{"id":23090,"date":"2025-11-10T12:45:29","date_gmt":"2025-11-10T12:45:29","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=23090"},"modified":"2025-11-10T12:45:29","modified_gmt":"2025-11-10T12:45:29","slug":"repeated-sampling%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%9fllm%e6%8e%a8%e8%ab%96%e6%99%82%e3%82%b9%e3%82%b1%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%a7%e9%ba%bb%e9%9b%80%e7%82%b9%e6%95%b0%e8%a8%88%e7%ae%97","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/23090\/","title":{"rendered":"Repeated Sampling\u3092\u4f7f\u3063\u305fLLM\u63a8\u8ad6\u6642\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3092\u89e3\u304f\u305e\uff01 &#8211; LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/a\/abctail30\/20251109\/20251109213151.png\" width=\"1200\" height=\"630\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>LayerX \u30d0\u30af\u30e9\u30af\u4e8b\u696d\u90e8\u3067 AI\/MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u3057\u3066\u3044\u308b\u4e2d\u6751(<a target=\"_blank\" href=\"https:\/\/x.com\/po3rin\">@po3rin<\/a>)\u3067\u3059\u3002\u305d\u3057\u3066\u3053\u306e\u8a18\u4e8b\u306f<a target=\"_blank\" href=\"https:\/\/layerx.notion.site\/6975c0901ea54ca9b609fafc3e8a35c3?v=268cdd370bae80cc8dfb000c55400a25\">LayerX AI Agent\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc<\/a>42\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u30022\u30f6\u6708\u4ee5\u4e0a\u7d9a\u3044\u3066\u3044\u307e\u3059\u3002\u305d\u308d\u305d\u308d\u72c2\u6c17\u3058\u307f\u3066\u304d\u307e\u3057\u305f\u306d\u3002<\/p>\n<p>\u4eca\u56de\u306fLLM\u306b\u3088\u308b\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3092<strong>Repeated Sampling<\/strong>\u3067\u30bf\u30b9\u30af\u6210\u529f\u7387\u3092\u4e0a\u3052\u305f\u8a71\u3092\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u4eca\u56deRepeated Sampling\u3092\u5b9f\u88c5\u3057\u305f\u7d4c\u9a13\u304b\u3089\u3001Repeated Sampling\u3092\u5b9f\u88c5\u3059\u308b\u969b\u306e\u91cd\u8981\u306a\u89b3\u70b9\u306a\u3069\u3082\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"\u76ee\u6b21\">\u76ee\u6b21<\/h2>\n<h2 id=\"Repeated-Sampling\u3068\u306f\">Repeated Sampling\u3068\u306f<\/h2>\n<p><a target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2407.21787\">Repeated Sampling<\/a>\u306fLLM\u63a8\u8ad6\u6642\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u4e00\u7a2e\u3067\u3059\u3002\u5b66\u7fd2\u6642\u3060\u3051\u3067\u306a\u304f\u3001\u63a8\u8ad6\u6642\u306b\u3082\u8a08\u7b97\u91cf\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u3055\u3089\u306b\u5f15\u304d\u51fa\u305d\u3046\u3068\u3044\u3046\u30a2\u30a4\u30c7\u30a2\u306e\u5143\u3001<strong>LLM\u306b\u5927\u91cf\u306b\u5019\u88dc\u3092\u751f\u6210\u3055\u305b\u3001\u305d\u306e\u4e2d\u304b\u3089Verifier\u304c\u6700\u7d42\u56de\u7b54\u3068\u3057\u3066\u5224\u5b9a\u3057\u305f\u3082\u306e\u3092\u6700\u7d42\u56de\u7b54\u3068\u3059\u308b\u624b\u6cd5<\/strong>\u3067\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Farxiv.org%2Fabs%2F2407.21787\" title=\"Large Language Monkeys: Scaling Inference Compute with Repeated Sampling\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2407.21787\">arxiv.org<\/a><\/cite><\/p>\n<p>\u4e0b\u56f3\u306fRepeated Sampling\u306e\u6d41\u308c\u3092\u793a\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u8ad6\u6587\u304b\u3089\u306e\u5f15\u7528\u3002Repeated Sampling\u306e\u6982\u8981\u56f3\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/a\/abctail30\/20251109\/20251109201617.png\" width=\"878\" height=\"284\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u8ad6\u6587\u304b\u3089\u306e\u5f15\u7528\u3002Repeated Sampling\u306e\u6982\u8981\u56f3<\/figcaption><\/figure>\n<\/p>\n<p>Repeated Sampling\u306b\u3088\u3063\u3066\u30bf\u30b9\u30af\u6210\u529f\u7387\u304c\u3042\u304c\u308b\u306e\u306f\u3082\u3061\u308d\u3093\u3067\u3059\u304c\u3001\u5f31\u3044\u30e2\u30c7\u30eb\u304b\u3089\u751f\u6210\u3057\u305f\u591a\u304f\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u304b\u3089\u306e\u30b7\u30f3\u30b0\u30eb\u30b5\u30f3\u30d7\u30eb\u3092\u4e0a\u56de\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3082\u793a\u3057\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u304c\u9ad8\u304f\u306a\u308b\u3053\u3068\u3082\u8a00\u53ca\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u964d\u306e\u8a71\u3067\u91cd\u8981\u306b\u306a\u308b\u30dd\u30a4\u30f3\u30c8\u3092\u304b\u3044\u3064\u307e\u3093\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>Repeated Sampling\u306e\u6709\u52b9\u6027\u306f\u3001\u6b21\u306e2\u3064\u306e\u7279\u6027\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>Coverage:<\/strong> \u751f\u6210\u3055\u308c\u305f\u8907\u6570\u306e\u5019\u88dc\u306e\u4e2d\u306b\u3001\u5c11\u306a\u304f\u3068\u30821\u3064\u306e\u6b63\u89e3\u304c\u542b\u307e\u308c\u308b\u5272\u5408\u3002\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u3001\u3053\u306e\u30ab\u30d0\u30ec\u30c3\u30b8\u304c\u3069\u308c\u3060\u3051\u5411\u4e0a\u3059\u308b\u304b\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Precision<\/strong>: \u751f\u6210\u3055\u308c\u305f\u5019\u88dc\u306e\u4e2d\u304b\u3089\u3001\u30bf\u30b9\u30af\u6210\u529f\u3092\u6b63\u78ba\u306b\u8b58\u5225\u3067\u304d\u308b\u80fd\u529b\u3002\u30ab\u30d0\u30ec\u30c3\u30b8\u304c\u9ad8\u304f\u3066\u3082\u3001\u6b63\u89e3\u3092\u898b\u3064\u3051\u51fa\u3059\u80fd\u529b\u304c\u306a\u3051\u308c\u3070\u3001\u5b9f\u7528\u7684\u306a\u6027\u80fd\u306f\u5f97\u3089\u308c\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<p>Precision\u3092\u6c7a\u3081\u308b\u306e\u306fVerfier\u306e\u5b9f\u88c5\u3067\u3059\u3002Verifier\u306e\u5b9f\u88c5\u306f\u30bf\u30b9\u30af\u306e\u7a2e\u985e\u306b\u3088\u3063\u3066\u96e3\u6613\u5ea6\u304c\u5909\u308f\u308a\u307e\u3059\u3002\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30bf\u30b9\u30af\u306e\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u306e\u3088\u3046\u306b\u3001\u30bf\u30b9\u30af\u306e\u6210\u5426\u304c\u6c7a\u5b9a\u8ad6\u7684\u306b\u691c\u8a3c\u3067\u304d\u308b\u30c4\u30fc\u30eb\u304c\u3059\u3067\u306b\u3042\u308b\u5834\u5408\u3001Precision\u306f100%\u306a\u306e\u3067\u3001Coverage\u306e\u5411\u4e0a\u304c\u30c0\u30a4\u30ec\u30af\u30c8\u306b\u30bf\u30b9\u30af\u306e\u6210\u529f\u7387\u306b\u7e4b\u304c\u308a\u307e\u3059\u3002\u9006\u306b\u691c\u8a3c\u3067\u304d\u308b\u30c4\u30fc\u30eb\u304c\u306a\u304f\u3001Verifier\u306ePrecision\u304c\u4f4e\u3044\u5834\u5408\u3001Coverage\u304c\u9ad8\u304f\u3066\u3082\u3001\u305d\u306e\u4e2d\u304b\u3089\u6210\u529f\u30bf\u30b9\u30af\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001Verifier\u306e\u5b9f\u88c5\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u8ad6\u6587\u306e\u8a73\u7d30\u306f\u9577\u304f\u306a\u308b\u306e\u3067\u7d39\u4ecb\u3057\u307e\u305b\u3093\u304c\u3001\u63a8\u8ad6\u6642\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u5247\u306b\u3064\u3044\u3066\u69d8\u3005\u306a\u89b3\u70b9\u304b\u3089\u8b70\u8ad6\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u6c17\u306b\u306a\u308b\u65b9\u306f\u305c\u3072\u8ad6\u6587\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u3061\u306a\u307f\u306b\u3001LLM\u63a8\u8ad6\u6642\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u4e2d\u3067\u3082Repeated Sampling\u306e\u767a\u5c55\u3068\u3057\u3066\u3001<a target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2503.04412\">AB-MCTS<\/a>(Adaptive Branching  Monte Carlo Tree Search)\u3068\u3044\u3046\u624b\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Farxiv.org%2Fabs%2F2503.04412\" title=\"Wider or Deeper? Scaling LLM Inference-Time Compute with Adaptive Branching Tree