href=\"https:\/\/megagon.ai\/jp\/publications\/retrieval-helps-or-hurts-a-deeper-dive-into-the-efficacy-of-retrieval-augmentation-to-language-models\/\">\u7814\u7a76\u8ad6\u6587<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u6700\u5148\u7aef\u306e\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3084\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u62e1\u5f35\u306b\u5411\u3051\u3066\u3001\u79c1\u305f\u3061\u3068\u3068\u3082\u306b\u7814\u7a76\u3092\u9032\u3081\u307e\u3057\u3087\u3046\uff01<\/p>\n<p>\u57f7\u7b46\u8005\uff1a<a href=\"https:\/\/megagon.ai\/jp\/team\/seiji-maekawa\/\">Seiji Maekawa<\/a>\u3001Hayate Iso\u3001Megagon Labs<\/p>\n<p>[<a href=\"https:\/\/megagon.ai\/retrieval-helps-or-hurts\/\">\u539f\u6587\u3078 &#8211; 2024\/6\/6<\/a>]<\/p>\n<p>\uff08\u7ffb\u8a33\uff1a<a href=\"https:\/\/megagon.ai\/jp\/\">Megagon Labs \u6771\u4eac\u30aa\u30d5\u30a3\u30b9<\/a>\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306b\u5bfe\u3059\u308b\u691c\u7d22\u306e\u5f71\u97ff\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305fWiTQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u691c\u7d22\u62e1\u5f35\u304cQA\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u5834\u5408\u3068\u3001\u8aa4\u308a\u3092\u5f15\u304d\u8d77\u3053\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u5834\u5408\u306e\u7814\u7a76\u7d50\u679c\u3092\u8a73\u8ff0\u3057\u3001\u691c\u7d22\u62e1\u5f35\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Retrieval Augmented Language Models, RALM\uff09\u306e\u6700\u9069\u5316\u306b\u5411\u3051\u305f\u8cb4\u91cd\u306a\u77e5\u898b \u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"author":2,"featured_media":13953,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[289],"tags":[292],"class_list":["post-14051","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-jp2","tag-export1"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>WiTQA\u3092\u7528\u3044\u305f\u8a73\u7d30\u5206\u6790: \u305d\u306eRALM(\u691c\u7d22\u62e1\u5f35\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb)\u306f\u6709\u76ca\u304b\u3001\u305d\u308c\u3068\u3082\u6709\u5bb3\u304b\uff1f - Megagon | \u30ea\u30af\u30eb\u30fc\u30c8 AI\u7814\u7a76\u6a5f\u95a2<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/megagon.ai\/jp\/retrieval-helps-or-hurts\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"WiTQA\u3092\u7528\u3044\u305f\u8a73\u7d30\u5206\u6790: \u305d\u306eRALM(\u691c\u7d22\u62e1\u5f35\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb)\u306f\u6709\u76ca\u304b\u3001\u305d\u308c\u3068\u3082\u6709\u5bb3\u304b\uff1f - Megagon | \u30ea\u30af\u30eb\u30fc\u30c8 AI\u7814\u7a76\u6a5f\u95a2\" \/>\n<meta property=\"og:description\" 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