Search\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2503.04412\">arxiv.org<\/a><\/cite><\/p>\n<p>AB-MCTS\u306f\u591a\u6bb5\u968e\u306e\u63a2\u7d22\u3068\u6d3b\u7528\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u63a2\u7d22\u6728\u306b\u304a\u3051\u308b\u5404\u30ce\u30fc\u30c9\u3067\u3001\u5916\u90e8\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u4fe1\u53f7\u306b\u57fa\u3065\u3044\u3066\u3001\u65b0\u3057\u3044\u5019\u88dc\u3092\u751f\u6210\u3057\u3066\u300c\u3088\u308a\u5e83\u304f\u63a2\u7d22\u3059\u308b\uff08go wider\uff09\u300d\u304b\u3001\u65e2\u5b58\u306e\u5fdc\u7b54\u3092\u518d\u691c\u8a0e\u3057\u3066\u300c\u3088\u308a\u6df1\u304f\u63a2\u7d22\u3059\u308b\uff08go deeper\uff09\u300d\u304b\u3092\u52d5\u7684\u306b\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u8ad6\u6587\u304b\u3089\u5f15\u7528\u3002AB-MCTS\u306e\u6982\u8981\u56f3\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/a\/abctail30\/20251109\/20251109201734.png\" width=\"1200\" height=\"686\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u8ad6\u6587\u304b\u3089\u5f15\u7528\u3002AB-MCTS\u306e\u6982\u8981\u56f3<\/figcaption><\/figure>\n<\/p>\n<p>\u3053\u306e\u8fba\u308a\u306fSakanaAI\u3055\u3093\u306e\u8cc7\u6599\u3082\u3068\u3066\u3082\u826f\u3044\u306e\u3067\u3001\u305d\u3061\u3089\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u79c1\u306f\u3068\u3042\u308b\u9031\u306b\u5225\u3005\u306e\u4eba\u304b\u30893\u56de\u304f\u3089\u3044\u3053\u306e\u8cc7\u6599\u3092\u7d39\u4ecb\u3055\u308c\u307e\u3057\u305f\u7b11\u3002\u305d\u308c\u307b\u3069\u793e\u5185\u3067\u3053\u306e\u8cc7\u6599\u304c\u51fa\u56de\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><iframe loading=\"lazy\" id=\"talk_frame_1459267\" class=\"speakerdeck-iframe\" src=\"https:\/\/speakerdeck.com\/player\/0dfc61ac79fd461ab585d51da99de524\" width=\"710\" height=\"399\" style=\"aspect-ratio:710\/399; border:0; padding:0; margin:0; background:transparent;\" frameborder=\"0\" allowtransparency=\"true\" allowfullscreen=\"allowfullscreen\"><\/iframe> <cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/speakerdeck.com\/iwiwi\/zhan-eruaiezientonozuo-rifang\">speakerdeck.com<\/a><\/cite><\/p>\n<p>\u4eca\u56de\u306fRepeated Sampling\u3067\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3092\u89e3\u3044\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3068\u306f\">\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3068\u306f<\/h2>\n<p>\u307f\u306a\u3055\u3093\u304a\u99b4\u67d3\u307f\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3067\u3059\u3002\u524d\u56de\u306fLLM\u304c\u82e6\u624b\u306a\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u306e\u7cbe\u5ea6\u3092Multi Agent\u69cb\u6210\u306733%\u304b\u308990%\u306b\u4e0a\u3052\u305f\u8a71\u3092\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u969b\u306b\u306f\u30b7\u30f3\u30d7\u30eb\u306a\u6307\u793a(N\u98dcM\u7b26\u304c\u7b54\u3048\u306b\u306a\u308b\u554f\u984c\u3092\u4f5c\u6210\u3057\u3066)\u3060\u3051\u306b\u7d5e\u3063\u305f\u5b9f\u9a13\u3067\u3057\u305f\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Ftech.layerx.co.jp%2Fentry%2Fmahjong-agent\" title=\"LLM\u304c\u82e6\u624b\u306a\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u306e\u7cbe\u5ea6\u309233%\u304b\u308990%\u306b\u4e0a\u3052\u305fMulti Agent\u306e\u529b - LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\" class=\"embed-card embed-blogcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 190px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/tech.layerx.co.jp\/entry\/mahjong-agent\">tech.layerx.co.jp<\/a><\/cite><\/p>\n<p>\u7c21\u5358\u306b\u304a\u3055\u3089\u3044\u3057\u307e\u3059\u3002\u524d\u56de\u306f\u6b21\u306e\u3088\u3046\u306aMulti Agent\u69cb\u6210\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>phase1: \u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u3092\u751f\u6210<\/li>\n<li>phase2: \u70b9\u6570\u304c\u3042\u3063\u3066\u3044\u308b\u304b\u3092tool\u3067\u30c1\u30a7\u30c3\u30af\u3001\u9593\u9055\u3063\u3066\u3044\u305f\u3089\u4fee\u6b63\u30eb\u30fc\u30d7\u3092\u56de\u3059\u3002<\/li>\n<li>phase3: \u6700\u7d42\u7684\u306a\u8a55\u4fa1\u306e\u305f\u3081\u306b\u3001\u554f\u984c\u6587\u3092\u69cb\u9020\u5316\u51fa\u529b\u3059\u308b\u3002\u671f\u5f85\u3059\u308b\u69cb\u9020\u5316\u51fa\u529b\u304c\u3067\u304d\u3066\u3044\u306a\u304b\u3063\u305f\u3089\u4fee\u6b63\u30eb\u30fc\u30d7\u3092\u56de\u3059\u3002<\/li>\n<\/ul>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u524d\u56de\u53d6\u308a\u7d44\u3093\u3060Multi Agent\u30d1\u30bf\u30fc\u30f3\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/a\/abctail30\/20251109\/20251109201911.png\" width=\"1200\" height=\"663\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u524d\u56de\u53d6\u308a\u7d44\u3093\u3060Multi Agent\u30d1\u30bf\u30fc\u30f3<\/figcaption><\/figure>\n<\/p>\n<p>\u3053\u306e\u69cb\u6210\u3067Gemini-1.5-flash\u3067\u30bf\u30b9\u30af\u6210\u529f\u738790%\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u4e0a\u306e\u53d6\u308a\u7d44\u307f\u3067\u306f\u6b21\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u304a\u3055\u3089\u3044\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u7cbe\u5ea6\u306b\u95a2\u3057\u3066\u306f\u73fe\u72b6\u3067\u3082\u300120\u30b5\u30f3\u30d7\u30eb\u306790%\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u306e\u6a5f\u80fd\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6a5f\u80fd\u3068\u3057\u3066\u63d0\u4f9b\u3059\u308b\u5834\u5408\u3001\u6307\u5b9a\u3057\u305f\u554f\u984c\u81ea\u4f53\u304c\u9593\u9055\u3063\u3066\u3044\u308b\u306e\u306f\u81f4\u547d\u7684\u3067\u3059(\u70b9\u6570\u8a08\u7b97\u3092\u5b66\u3073\u305f\u3044\u4eba\u306e\u5b66\u7fd2\u3092\u59a8\u3052\u3066\u3057\u307e\u3046\u6050\u308c\u304c\u3042\u308a\u307e\u3059)\u3002<\/p>\n<p>\u307e\u305f\u3001\u4e0a\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u306f\u6700\u7d42\u51fa\u529b\u3092\u5f97\u308b\u307e\u3067\u306b\u975e\u5e38\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u4e00\u554f\u3092\u751f\u6210\u3059\u308b\u306e\u306b\u5927\u4f53100\u79d2\u7a0b\u304b\u304b\u308a\u307e\u3059\u3002\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306fAB-MCTS\u306e\u8ad6\u6587\u3067\u3082\u8a9e\u3089\u308c\u3066\u3044\u308bSequencial Refinement Pattern\u3067\u3042\u308a\u5b9f\u884c\u6642\u9593\u304c\u304b\u304b\u308b\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u6700\u7d42\u89e3\u7b54\u306e\u7cbe\u5ea6\u306e\u554f\u984c\u3082\u3042\u308a\u307e\u3059\u3002Sequencial Refinement Pattern\u306f\u4e0e\u3048\u3089\u308c\u305f\u521d\u671f\u89e3\u3084\u7279\u5b9a\u306e\u6539\u5584\u30d1\u30b9\u306b\u56fa\u57f7\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u3001\u3082\u3057\u305d\u306e\u521d\u671f\u89e3\u304c\u6700\u9069\u3067\u306a\u3044\u5834\u5408\u3084\u3001\u6539\u5584\u306e\u65b9\u5411\u6027\u304c\u8aa4\u3063\u3066\u3044\u308b\u5834\u5408\u306b\u3001\u4ed6\u306e\u6709\u671b\u306a\u63a2\u7d22\u7a7a\u9593\u3092\u52b9\u679c\u7684\u306b\u898b\u3064\u3051\u51fa\u3059\u3053\u3068\u304c\u96e3\u3057\u3044\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u4eca\u56de\u306f\u3001Repeated Sampling\u3092\u4f7f\u3046\u3053\u3068\u306b\u3088\u3063\u3066\u5b9f\u969b\u306b\u70b9\u6570\u8a08\u7b97\u95a2\u6570\u306e\u5165\u529b\u306b\u5408\u3046\u51fa\u529b\u304c\u3069\u308c\u304f\u3089\u3044\u51fa\u305b\u308b\u304b\u3092\u5b9f\u9a13\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"Repeated-Sampling\u306e\u5b9f\u88c5\u524d\u306b\u78ba\u8a8d\u3059\u3079\u304d\u3053\u3068\">Repeated Sampling\u306e\u5b9f\u88c5\u524d\u306b\u78ba\u8a8d\u3059\u3079\u304d\u3053\u3068<\/h2>\n<p>Repeated Sampling\u306e\u5b9f\u88c5\u3068\u30dd\u30a4\u30f3\u30c8\u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u3057\u307e\u3059\u3002\u79c1\u306e\u7d4c\u9a13\u4e0a\u3001Repeated Sampling\u3092\u5b9f\u88c5\u3059\u308b\u524d\u306b\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>Verifier\u306e\u5b9f\u88c5\u53ef\u80fd\u6027\u306e\u691c\u8a0e<\/li>\n<li>\u3056\u3063\u304f\u308aCoverage\u306e\u78ba\u8a8d<\/li>\n<\/ul>\n<h3 id=\"Verifier\u306e\u5b9f\u88c5\u53ef\u80fd\u6027\u306e\u691c\u8a0e\">Verifier\u306e\u5b9f\u88c5\u53ef\u80fd\u6027\u306e\u691c\u8a0e<\/h3>\n<p>Repeated Sampling\u3059\u308b\u306b\u3042\u305f\u308a\u3001<strong>Verifier\u306e\u5b9f\u88c5\u304c\u53ef\u80fd\u304b\uff1f\u3068\u3044\u3046\u554f\u3044\u306f\u3068\u3066\u3082\u91cd\u8981\u3067\u3059<\/strong>\u3002\u306a\u305c\u306a\u3089\u3070\u3001\u5148\u307b\u3069\u7d39\u4ecb\u3057\u305f\u3088\u3046\u306b\u3001<strong>Verifier\u306ePrecision\u304c\u982d\u6253\u3061\u3060\u3068\u3001\u9ad8\u3044Coverage\u306e\u6069\u6075\u3092\u5341\u5206\u306b\u53d7\u3051\u3089\u308c\u306a\u3044<\/strong>\u304b\u3089\u3067\u3059(\u30b5\u30f3\u30d7\u30eb\u306e\u4e2d\u306b\u6b63\u3057\u3044\u3082\u306e\u304c\u3042\u3063\u3066\u3082\u3001\u305d\u308c\u3092\u9078\u3073\u3068\u308c\u306a\u304f\u3066\u306f\u610f\u5473\u304c\u306a\u3044)\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"pass@k\u304c\u826f\u304f\u3066\u3082\u3001Precision\u304c\u4f4e\u3044\u3068\u610f\u5473\u304c\u306a\u3044\u3002\u3002\u3002\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/a\/abctail30\/20251109\/20251109201959.png\" width=\"1200\" height=\"731\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>pass@k\u304c\u826f\u304f\u3066\u3082\u3001Precision\u304c\u4f4e\u3044\u3068\u610f\u5473\u304c\u306a\u3044\u3002\u3002\u3002<\/figcaption><\/figure>\n<\/p>\n<p>\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u306b\u5fc5\u8981\u306aVerifier\u306e\u7279\u6027\u3092\u8003\u3048\u307e\u3059\u3002\u4eca\u56de\u306e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u306f\u3001LLM\u304c\u51fa\u529b\u3057\u305f\u70b9\u6570\u8a08\u7b97\u554f\u984c(\u81ea\u7136\u8a00\u8a9e)\u304c\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u6307\u793a\u306b\u6cbf\u3063\u305f\u554f\u984c\u304b\u3092\u5224\u5b9a\u3059\u308bVerifier\u5b9f\u88c5\u304c\u5fc5\u8981\u3067\u3059\u3002\u70b9\u6570\u8a08\u7b97\u90e8\u5206\u306f\u6c7a\u5b9a\u8ad6\u7684\u306b\u53ef\u80fd\u3067\u3042\u308a\u3001\u305d\u306e\u3088\u3046\u306aPython\u30e2\u30b8\u30e5\u30fc\u30eb(<a target=\"_blank\" href=\"https:\/\/pypi.org\/project\/mahjong\/\">mahjong<\/a>)\u3082\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u81ea\u7136\u8a00\u8a9e\u306e\u70b9\u6570\u8a08\u7b97\u554f\u984c\u304b\u3089\u70b9\u6570\u8a08\u7b97\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092LLM\u3067\u62bd\u51fa\u3059\u308b\u51e6\u7406\u3068\u3001\u305d\u306e\u60c5\u5831\u3068\u6307\u793a\u304c\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b\u3092LLM\u3067\u5224\u5b9a\u3059\u308b\u90e8\u5206\u304c\u975e\u6c7a\u5b9a\u8ad6\u7684\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001<strong>\u4eca\u56de\u306e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066Precision\u306f\u305d\u306e\u307e\u307e\u69cb\u9020\u5316\u51fa\u529b\u3068LLM-as-a-Judge\u306e\u7cbe\u5ea6\u3068\u306a\u308a\u307e\u3059<\/strong>\u3002\u69cb\u9020\u5316\u51fa\u529b\u306f\u8272\u3093\u306a\u624b\u6cd5\u304c\u3042\u308b(<a target=\"_blank\" href=\"https:\/\/boundaryml.com\/\">BAML<\/a>\u3084OpenAI\u306e<a target=\"_blank\" href=\"https:\/\/openai.com\/ja-JP\/index\/introducing-structured-outputs-in-the-api\/\">Structured Output<\/a>)\u306e\u3067\u3001\u3042\u308b\u7a0b\u5ea6\u7cbe\u5ea6\u3092\u4e0a\u3052\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u305d\u3046\u3067\u3059\u3002\u307e\u305f\u3001LLM-as-a-Judge\u306b\u304a\u3044\u3066\u306f\u70b9\u6570\u8a08\u7b97\u7d50\u679c\u3068\u6bd4\u8f03\u3059\u308b\u3060\u3051(\u81ea\u7136\u8a00\u8a9e\u306e\u6307\u793a\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308b)\u306a\u306e\u3067\u3001\u305d\u308c\u307b\u3069\u96e3\u3057\u3044\u30bf\u30b9\u30af\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3088\u3063\u3066Precision\u304c\u9ad8\u3044Verifier\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u3067\u3042\u308b\u3068\u5224\u65ad\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306bRepeated Sampling\u304c\u4f7f\u3048\u308b\u304b\u306fPrecision\u306e\u9ad8\u3044Verifier\u304c\u7528\u610f\u3067\u304d\u308b\u304b\u304c\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"\u3056\u3063\u304f\u308aCoverage\u306e\u78ba\u8a8d\">\u3056\u3063\u304f\u308aCoverage\u306e\u78ba\u8a8d<\/h3>\n<p>\u3056\u3063\u304f\u308aCoverage\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u3053\u3053\u304c\u5206\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u3069\u308c\u304f\u3089\u3044\u306b\u3057\u306a\u3044\u3068\u671f\u5f85\u3059\u308b\u30bf\u30b9\u30af\u6210\u529f\u7387\u304c\u51fa\u305b\u308b\u304b\u5206\u304b\u3089\u306a\u3044\u304b\u3089\u3067\u3059\u3002\u6c7a\u5b9a\u8ad6\u7684\u306b\u691c\u8a3c\u53ef\u80fd\u306a\u30bf\u30b9\u30af\u306e\u5834\u5408\u3001Coverage\u306f\u3059\u3050\u306b\u78ba\u8a8d\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u3046\u3067\u306a\u3044\u30bf\u30b9\u30af\u306e\u5834\u5408\u306f\u3001\u3068\u308a\u3042\u3048\u305a\u624b\u3067\u52d5\u304b\u3057\u3066\u307f\u3066\u3001\u3069\u308c\u304f\u3089\u3044\u306eCoverage\u304c\u51fa\u305d\u3046\u304b\u3092\u81ea\u5206\u306e\u76ee\u3067\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3056\u3063\u304f\u308a\u306eCoverage\u304c\u4f4e\u3059\u304e\u308b\u5834\u5408\u3001Repeated Sampling\u3067\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5927\u304d\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u305d\u3046\u3059\u308b\u3068\u3001\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304c\u63d0\u4f9b\u3059\u308bLLM\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3001\u6599\u91d1\u30b3\u30b9\u30c8\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u79c1\u306e\u5834\u5408\u306f5\u6307\u793a\u3067\u3069\u308c\u304f\u3089\u3044\u306eCoverage\u304c\u51fa\u305b\u305d\u3046\u304b\u3092\u6307\u793a\u3092\u5909\u3048\u306a\u304c\u3089\u4f55\u56de\u304b\u53e9\u3044\u3066\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u4eca\u56de\u306e\u30bf\u30b9\u30af\u306e\u5834\u5408\u3001GPT-5\u306b\u3088\u308b\u5019\u88dc\u751f\u6210(\u6307\u793a5\u500b\u3001\u30b5\u30f3\u30d7\u30eb\u65705)\u3067Coverage\u306f90~100%\u8fd1\u304f\u306b\u306a\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306bRepeated Sampling\u304c\u4e88\u7b97\u5185\u3067\u5fc5\u8981\u306a\u6210\u529f\u7387\u304c\u51fa\u305b\u305d\u3046\u304b\u3092\u3056\u3063\u304f\u308a\u78ba\u8a8d\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u3053\u306e\u78ba\u8a8d\u306e\u5229\u70b9\u3068\u3057\u3066\u3001\u5b9f\u9a13\u6642\u306b\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306e\u3042\u305f\u308a\u3092\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u70b9\u3082\u6319\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"Repeated-Sampling\u306e\u5b9f\u88c5\">Repeated Sampling\u306e\u5b9f\u88c5<\/h2>\n<p>Repeated Sampling\u304c\u4f7f\u3048\u305d\u3046\u3067\u3042\u308b\u3053\u3068\u3092Precision\u3001Coverage\u306e\u89b3\u70b9\u304b\u3089\u78ba\u8a8d\u3067\u304d\u305f\u306e\u3067\u65e9\u901f\u5b9f\u88c5\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"BAML\u3092\u4f7f\u3063\u305fVerifier\u5b9f\u88c5\">BAML\u3092\u4f7f\u3063\u305fVerifier\u5b9f\u88c5<\/h3>\n<p>Repeated Sampling\u3059\u308b\u306b\u3042\u305f\u308a\u3001Verifier\u306e\u5b9f\u88c5\u306f\u3068\u3066\u3082\u91cd\u8981\u3067\u3059\u3002\u306a\u305c\u306a\u3089\u3070\u3001\u5148\u307b\u3069\u7d39\u4ecb\u3057\u305f\u3088\u3046\u306b\u3001<strong>Verifier\u306ePrecision\u304c\u982d\u6253\u3061\u3060\u3068\u3001\u9ad8\u3044Coverage\u306e\u6069\u6075\u3092\u5341\u5206\u306b\u53d7\u3051\u3089\u308c\u306a\u3044<\/strong>\u304b\u3089\u3067\u3059(\u30b5\u30f3\u30d7\u30eb\u306e\u4e2d\u306b\u6b63\u3057\u3044\u3082\u306e\u304c\u3042\u3063\u3066\u3082\u3001\u305d\u308c\u3092\u9078\u3073\u3068\u308c\u306a\u304f\u3066\u306f\u610f\u5473\u304c\u306a\u3044)\u3002<\/p>\n<p>\u4eca\u56de\u306e\u30bf\u30b9\u30af\u3067\u3042\u308b\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u306b\u304a\u3051\u308bVerifier\u306e\u7279\u6027\u3092\u8003\u3048\u307e\u3059\u3002\u70b9\u6570\u8a08\u7b97\u90e8\u5206\u306f\u6c7a\u5b9a\u8ad6\u7684\u306b\u53ef\u80fd\u3067\u3059\u304c\u3001\u4eca\u56de\u306e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u306f\u3001LLM\u304c\u81ea\u7136\u8a00\u8a9e\u3067\u51fa\u3057\u305f\u70b9\u6570\u8a08\u7b97\u554f\u984c\u304c\u6307\u793a\u306b\u6cbf\u3063\u305f\u554f\u984c\u304b\u3092\u5224\u5b9a\u3059\u308bVerifier\u5b9f\u88c5\u304c\u975e\u6c7a\u5b9a\u8ad6\u7684\u306a\u51e6\u7406\u306b\u306a\u308a\u307e\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u81ea\u7136\u8a00\u8a9e\u306e\u70b9\u6570\u8a08\u7b97\u554f\u984c\u304b\u3089\u70b9\u6570\u8a08\u7b97\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092LLM\u3067\u62bd\u51fa\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>\u3088\u3063\u3066\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3092Repeated Sampling\u3067\u89e3\u304f\u5834\u5408\u3001\u3053\u306eVerifier\u5b9f\u88c5\u304c\u975e\u5e38\u306b\u5927\u4e8b\u3067\u3059\u3002\u4eca\u56de\u306f<a target=\"_blank\" href=\"https:\/\/boundaryml.com\/\">BAML<\/a>\u3092\u4f7f\u3063\u305f\u69cb\u9020\u51fa\u529b\u3092\u884c\u3044\u307e\u3059\u3002\u305d\u306e\u51fa\u529b\u3092\u4f7f\u3063\u3066\u3001\u70b9\u6570\u8a08\u7b97\u3068\u5f79\u306e\u53d6\u5f97\u3092\u884c\u3044\u3001LLM\u3067\u70b9\u6570\u4e00\u81f4\u3068\u3001\u6307\u793a\u9069\u5408\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u3044\u308f\u3086\u308bLLM-as-a-Judge\u3067\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u304c\u6307\u793a\u306b\u3042\u3063\u3066\u3044\u308b\u304b\u3092\u5224\u5b9a\u3059\u308bVerifier\u5b9f\u88c5\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/a\/abctail30\/20251109\/20251109202105.png\" width=\"1200\" height=\"543\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u304c\u6307\u793a\u306b\u3042\u3063\u3066\u3044\u308b\u304b\u3092\u5224\u5b9a\u3059\u308bVerifier\u5b9f\u88c5<\/figcaption><\/figure>\n<\/p>\n<p>Verifier\u3092\u4e00\u3064\u306eAgent\u3068\u3057\u3066\u69cb\u9020\u5316\u3001\u70b9\u6570\u8a08\u7b97\u30c4\u30fc\u30eb\u5229\u7528\u3001\u5224\u5b9a\u3092\u30b9\u30c6\u30c3\u30d7\u3068\u3057\u30661\u3064\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u307e\u3068\u3081\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30d6\u30eb\u306b\u3059\u308b\u305f\u3081\u306bAgentic Workflow\u3068\u3057\u3066\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u78ba\u5b9f\u306b\u69cb\u9020\u5316\u3001\u70b9\u6570\u8a08\u7b97\u3001\u5224\u5b9a\u304c\u884c\u308f\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002Verifier\u5b9f\u88c5\u306f\u3069\u308c\u3060\u3051\u6c7a\u5b9a\u8ad6\u7684\u306b\u3067\u304d\u308b\u304b\u304c\u52dd\u8ca0\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56deBAML\u306b\u3088\u308b\u69cb\u9020\u5316\u51fa\u529b\u3092\u3057\u305f\u306e\u306f\u3001\u9ebb\u96c0\u306e\u3088\u3046\u306a\u8907\u96d1\u306a\u30eb\u30fc\u30eb\u3092\u5f62\u3084\u898f\u7d04\u3067\u8868\u73fe\u3067\u304d\u308b\u305f\u3081\u3067\u3059\u3002\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u306f\u6b21\u306e\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u306a\u304f\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n<ul>\n<li>\u624b\u724c<\/li>\n<li>\u30a2\u30ac\u30ea\u724c<\/li>\n<li>\u30c9\u30e9<\/li>\n<li>\u9cf4\u304d\u60c5\u5831<\/li>\n<li>\u5834\u98a8\u3001\u81ea\u98a8<\/li>\n<li>\u89aa\u3001\u5b50<\/li>\n<li>\u30a2\u30ac\u30ea\u65b9(\u30ed\u30f3\/\u30c4\u30e2)<\/li>\n<\/ul>\n<p>\u3055\u3089\u306b\u5404\u7a2e\u30c7\u30fc\u30bf\u306b\u306f\u9ebb\u96c0\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u305f\u5236\u7d04\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u624b\u724c\u306f1~9m(\u842c\u5b50), 1~9p(\u7b52\u5b50), 1~9s(\u7d22\u5b50)\u30011~7z(\u5b57\u724c)\u3067\u8868\u73fe<\/li>\n<li>\u624b\u724c\u306f\u30a2\u30ac\u30ea\u724c\u3092\u542b\u3081\u3001\u30ab\u30f3\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u305d\u306e\u6570\u3060\u3051\u3001\u624b\u724c\u30ea\u30b9\u30c8\u304c\u4f38\u3073\u308b\u3002<\/li>\n<li>\u9cf4\u3044\u305f\u724c\u306f\u5168\u3066\u624b\u724c\u30ea\u30b9\u30c8\u306b\u542b\u307e\u308c\u3066\u306a\u304f\u3066\u306f\u3044\u3051\u306a\u3044\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u5236\u7d04\u3092\u6301\u305f\u305b\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u69cb\u9020\u5316\u51fa\u529b\u3092\u77ef\u6b63\u3059\u308b\u4f55\u304b\u3057\u3089\u306e\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3059\u3002\u305d\u3053\u3067\u3001\u4eca\u56de\u306fBAML\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>BAML\u306fBAML\u30d5\u30a1\u30a4\u30eb\u306bPython Like\u306b\u578b\u3092\u5b9a\u7fa9\u3057\u3001\u305d\u3053\u304b\u3089Pydantic\u30b3\u30fc\u30c9\u81ea\u52d5\u751f\u6210\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001BAML\u30d5\u30a1\u30a4\u30eb\u3055\u3048\u3042\u308c\u3070\u4ed6\u306e\u8a00\u8a9e(Go\u3001Ruby\u3001JavaScript)\u306a\u3069\u306e\u30b3\u30fc\u30c9\u3082\u751f\u6210\u53ef\u80fd\u3067\u3059\u3002\u30c1\u30fc\u30e0\u5185\u3067\u4f7f\u3044\u56de\u3059\u69cb\u9020\u5316Agent\u306e\u958b\u767a\u306b\u975e\u5e38\u306b\u4fbf\u5229\u3067\u3059\u3002<\/p>\n<p>BAML\u30d5\u30a1\u30a4\u30eb\u5168\u3066\u3092\u8cbc\u308b\u3068\u9577\u304f\u306a\u3063\u3066\u3057\u307e\u3046\u306e\u3067\u3001\u30dd\u30a4\u30f3\u30c8\u3060\u3051\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002BAML\u306f\u5229\u7528\u3059\u308bLLM\u30e2\u30c7\u30eb\u3001\u69cb\u9020\u5316\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u30c7\u30fc\u30bf\u306e\u578b\u3092\u8a18\u8ff0\u3057\u3001\u30b3\u30fc\u30c9\u81ea\u52d5\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u69cb\u9020\u5316\u51fa\u529bAgent\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-javascript\" data-lang=\"javascript\" data-unlink=\"\"><span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">Hand<\/span> <span class=\"synSpecial\">{<\/span>\n\n<span class=\"synSpecial\">}<\/span>\n\n\nclient<span class=\"synStatement\">llm<span class=\"synStatement\">&gt;<\/span> GPT4oMini <span class=\"synSpecial\">{<\/span>\n  provider openai\n  options <span class=\"synSpecial\">{<\/span>\n    model <span class=\"synConstant\">\"gpt-4o\"<\/span>\n    api_key env<span class=\"synStatement\">.<\/span>OPENAI_API_KEY\n  <span class=\"synSpecial\">}<\/span>\n<span class=\"synSpecial\">}<\/span>\n\n\n<span class=\"synStatement\">function<\/span> <span class=\"synIdentifier\">ExtractHandFromQuestion<\/span><span class=\"synSpecial\">(<\/span>question: string<span class=\"synSpecial\">)<\/span> <span class=\"synStatement\">-<\/span>&gt; Hand <span class=\"synSpecial\">{<\/span>\n  client GPT4oMini\n  prompt #<span class=\"synConstant\">\"<\/span>\n<span class=\"synConstant\">    \u4ee5\u4e0b\u306e\u65e5\u672c\u8a9e\u306e\u9ebb\u96c0\u554f\u984c\u6587\u304b\u3089\u624b\u724c\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u5b8c\u5168\u306aJSON\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u51fa\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span>\n<span class=\"synConstant\">\/\/...(\u7701\u7565)<\/span>\n<\/span><\/pre>\n<p>\u4f8b\u3048\u3070\u3001\u9ebb\u96c0\u724c\u3092\u306e\u8868\u73fe\u3092\u6b21\u306e\u3088\u3046\u306b\u5236\u9650\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-javascript\" data-lang=\"javascript\" data-unlink=\"\">\n\n\n\ntype TileType <span class=\"synStatement\">=<\/span> string <span class=\"synType\">@assert<\/span><span class=\"synSpecial\">(<\/span>valid_tile<span class=\"synStatement\">,<\/span> <span class=\"synSpecial\">{<\/span>{\n  <span class=\"synStatement\">this|<\/span><span class=\"synIdentifier\">regex_match<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">\"^[1-9][mps]$\"<\/span><span class=\"synSpecial\">)<\/span> or <span class=\"synStatement\">this|<\/span><span class=\"synIdentifier\">regex_match<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">\"^[1-7]z$\"<\/span><span class=\"synSpecial\">)<\/span>\n<span class=\"synSpecial\">}<\/span>}<span class=\"synSpecial\">)<\/span>\n<\/pre>\n<p>\u30a2\u30ac\u30ea\u5f62\u306e\u624b\u724c\u306f14\u679a\u3067\u3059\u304c\u3001\u30ab\u30f3\u304c\u3042\u308b\u3068\u305d\u306e\u56de\u6570\u5206\u3060\u3051\u624b\u724c\u304c\u5897\u3048\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u624b\u724c\u306f14~18\u679a\u3067\u3042\u308a\u3001\u3053\u308c\u3092<code>@assert<\/code>\u3067\u8868\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-javascript\" data-lang=\"javascript\" data-unlink=\"\"><span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">Hand<\/span> <span class=\"synSpecial\">{<\/span>\n  <span class=\"synIdentifier\">tiles<\/span> <span class=\"synIdentifier\">TileType<\/span><span class=\"synSpecial\">[]<\/span> <span class=\"synType\">@description<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">\"\u624b\u724c\u306e\u724c\u30ea\u30b9\u30c8\u3002\u548c\u4e86\u724c(win_tile)\u3092\u542b\u3080\u3002\u9cf4\u3044\u305f\u724c\u3082\u5168\u3066\u542b\u3081\u308b\u3002\u30ab\u30f3\u304c\u306a\u3044\u5834\u5408\u306f\u6b63\u78ba\u306b14\u679a\u3001\u30ab\u30f3\u304c\u3042\u308b\u5834\u5408\u306f\u30ab\u30f31\u3064\u306b\u3064\u304d1\u679a\u8ffd\u52a0(15-18\u679a)\u3002\u5f62\u5f0f: '1m', '2p', '3s', '1z'\u306a\u3069\"<\/span><span class=\"synSpecial\">)<\/span>\n    <span class=\"synType\">@assert<\/span><span class=\"synSpecial\">(<\/span>tile_count<span class=\"synStatement\">,<\/span> <span class=\"synSpecial\">{<\/span>{ <span class=\"synStatement\">this|<\/span>length <span class=\"synStatement\">==<\/span> <span class=\"synConstant\">14<\/span> or <span class=\"synStatement\">this|<\/span>length <span class=\"synStatement\">==<\/span> <span class=\"synConstant\">15<\/span> or <span class=\"synStatement\">this|<\/span>length <span class=\"synStatement\">==<\/span> <span class=\"synConstant\">16<\/span> or <span class=\"synStatement\">this|<\/span>length <span class=\"synStatement\">==<\/span> <span class=\"synConstant\">17<\/span> or <span class=\"synStatement\">this|<\/span>length <span class=\"synStatement\">==<\/span> <span class=\"synConstant\">18<\/span> <span class=\"synSpecial\">}<\/span>}<span class=\"synSpecial\">)<\/span>\n<\/pre>\n<p>\u3053\u308c\u3089\u306e\u30eb\u30fc\u30eb\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u5168\u3066\u5f37\u5236\u3059\u308b\u3053\u3068\u306f\u96e3\u3057\u3044\u306e\u3067\u3059\u304c\u3001BAML\u3067\u5f37\u5236\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u51fa\u529b\u304c\u3053\u306e\u5f62\u306b\u77ef\u6b63\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>BAML\u30d5\u30a1\u30a4\u30eb\u304c\u3067\u304d\u305f\u3089\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3067Python\u30b3\u30fc\u30c9\u3092\u81ea\u52d5\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"code bash\" data-lang=\"bash\" data-unlink=\"\">uv run baml-cli generate<\/pre>\n<p>\u3053\u308c\u3060\u3051\u3067\u3001\u69cb\u9020\u5316\u51fa\u529bAgent\u304c\u3067\u304d\u307e\u3059\u3002\u7c21\u5358\u3067\u3059\u306d\u3002<\/p>\n<p>20\u6307\u793a\u3067Verifier\u304c\u3069\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3059\u308b\u304b\u3092\u5b9f\u9a13\u3057\u307e\u3059\u3002\u6307\u793a\u306e\u4f8b\u306f\u6b21\u3067\u3059\u3002<\/p>\n<pre class=\"code lang-javascript\" data-lang=\"javascript\" data-unlink=\"\">\u30bf\u30f3\u30e4\u30aa\u3068\u30d4\u30f3\u30d5\u306e\u4e21\u65b9\u3092\u542b\u3080\u554f\u984c\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\n\u5f79\u724c\u304c\u4e00\u3064\u3042\u308a\u3001\u7b54\u3048\u304c2000\u70b9\u306b\u306a\u308b\u554f\u984c\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\n\u6697\u523b\u304c\u4e8c\u3064\u3042\u308a\u3001<span class=\"synConstant\">3<\/span>\u7ffb30\u7b26\u306e\u554f\u984c\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\n\n\n<\/pre>\n<p>\u3053\u3053\u3067\u88dc\u8db3\u3067\u3059\u304c\u3001\u524d\u56de\u306e\u30d6\u30ed\u30b0\u3067\u306f\u300cN\u7ffbM\u7b26\u306e\u554f\u984c\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3046\u6307\u793a\u306e\u307f\u3092\u6271\u3046\u30bf\u30b9\u30af\u3067\u3057\u305f\u304c\u3001\u4eca\u56de\u306e\u5b9f\u9a13\u3067\u306f\u6307\u793a\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u5897\u3084\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u524d\u56de\u306eMulti Agent\u306e\u5b9f\u9a13\u6642\u3088\u308a\u3082\u30bf\u30b9\u30af\u306e\u96e3\u6613\u5ea6\u306f\u304b\u306a\u308a\u9ad8\u304f\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u6307\u793a\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3068\u3082\u306b\u3001LLM\u306b\u6e21\u3057\u3001\u751f\u6210\u3055\u308c\u305f\u554f\u984c\u6587\u3092BAML\u3067\u751f\u6210\u3057\u305fAgent\u306b\u6e21\u3057\u3066\u69cb\u9020\u5316\u3057\u307e\u3059\u3002\u305d\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3044\u3001Python\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308b<a target=\"_blank\" href=\"https:\/\/pypi.org\/project\/mahjong\/\">mahjong<\/a>\u3092\u4f7f\u3063\u305f\u70b9\u6570\u8a08\u7b97\u3001LLM-as-a-Judge\u306b\u6d41\u3057\u307e\u3059\u3002<\/p>\n<p>\u4e0a\u306e\u5b9f\u88c5\u3067\u3001Verifier\u306ePrecision\u3092\u691c\u8a3c\u3057\u3066\u3044\u304d\u307e\u3059\u3002GPT-5\u306b\u751f\u6210\u3055\u305b\u305f\u554f\u984c\u3092GPT-4\u3092\u4f7f\u3063\u305fVerifier\u306b\u5224\u5b9a\u3055\u305b\u3066\u3044\u307e\u3059\u3002\u554f\u984c\u751f\u6210\u3060\u3051\u3092GPT-5\u306b\u4efb\u305b\u305f\u306e\u306f\u3001Verifier\u306e\u6319\u52d5\u3060\u3051\u306b\u30d5\u30a9\u30fc\u30ab\u30b9\u3059\u308b\u305f\u3081\u306b\u3001\u554f\u984c\u3092\u7cbe\u5ea6\u306e\u826f\u3044\u7269\u306b\u3057\u305f\u304b\u3063\u305f\u304b\u3089\u3067\u3059(\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u3067\u306f\u554f\u984c\u751f\u6210\u306b\u307b\u3068\u3093\u3069\u6210\u529f\u3057\u306a\u3044)\u3002<\/p>\n<p>\u30b5\u30af\u30c3\u30685\u500b\u306e\u30b5\u30f3\u30d7\u30eb\u30b9\u30a4\u30fc\u30c8\u3067Verifier\u306e\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u305f\u7d50\u679c\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">============================================================\n\u691c\u8a3c\u7d71\u8a08:\n============================================================\n\u7dcf\u554f\u984c\u6570: 5\n\u6307\u793a\u901a\u308a\u306e\u554f\u984c: 2\n\u6307\u793a\u901a\u308a\u3067\u306f\u306a\u3044\u554f\u984c: 3\n\u6b63\u3057\u3044\u5019\u88dc\u3092\u751f\u6210\u3067\u304d\u305f\u7387: 40.0%<\/pre>\n<p>\u554f\u984c\u751f\u6210 -&gt; Verifier\u30675\u4ef6\u4e2d3\u4ef6\u304c\u6b63\u3057\u3044\u3068\u5224\u5b9a\u304c\u3067\u304d\u3066\u304a\u308a\u3001\u5b9f\u969b\u306b2\u4ef6\u306e\u6307\u793a\u306b\u3042\u3063\u3066\u3044\u306a\u3044\u554f\u984c\u3092\u5f3e\u3051\u3066\u3044\u307e\u3057\u305f\u3002Verifier\u306ePrecision\u306f100%\u3067\u3059\u3002\u3053\u308c\u3067\u3042\u308c\u3070\u30b5\u30f3\u30d7\u30eb\u6570\u306f5\u500b\u3082\u3042\u308c\u3070\u4f59\u88d5\u305d\u3046\u3067\u3059\u3002\u3053\u308c\u3092Repeated Sampling\u3067\u4e0a\u3052\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"LLM\u306e\u4e26\u5217\u63a8\u8ad6\u3067\u5019\u88dc\u751f\u6210\">LLM\u306e\u4e26\u5217\u63a8\u8ad6\u3067\u5019\u88dc\u751f\u6210<\/h3>\n<p>Repeated Sampling\u306e\u6838\u3067\u3042\u308b\u5019\u88dc\u751f\u6210\u90e8\u5206\u3092\u5b9f\u88c5\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u304a\u3055\u3089\u3044\u3067\u3059\u304c\u3001Repeated Sampling\u306f\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u4e00\u3064\u306e\u6307\u793a\u306b\u5bfe\u3057\u3066\u3001LLM\u3092\u4e26\u5217\u3067\u8d70\u3089\u305b\u3001\u56de\u7b54\u5019\u88dc\u3092\u8907\u6570\u751f\u6210\u3059\u308b\u3002<\/li>\n<li>\u5019\u88dc\u306b\u5bfe\u3057\u3066verifier\u3067\u9069\u5408\u3057\u305f\u3082\u306e\u3092\u898b\u3064\u3051\u3001\u305d\u308c\u3092\u6700\u7d42\u56de\u7b54\u3068\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>Verifier\u5b9f\u88c5\u306f\u3059\u3067\u306b\u3042\u308b\u306e\u3067\u30011\u3064\u306e\u6307\u793a\u306b\u5bfe\u3057\u3066\u3001LLM\u3092\u4e26\u5217\u3067\u8d70\u3089\u305b\u3001\u56de\u7b54\u5019\u88dc\u3092\u8907\u6570\u751f\u6210\u3059\u308b\u90e8\u5206\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002\u56de\u7b54\u5019\u88dc\u306b\u5bfe\u3057\u3066verifier\u304c\u9069\u5408\u3068\u307f\u306a\u3057\u305f\u3082\u306e\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u4e00\u3064\u9078\u629e\u3057\u3066\u3001\u305d\u308c\u3092\u6700\u7d42\u56de\u7b54\u3068\u3059\u308b\u5b9f\u88c5\u3092\u3057\u307e\u3059\u3002<\/p>\n<p>\u5b9f\u88c5\u3067\u306f\u30b7\u30f3\u30d7\u30eb\u306a\u65b9\u5f0f\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002\u6b21\u306e\u30ec\u30d9\u30eb\u3067\u4e26\u5217\u5316\u3092\u5165\u308c\u3066\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>Candidates\u751f\u6210\u30d5\u30a7\u30fc\u30ba<\/strong>: \u5019\u88dc\u751f\u6210\u306f\u4e26\u5217\u306b<\/li>\n<li><strong>Verifier\u30d5\u30a7\u30fc\u30ba<\/strong> : Candidates\u306b\u5bfe\u3057\u3066\u4e26\u5217\u3067Verifier\u306e\u691c\u8a3c\u3092\u304b\u3051\u308b<\/li>\n<\/ul>\n<p>\u3057\u304b\u3057\u3001\u3053\u3053\u306f\u5225\u306e\u5b9f\u88c5\u65b9\u5f0f\u3082\u53ef\u80fd\u3067\u3059\u3002Candidates\u3092\u96c6\u3081\u5207\u308b\u306e\u3092\u5f85\u3064\u306e\u3067\u306f\u306a\u304f\u3001Candidate\u304c\u3067\u304d\u305f\u3089\u3001\u30ce\u30f3\u30d6\u30ed\u30c3\u30ad\u30f3\u30b0\u3067Verifier\u3092\u8d70\u3089\u305b\u3001\u3082\u3057\u6210\u529f\u3057\u3066\u3044\u305f\u3089\u3001\u4ed6\u306e\u4e26\u5217\u3067\u8d70\u3089\u305b\u3066\u3044\u305fCandidate\u751f\u6210\u3092\u6253\u3061\u5207\u308b\u5b9f\u88c5\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u65b9\u6cd5\u306f\u8ad6\u6587\u3067\u8ff0\u3079\u3089\u308c\u3066\u3044\u308b\u6b21\u306e\u3088\u3046\u306a\u65b9\u5f0f\u3092\u5229\u7528\u3067\u304d\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>Majority Vote(\u591a\u6570\u6c7a)\u65b9\u5f0f<\/strong>\n<ul>\n<li>\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u306e\u4e2d\u3067\u6700\u3082\u983b\u7e41\u306b\u51fa\u73fe\u3059\u308b\u56de\u7b54\u3092\u6700\u7d42\u89e3\u3068\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>Reward Model + Best-of-N\u65b9\u5f0f<\/strong>\n<ul>\n<li>\u5831\u916c\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u5404\u5019\u88dc\u306e\u8cea\u3092\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3057\u3001\u6700\u3082\u9ad8\u3044\u30b9\u30b3\u30a2\u306e\u89e3\u3092\u6700\u7d42\u89e3\u3068\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>Reward Model + Majority Vote\u65b9\u5f0f<\/strong>\n<ul>\n<li>\u5831\u916c\u30e2\u30c7\u30eb\u306e\u30b9\u30b3\u30a2\u3067\u5404\u5019\u88dc\u3092\u91cd\u307f\u4ed8\u3051\u3057\u3001\u91cd\u307f\u4ed8\u3051\u3055\u308c\u305f\u591a\u6570\u6c7a\u3067\u6700\u7d42\u89e3\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u4eca\u56de\u306e\u5b9f\u88c5\u3067\u306f \u5019\u88dc\u5358\u4f4d\u3067\u6210\u5426\u304c\u660e\u78ba\u306b\u5224\u5b9a\u53ef\u80fd\u306a\u30bf\u30b9\u30af\uff08pass-fail tasks\uff09\u3067\u3042\u308b\u305f\u3081\u3001\u4e0a\u306e\u3088\u3046\u306a\u8907\u96d1\u306a\u65b9\u5f0f\u306f\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002Future Work\u3068\u3057\u3066\u3053\u306e\u30ce\u30f3\u30d6\u30ed\u30c3\u30ad\u30f3\u30b0Verifier\u30d1\u30bf\u30fc\u30f3\u306b\u306f\u53d6\u308a\u7d44\u3093\u3067\u307f\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"\u5b9f\u9a13\">\u5b9f\u9a13<\/h2>\n<p>\u6b21\u306e\u8a2d\u5b9a\u3067\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u554f\u984c\u751f\u6210\u30e2\u30c7\u30eb: GPT-5<\/li>\n<li>Verifier\u5185\u3067\u5229\u7528\u3059\u308b\u30e2\u30c7\u30eb: GPT-4o<\/li>\n<li>BAML\u30af\u30e9\u30a4\u30a2\u30f3\u30c8: GPT-4o<\/li>\n<li>\u6307\u793a\u6570: 20<\/li>\n<li>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6570: 5<\/li>\n<li>\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9: \u30bf\u30b9\u30af\u6210\u529f\u7387(\u4eca\u56de\u306f\u79c1\u304c\u76ee\u3067\u672c\u5f53\u306b\u3042\u3063\u3066\u3044\u308b\u304b\u3092\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002\u79c1\u306f\u30ea\u30a2\u30eb\u9ebb\u96c0\u3067\u5e74\u9593200\u534a\u8358\u6253\u3064\u3068\u3044\u3046\u8a13\u7df4\u3092\u53d7\u3051\u3066\u3044\u308b\u306e\u3067\u5fc3\u914d\u306f\u7121\u7528\u3067\u3059)<\/li>\n<\/ul>\n<p>\u5b9f\u884c\u7d50\u679c\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">============================================================\n\u5168\u4f53\u306e\u7d71\u8a08:\n============================================================\n\u7dcf\u6307\u793a\u6570: 20\n\u6210\u529f: 19 (LLM-as-a-Judge\u304c\u9069\u5408\u3068\u5224\u65ad\u3057\u305f\u5019\u88dc\u304c1\u3064\u4ee5\u4e0a\u898b\u3064\u304b\u3063\u305f\u6307\u793a\u306e\u6570)\n\u5931\u6557: 1 (LLM-as-a-Judge\u304c\u9069\u5408\u3068\u5224\u65ad\u3057\u305f\u5019\u88dc\u304c1\u3064\u3082\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u6307\u793a\u306e\u6570)\n\u6210\u529f\u7387: 95.0%\n\n\u5168\u4f53\u306e\u6210\u529f\u7387:\nBAML\u62bd\u51fa\u6210\u529f\u7387: 100.0%\n\u70b9\u6570\u8a08\u7b97\u6210\u529f\u7387: 98.0%\nLLM-as-a-Judge\u5b9f\u884c: 98\n\u6307\u793a\u901a\u308a\u3060\u3063\u305f\u5019\u88dc\u6570: 75\nLLM-as-a-Judge\u6210\u529f\u7387: 76.5%<\/pre>\n<p>\u5c0f\u3055\u306a\u30b5\u30f3\u30d7\u30eb\u30b9\u30a4\u30fc\u30c8\u3067\u3059\u304c\u3001\u524d\u56de\u306e\u30d6\u30ed\u30b0\u3067\u884c\u3063\u305f\u5b9f\u9a13\u3088\u308a\u3082\u8907\u6570\u6761\u4ef6\u304c\u7d61\u3080\u96e3\u3057\u3044\u6307\u793a\u3092\u542b\u3080\u30bf\u30b9\u30af\u3067\u6210\u529f\u738790%\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u3002\u3061\u306a\u307f\u306bRepeated Sampling\u306a\u3057\u306eGPT-5\u5358\u4f53\u306e\u30bf\u30b9\u30af\u6210\u529f\u7387=\u5168\u4f53\u306eLLM-as-a-Judge\u6210\u529f\u7387\u3068\u307f\u308b\u306876.5%\u3067\u3057\u305f\u3002<\/p>\n<p>\u500b\u5225\u306e\u6307\u793a\u306e\u7d50\u679c\u3092\u3082\u3046\u5c11\u3057\u8a73\u7d30\u306b\u78ba\u8a8d\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u4f8b\u3048\u3070\u300c\u4e09\u8272\u540c\u9806\u3068\u30bf\u30f3\u30e4\u30aa\u306e\u4e21\u65b9\u3092\u542b\u307f\u3001\u7b54\u3048\u304c8000\u70b9\u306b\u306a\u308b\u554f\u984c\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3046\u6307\u793a\u306b\u5bfe\u3057\u3066\u3001\u6b21\u306b\u793a\u3059\u3088\u3046\u306b\u751f\u6210\u3055\u308c\u305f\u5019\u88dc\u306e\u6210\u529f\u7387\u306f80%\u3067\u3057\u305f\u3002<\/p>\n<pre class=\"code lang-yaml\" data-lang=\"yaml\" data-unlink=\"\">============================================================\n<span class=\"synIdentifier\">\u6307\u793a\u5185\u5bb9<\/span><span class=\"synSpecial\">:<\/span> \u4e09\u8272\u540c\u9806\u3068\u30bf\u30f3\u30e4\u30aa\u306e\u4e21\u65b9\u3092\u542b\u307f\u3001\u7b54\u3048\u304c8000\u70b9\u306b\u306a\u308b\u554f\u984c\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\n============================================================\n\n<span class=\"synIdentifier\">\u5019\u88dc 1<\/span><span class=\"synSpecial\">:<\/span> \u2713 BAML\u62bd\u51fa\u6210\u529f, \u2713 \u8a08\u7b97\u6210\u529f (\u70b9\u6570: <span class=\"synConstant\">8000<\/span>, \u5f79: Pinfu, Tanyao, Sanshoku Doujun, Dora)\n  <span class=\"synIdentifier\">\u6307\u793a\u9069\u5408\u6027<\/span><span class=\"synSpecial\">:<\/span> No\n  <span class=\"synIdentifier\">\u7406\u7531<\/span><span class=\"synSpecial\">:<\/span> \u5f79\u30ea\u30b9\u30c8\u306b\u300cPinfu\u300d\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u300c\u4e09\u8272\u540c\u9806\u300d\u3068\u300c\u30bf\u30f3\u30e4\u30aa\u300d\u306e\u4e21\u65b9\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304c\u3001\u6307\u793a\u306b\u306f\u300cPinfu\u300d\u306f\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u6307\u793a\u306b\u5b8c\u5168\u306b\u306f\u5f93\u3063\u3066\u3044\u307e\u305b\u3093\u3002\n<span class=\"synIdentifier\">\u5019\u88dc 2<\/span><span class=\"synSpecial\">:<\/span> \u2713 BAML\u62bd\u51fa\u6210\u529f, \u2713 \u8a08\u7b97\u6210\u529f (\u70b9\u6570: <span class=\"synConstant\">8000<\/span>, \u5f79: Riichi, Tanyao, Iipeiko, Sanshoku Doujun)\n  <span class=\"synIdentifier\">\u6307\u793a\u9069\u5408\u6027<\/span><span class=\"synSpecial\">:<\/span> \u56de\u7b54\u5f62\u5f0f: Yes\n  <span class=\"synIdentifier\">\u7406\u7531<\/span><span class=\"synSpecial\">:<\/span> \u5f79\u30ea\u30b9\u30c8\u306b\u300cSanshoku Doujun\u300d\uff08\u4e09\u8272\u540c\u9806\uff09\u3068\u300cTanyao\u300d\uff08\u30bf\u30f3\u30e4\u30aa\uff09\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5f79\u306e\u6761\u4ef6\u306f\u6e80\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6307\u793a\u306b\u300c\u7b54\u3048\u304c8000\u70b9\u306b\u306a\u308b\u300d\u3068\u3042\u308a\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u8a08\u7b97\u3055\u308c\u305f\u70b9\u6570\u306f8000\u70b9\u3067\u3042\u308b\u305f\u3081\u3001\u70b9\u6570\u306e\u6761\u4ef6\u3082\u6e80\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u6307\u793a\u306b\u660e\u8a18\u3055\u308c\u3066\u3044\u308b\u6761\u4ef6\u306f\u3059\u3079\u3066\u6e80\u305f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u56de\u7b54\u306f\u300cYes\u300d\u3068\u306a\u308a\u307e\u3059\u3002\n<span class=\"synIdentifier\">\u5019\u88dc 3<\/span><span class=\"synSpecial\">:<\/span> \u2713 BAML\u62bd\u51fa\u6210\u529f, \u2713 \u8a08\u7b97\u6210\u529f (\u70b9\u6570: <span class=\"synConstant\">8000<\/span>, \u5f79: Tanyao, Sanshoku Doujun, Dora)\n  <span class=\"synIdentifier\">\u6307\u793a\u9069\u5408\u6027<\/span><span class=\"synSpecial\">:<\/span> \u56de\u7b54\u5f62\u5f0f: Yes\n  <span class=\"synIdentifier\">\u7406\u7531<\/span><span class=\"synSpecial\">:<\/span> \u5f79\u30ea\u30b9\u30c8\u306b\u300cSanshoku Doujun\u300d\u3068\u300cTanyao\u300d\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5f79\u306e\u6761\u4ef6\u306f\u6e80\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6307\u793a\u306b\u300c\u7b54\u3048\u304c8000\u70b9\u306b\u306a\u308b\u300d\u3068\u3042\u308b\u305f\u3081\u3001\u70b9\u6570\u3082\u6761\u4ef6\u306b\u542b\u307e\u308c\u307e\u3059\u3002\u5b9f\u969b\u306e\u70b9\u6570\u306f8000\u70b9\u3067\u3042\u308a\u3001\u6761\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u6307\u793a\u306b\u660e\u8a18\u3055\u308c\u3066\u3044\u308b\u5168\u3066\u306e\u6761\u4ef6\u304c\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u6b63\u3057\u3044\u56de\u7b54\u306f\u300cYes\u300d\u3067\u3059\u3002\n<span class=\"synIdentifier\">\u5019\u88dc 4<\/span><span class=\"synSpecial\">:<\/span> \u2713 BAML\u62bd\u51fa\u6210\u529f, \u2713 \u8a08\u7b97\u6210\u529f (\u70b9\u6570: <span class=\"synConstant\">4000<\/span>, \u5f79: Tanyao, Sanshoku Doujun)\n  <span class=\"synIdentifier\">\u6307\u793a\u9069\u5408\u6027<\/span><span class=\"synSpecial\">:<\/span> No\n  <span class=\"synIdentifier\">\u7406\u7531<\/span><span class=\"synSpecial\">:<\/span> \u5f79\u30ea\u30b9\u30c8\u306b\u300cTanyao\u300d\u3068\u300cSanshoku Doujun\u300d\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5f79\u306e\u6761\u4ef6\u306f\u6e80\u305f\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u6307\u793a\u306b\u300c\u7b54\u3048\u304c8000\u70b9\u306b\u306a\u308b\u300d\u3068\u3042\u308b\u306e\u306b\u5bfe\u3057\u3001\u5b9f\u969b\u306e\u70b9\u6570\u306f4000\u70b9\u3067\u3042\u308b\u305f\u3081\u3001\u70b9\u6570\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u307e\u305b\u3093\u3002\n<span class=\"synIdentifier\">\u5019\u88dc 5<\/span><span class=\"synSpecial\">:<\/span> \u2713 BAML\u62bd\u51fa\u6210\u529f, \u2713 \u8a08\u7b97\u6210\u529f (\u70b9\u6570: <span class=\"synConstant\">8000<\/span>, \u5f79: Pinfu, Tanyao, Iipeiko, Sanshoku Doujun)\n  <span class=\"synIdentifier\">\u6307\u793a\u9069\u5408\u6027<\/span><span class=\"synSpecial\">:<\/span> Yes\n  <span class=\"synIdentifier\">\u7406\u7531<\/span><span class=\"synSpecial\">:<\/span> \u5f79\u30ea\u30b9\u30c8\u306b\u300cTanyao\u300d\u3068\u300cSanshoku Doujun\u300d\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u6307\u793a\u306b\u660e\u8a18\u3055\u308c\u3066\u3044\u308b\u6761\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u70b9\u6570\u304c8000\u70b9\u3067\u3042\u308b\u3053\u3068\u3082\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n<\/pre>\n<p>\u6ce8\u610f\u3059\u3079\u304d\u306f\u300c\u5019\u88dc1\u306e\u30b1\u30fc\u30b9\u306f\u6b63\u3057\u3044\u554f\u984c\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u4ed6\u306e\u5019\u88dc\u306fVerifier\u304c\u6b63\u3057\u304f\u5224\u5b9a\u3067\u304d\u3066\u3044\u307e\u3059\u3002Yes\u3068\u4e88\u6e2c\u3057\u305f\u3082\u306e\u304c3\u4ef6\u3067\u305d\u306e\u3046\u30613\u4ef6\u3068\u3082\u5408\u3063\u3066\u308b\u306e\u3067Precision\u306f100%\u3001\u6b63\u89e3\u304c4\u3064\u306e\u3046\u30613\u3064\u3060\u3051\u3092\u6b63\u3057\u304f\u4e88\u6e2c\u3057\u3066\u308b\u306e\u3067\u3001Recall\u304c75%\u3001\u5019\u88dc\u62bd\u51fa\u306ePrecision\u304c5\u500b\u306e\u5019\u88dc\u306b\u5bfe\u3057\u30664\u3064\u6b63\u89e3\u3092\u51fa\u3057\u3066\u308b\u306e\u306780%\u3067\u3059\u3002<\/p>\n<p>GPT-5\u306b\u3088\u308b\u5019\u88dc\u751f\u6210\u306e\u6210\u529f\u7387\u304c80%\u3068\u9ad8\u3044\u305f\u3081\u3001Verifier\u304c\u8aa4\u3063\u3066\u6b63\u3057\u304f\u306a\u3044\u3068\u5224\u65ad\u3059\u308b\u30b1\u30fc\u30b9\uff08\u507d\u9670\u6027\uff09\u306f\u8a31\u5bb9\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>Verifier\u306e\u5931\u6557\u3078\u306e\u5bfe\u7b56\u3068\u3057\u3066\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4fee\u6b63\u3084\u3001\u3082\u3063\u3068\u5927\u304d\u3044\u30e2\u30c7\u30eb(GPT-5\u306a\u3069)\u3092\u4f7f\u3046\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u3082\u305d\u3082GPT-5\u306e\u5019\u88dc\u751f\u6210\u306e\u7cbe\u5ea6\u304c\u6700\u521d\u304b\u3089\u9ad8\u3044\u305f\u3081\u3001\u4eca\u56de\u306fGPT-4\u3092\u4f7f\u3063\u305fVerifier\u5b9f\u88c5\u3067\u3082\u554f\u984c\u306a\u304f\u3001\u6700\u7d42\u7d50\u679c\u306e\u7cbe\u5ea6\u304c\u51fa\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8ffd\u52a0\u306e\u5b9f\u9a13\u3068\u3057\u3066\u3001\u3082\u3046\u5c11\u3057\u30b3\u30b9\u30c8\u304c\u4e0b\u3052\u3089\u308c\u308b\u304b\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002Precision\u3082Coverage\u3082\u9ad8\u3044\u4e00\u65b9\u3067\u3001GPT-5\u306b\u3088\u308b\u5019\u88dc\u751f\u6210\u306f\u9ad8\u984d\u306e\u305f\u3081\u3001GPT-4\u306b\u3088\u308b\u5019\u88dc\u751f\u6210\u3067\u5b9f\u9a13\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">============================================================\n\u5168\u4f53\u306e\u7d71\u8a08:\n============================================================\n\u7dcf\u6307\u793a\u6570: 20\n\u6210\u529f: 1 (LLM-as-a-Judge\u304c\u9069\u5408\u3068\u5224\u65ad\u3057\u305f\u5019\u88dc\u304c1\u3064\u4ee5\u4e0a\u898b\u3064\u304b\u3063\u305f\u6307\u793a\u306e\u6570)\n\u5931\u6557: 19 (LLM-as-a-Judge\u304c\u9069\u5408\u3068\u5224\u65ad\u3057\u305f\u5019\u88dc\u304c1\u3064\u3082\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u6307\u793a\u306e\u6570)\n\u6210\u529f\u7387: 5.0%\n\n\u5168\u4f53\u306e\u6210\u529f\u7387:\nBAML\u62bd\u51fa\u6210\u529f: 99\nBAML\u62bd\u51fa\u6210\u529f\u7387: 99.0%\n\u70b9\u6570\u8a08\u7b97\u6210\u529f: 68\n\u70b9\u6570\u8a08\u7b97\u6210\u529f\u7387: 68.7%\nLLM-as-a-Judge\u5b9f\u884c: 68\n\u6307\u793a\u9069\u5408\u5019\u88dc: 1\nLLM-as-a-Judge\u6210\u529f\u7387: 1.5%<\/pre>\n<p>GPT-4\u3060\u3068\u6210\u529f\u7387\u306f5%\u306b\u843d\u3061\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u3002\u3002\u3053\u306e\u5834\u5408\u306f\u3001Coverage\u304c\u4f4e\u3059\u304e\u308b\u306e\u3067\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3059\u308b\u304b\u3001\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u4e0a\u3052\u308b\u304b\u3092\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059(GPT-5\u3059\u3054\u3044\u306a\u3002\u3002\u3002)\u3002<\/p>\n<h2 id=\"Future-Work\">Future Work<\/h2>\n<p>\u5c06\u6765\u7684\u306b\u53d6\u308a\u7d44\u3080\u3079\u304d\u8ab2\u984c\u304c\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u6210\u529f\u30bf\u30b9\u30af\u3092\u767a\u898b\u6b21\u7b2c\u3001\u4ed6\u306eLLM\u63a8\u8ad6\u3092Cancel\u3059\u308b\u51e6\u7406\u3092\u5b9f\u88c5\u3059\u308c\u3070\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u524a\u6e1b\u3057\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u7e4b\u3050\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002\u307e\u305f\u3001\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305fAB-MCTS\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001Refinement\u3082\u53d6\u308a\u5165\u308c\u305fLLM\u63a8\u8ad6\u6642\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002\u3053\u308c\u3067\u3001\u3088\u308a\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u3067\u9ad8\u3044\u6210\u529f\u7387\u3092\u76ee\u6307\u305b\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u307e\u305f\u3001\u4eca\u56de\u306fVerifier\u304c\u6307\u793a\u306b\u9069\u5408\u3057\u305f\u3082\u306e\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u3073\u53d6\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u6307\u793a\u5185\u306b\u300c\u96e3\u3057\u3044\u554f\u984c\u300d\u306a\u3069\u306e\u6761\u4ef6\u304c\u3042\u308b\u5834\u5408\u3001\u5019\u88dc\u306e\u540d\u304b\u3089\u304b\u4e00\u756a\u96e3\u3057\u3044\u3082\u306e\u3092\u9078\u3073\u51fa\u3059\u5b9f\u88c5\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u305d\u306e\u5834\u5408\u306fReward Model\u3084Majority Vote\u306a\u3069\u306e\u65b9\u5f0f\u3067\u5019\u88dc\u306e\u4e2d\u304b\u3089\u9078\u3073\u53d6\u308b\u5b9f\u88c5\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h2 id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n<p>\u4eca\u56de\u306fLLM\u306b\u3088\u308b\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3092<strong>Repeated Sampling<\/strong>\u3067\u30bf\u30b9\u30af\u6210\u529f\u7387\u3092\u4e0a\u3052\u305f\u8a71\u3092\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>Repeated Sampling\u306f\u6700\u521d\u306b\u77e5\u3063\u305f\u3068\u304d\u306f\u975e\u5e38\u306b\u7c21\u5358\u306b\u5b9f\u88c5\u3067\u304d\u308b\u3088\u3046\u306b\u611f\u3058\u307e\u3057\u305f\u304c\u3001\u5b9f\u969b\u306b\u624b\u3092\u52d5\u304b\u3057\u3066\u307f\u308b\u3068\u3001\u69d8\u3005\u306a\u5b66\u3073\u304c\u3042\u308a\u307e\u3057\u305f\u3002Repeated Sampling\u304c\u6709\u52b9\u304b\u3069\u3046\u304b\u306fPrecision\u3068Coverage\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5b9f\u88c5\u524d\u306b\u5b9f\u9a13\u3092\u884c\u3044\u3001\u3053\u308c\u3089\u3092\u78ba\u8a8d\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30bf\u30b9\u30af\u306b\u3088\u3063\u3066\u306fVerifier\u306e\u5b9f\u88c5\u304c\u56f0\u96e3\u3060\u3063\u305f\u308a\u3057\u307e\u3059\u3002Precision\u306e\u9ad8\u3044Verifier\u306e\u5b9f\u88c5\u306f\u8155\u306e\u898b\u305b\u6240\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u4eca\u56de\u306e\u3088\u3046\u306b\u8ad6\u6587\u3067\u306f\u7c21\u5358\u305d\u3046\u306b\u898b\u3048\u308b\u624b\u6cd5\u3067\u3082\u3001\u3044\u3056\u3001\u81ea\u5206\u305f\u3061\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u554f\u984c\u3092\u89e3\u304b\u305b\u3088\u3046\u3068\u3059\u308b\u3068\u3001\u4e00\u7b4b\u7e04\u3067\u306f\u3044\u304b\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u304c\u96e3\u3057\u304f\u3082\u3042\u308a\u3001\u697d\u3057\u3044\u30dd\u30a4\u30f3\u30c8\u3060\u306a\u3068\u6539\u3081\u3066\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u306f<strong><a target=\"_blank\" href=\"https:\/\/layerx.notion.site\/6975c0901ea54ca9b609fafc3e8a35c3?v=268cdd370bae80cc8dfb000c55400a25\">LayerX AI Agent\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc<\/a><\/strong>\u306e42\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002\u6bce\u65e5AI Agent\u306b\u95a2\u3059\u308b\u77e5\u898b\u3092\u304a\u5c4a\u3051\u3057\u307e\u3059\uff01\uff01<a target=\"_blank\" href=\"https:\/\/x.com\/layerx_tech\">LayerX\u30c6\u30c3\u30af\u516c\u5f0fX<\/a>\u304b\u50d5\u306eX(<a target=\"_blank\" href=\"https:\/\/x.com\/po3rin\">@po3rin<\/a>)\u3092\u662f\u975e\u30d5\u30a9\u30ed\u30fc\u3057\u3066\u898b\u9003\u3055\u306a\u3044\u3088\u3046\u306b\u304a\u9858\u3044\u3057\u307e\u3059\uff01<\/p>\n<p><strong>LayerX\u3067\u306f\u3001\u300c\u696d\u52d9\u306e\u5b8c\u5168\u81ea\u52d5\u904b\u8ee2\u300d\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001LLM\u3092\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3057\u3066\u3044\u304f\u304b\u3092\u8ffd\u6c42\u3059\u308bAI\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u7d76\u8cdb\u52df\u96c6\u4e2d\u3067\u3059\uff01\uff01\u662f\u975e\u30ab\u30b8\u30e5\u30a2\u30eb\u306b\u304a\u8a71\u3057\u3057\u307e\u3057\u3087\u3046\u3002<\/strong><\/p>\n<p>\u3053\u3053\u304b\u3089\u50d5\u306b\u3064\u306a\u304c\u308a\u307e\u3059\uff01<br \/>\n<iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fjobs.layerx.co.jp%2F234cdd370bae806dbe98e448605c8c7f\" title=\"LayerX\u3067AI Agent\u3092\u958b\u767a\u3059\u308b\u697d\u3057\u3055\u3092\u304a\u8a71\u3057\u3057\u307e\u3059\uff01\uff01 \/ LayerX \u63a1\u7528\u60c5\u5831\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/jobs.layerx.co.jp\/234cdd370bae806dbe98e448605c8c7f\">jobs.layerx.co.jp<\/a><\/cite><\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/tech.layerx.co.jp\/entry\/mahjong-repeated-sampling\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"LayerX \u30d0\u30af\u30e9\u30af\u4e8b\u696d\u90e8\u3067 AI\/MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u3057\u3066\u3044\u308b\u4e2d\u6751(@po3rin)\u3067\u3059\u3002\u305d\u3057\u3066\u3053\u306e\u8a18\u4e8b\u306fLayerX AI Agent\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc42\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u30022\u30f6\u6708\u4ee5\u4e0a\u7d9a\u3044\u3066\u3044\u307e\u3059\u3002\u305d\u308d\u305d\u308d\u72c2\u6c17\u3058\u307f\u3066\u304d\u307e 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href=\"https:\/\/tech.layerx.co.jp\/entry\/mahjong-repeated-sampling\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Repeated Sampling\u3092\u4f7f\u3063\u305fLLM\u63a8\u8ad6\u6642\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u9ebb\u96c0\u70b9\u6570\u8a08\u7b97\u554f\u984c\u751f\u6210\u30bf\u30b9\u30af\u3092\u89e3\u304f\u305e\uff01 - LayerX \u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0 - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"LayerX \u30d0\u30af\u30e9\u30af\u4e8b\u696d\u90e8\u3067 AI\/MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u3057\u3066\u3044\u308b\u4e2d\u6751(@po3rin)\u3067\u3059\u3002\u305d\u3057\u3066\u3053\u306e\u8a18\u4e8b\u306fLayerX AI 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