{"id":23995,"date":"2025-11-17T03:37:35","date_gmt":"2025-11-17T03:37:35","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=23995"},"modified":"2025-11-17T03:37:35","modified_gmt":"2025-11-17T03:37:35","slug":"%e6%9d%be%e5%b0%be%e7%a0%94llm%e8%ac%9b%e5%ba%a7%e7%94%b3%e3%81%97%e8%be%bc%e3%81%bf%e7%b7%a0%e5%88%87%e3%82%82%e3%81%86%e3%81%99%e3%81%90-2024-%e5%b9%b4%e8%ac%9b%e5%ba%a7%e3%81%ae%e6%80%9d","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/23995\/","title":{"rendered":"\u677e\u5c3e\u7814LLM\u8b1b\u5ea7\u7533\u3057\u8fbc\u307f\u7de0\u5207\u3082\u3046\u3059\u3050!! &#038; 2024 \u5e74\u8b1b\u5ea7\u306e\u601d\u3044\u51fa &#8211; \u307d\u9774\u306a\u7f36"},"content":{"rendered":"\n<\/p>\n<div>\n<p><a target=\"_blank\" href=\"https:\/\/weblab.t.u-tokyo.ac.jp\/large-language-model-advanced-course\/\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u8b1b\u5ea7\u3000\u5fdc\u7528\u7de8\u3000\u30002025 Autumn &#8211; \u6771\u4eac\u5927\u5b66\u677e\u5c3e\u30fb\u5ca9\u6fa4\u7814\u7a76\u5ba4\uff08\u677e\u5c3e\u7814\uff09- Matsuo Lab<\/a><\/p>\n<p>2025\/11\/19(\u6c34) AM10:00 \u307e\u3067!!!<\/p>\n<p>\u793e\u4f1a\u4eba\u67a0\u3082\u3042\u308a\u307e\u3059\u3002\u81ea\u5206\u306f\u524d\u5e74\u306b\u53c2\u52a0\u3057\u3066\u3068\u3066\u3082\u826f\u304b\u3063\u305f\u306e\u3067\u304a\u3059\u3059\u3081\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u4eca\u5e74\u306f\u5185\u5bb9\u304c\u30dc\u30ea\u30e5\u30fc\u30e0\u30a2\u30c3\u30d7\u3057\u3066\u57fa\u790e\u7de8\u3068\u5fdc\u7528\u7de8\u306b\u5206\u304b\u308c\u3066\u3044\u3066\u3001\u57fa\u790e\u7de8\u306f\u3082\u3046\u3059\u3050\u7d42\u308f\u308a\u305d\u3046\u3001\u5fdc\u7528\u7de8\u306b\u7d9a\u304d\u307e\u3059\u3002<\/p>\n<p>\u5404\u793e\u306e LLM <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/API\">API<\/a> \u3092\u96f0\u56f2\u6c17\u3067\u5229\u7528\u3057\u3066\u3044\u3066\u3001\u7406\u89e3\u304c\u8db3\u308a\u3066\u306a\u3044\u306a\u3001\u3082\u3069\u304b\u3057\u3044\u306a\u3068\u611f\u3058\u3066\u5fdc\u52df\u3057\u305f\u306e\u3067\u3059\u304c\u3001\u305d\u3046\u3044\u3063\u305f Web \u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u65b9\u3005\u306f\u591a\u304f\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<br \/>\u81ea\u5206\u306f\u53c2\u52a0\u4ee5\u524d\u304b\u3089 LLM \u3092\u5229\u7528\u3057\u305f\u65b0\u898f\u4e8b\u696d\u306b\u643a\u308f\u3063\u3066\u3044\u3066\u3001\u696d\u52d9\u3067\u30e2\u30c7\u30eb\u3092\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u6a5f\u4f1a\u306f\u672a\u3060\u306a\u3044\u3051\u3069\u3001LLM \u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5f79\u306b\u7acb\u3064\u6a5f\u4f1a\u306f\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u524d\u5e74\u306e\u8b1b\u7fa9\u30b9\u30e9\u30a4\u30c9\u306f\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3002<br \/><a target=\"_blank\" href=\"https:\/\/weblab.t.u-tokyo.ac.jp\/llm_contents_2024\/\">LLM \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u8b1b\u5ea72024\u8b1b\u7fa9\u30b9\u30e9\u30a4\u30c9 &#8211; \u6771\u4eac\u5927\u5b66\u677e\u5c3e\u30fb\u5ca9\u6fa4\u7814\u7a76\u5ba4\uff08\u677e\u5c3e\u7814\uff09- Matsuo Lab<\/a><\/p>\n<p>\u3042\u3001\u5fdc\u52df\u306b\u540d\u523a\u304c\u8981\u308b\u6c17\u304c\u3059\u308b\u306a\u3001\u7de0\u52072\u65e5\u524d\u306b\u8a00\u308f\u308c\u3066\u3082\u6e96\u5099\u3067\u304d\u306a\u3044\u304b\u3082\u306a\u3001\u307e\u3042\u3044\u3044\u304b<\/p>\n<h2 id=\"2024-\u5e74\u8b1b\u7fa9\u306e\u6700\u7d42\u8ab2\u984c\u30b3\u30f3\u30da\u3067\u512a\u79c0\u8cde\u3092\u9802\u304d\u307e\u3057\u305f\">2024 \u5e74\u8b1b\u7fa9\u306e\u6700\u7d42\u8ab2\u984c\u30b3\u30f3\u30da\u3067\u512a\u79c0\u8cde\u3092\u9802\u304d\u307e\u3057\u305f<\/h2>\n<p>\u81ea\u5206\u306f\u53bb\u5e74\u306e\u8b1b\u7fa9\u306b\u53c2\u52a0\u3055\u305b\u3066\u9802\u3044\u3066\u3001\u4e00\u822c8\u4f4d\u3001\u30b3\u30f3\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f33\u4f4d\u306e\u512a\u79c0\u8cde\u3092\u9802\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u81ea\u6162\u3092\u3059\u308b\u6a5f\u4f1a\u3092\u9038\u3057\u7d9a\u3051\u3066\u3044\u305f\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u67a0\u304c NN \u306b\u306a\u3063\u3066\u308b\u306e\u304c\u826f\u3044\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><a target=\"_blank\" href=\"http:\/\/f.hatena.ne.jp\/pokutuna\/20251117090714\" class=\"hatena-fotolife\" itemprop=\"url\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/p\/pokutuna\/20251117\/20251117090714.png\" width=\"1000\" height=\"757\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" style=\"width:400px\" itemprop=\"image\"\/><\/a><\/span><figcaption>\u67a0\u304c NN \u306b\u306a\u3063\u3066\u308b\u306e\u304c\u826f\u3044<\/figcaption><\/figure>\n<\/p>\n<p>\u8b1b\u7fa9\u306e\u5185\u5bb9\u3082\u826f\u304b\u3063\u305f\u306e\u3060\u304c\u3001\u7279\u306b\u81ea\u5206\u3067\u624b\u3092\u52d5\u304b\u3059\u6a5f\u4f1a\u3068\u3057\u3066\u30b3\u30f3\u30da\u304c\u3042\u3063\u305f\u306e\u306f\u826f\u304b\u3063\u305f\u3067\u3059\u3002<br \/>\u6700\u5f8c\u306b\u53d7\u8b1b\u751f\u540c\u58eb\u3067\u7af6\u4e89\u3059\u308b\u30b3\u30f3\u30da\u304c\u3042\u308a\u3001LLM \u3092\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u6027\u80fd\u3092\u7af6\u3044\u307e\u3059\u3002\u30b3\u30f3\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u90e8\u9580\u306f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3078\u516c\u958b\u3057\u305f\u8a18\u4e8b\u306e\u30ea\u30a2\u30af\u30b7\u30e7\u30f3\u6570\u3067\u9806\u4f4d\u4ed8\u3051\u3055\u308c\u307e\u3059\u3002\u7d04 3000 \u4eba\u304c\u53c2\u52a0\u3057\u3001\u63d0\u51fa\u307e\u3067\u3044\u3051\u3066\u305f\u306e\u306f 1300 \u4eba\u307b\u3069\u3060\u3063\u305f\u304b\u306a?<\/p>\n<p>\u30b3\u30f3\u30da\u306e\u5185\u5bb9\u306f<\/p>\n<ul>\n<li>\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3057 <a target=\"_blank\" href=\"https:\/\/huggingface.co\/datasets\/elyza\/ELYZA-tasks-100\">ELYZA-tasks-100<\/a> \u306e\u6539\u5909\u7248\u306b\u5bfe\u3057\u9ad8\u3044\u30b9\u30b3\u30a2\u3092\u51fa\u3059 LLM \u3092\u958b\u767a\u3059\u308b\n<ul>\n<li>2024\u5e749\u6708\u4ee5\u964d\u306e\u65e5\u672c\u306e\u30c6\u30ec\u30d3\u756a\u7d44\u5185\u5bb9\u3067\u5404\u30bf\u30b9\u30af\u306e\u30c8\u30d4\u30c3\u30af\u3092\u7f6e\u304d\u63db\u3048\u3066\u82e5\u5e72\u96e3\u6613\u5ea6\u3092\u4e0a\u3052\u305f\u3082\u306e<\/li>\n<\/ul>\n<\/li>\n<li>\u5236\u7d04\u3068\u3057\u3066\u3001\n<ul>\n<li>\u5229\u7528\u53ef\u80fd\u306a\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306f LLM-jp-3 \u307e\u305f\u306f Gemma2 (\u81ea\u5206\u3067\u4e8b\u524d\u5b66\u7fd2\u3057\u3066\u3082\u826f\u3044)<\/li>\n<li>L4 <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/GPU\">GPU<\/a> 1 \u679a\u306e\u74b0\u5883\u3067 1 \u6642\u9593\u4ee5\u5185\u306b 100 \u554f\u306b\u56de\u7b54<\/li>\n<li>\u30e2\u30c7\u30eb\u304c\u516c\u958b\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068(\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u9075\u5b88)<\/li>\n<\/ul>\n<\/li>\n<li>\u4e88\u9078\u306f\u81ea\u52d5\u8a55\u4fa1\u3001\u6c7a\u52dd\u306f\u53c2\u52a0\u8005\u306b\u3088\u308b\u8a55\u4fa1<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\u3002<\/p>\n<p>\u81ea\u5206\u306f\u3001<\/p>\n<ul>\n<li>gemma-2-9b \u3092\u30d9\u30fc\u30b9\u306b\u7d99\u7d9a\u4e8b\u524d\u5b66\u7fd2 \u2192 SFT \u2192 DPO \u3057\u305f\u3082\u306e\u3092\u30e1\u30a4\u30f3\u306b\u4f7f\u3046<\/li>\n<li>Gemma \u304c\u3053\u3068\u308f\u3056\u30fb\u6163\u7528\u53e5\u306a\u3069\u306e\u65e5\u672c\u8a9e\u6587\u5316\u554f\u984c\u306b\u5f31\u304b\u3063\u305f\u306e\u3067\u3001llm-jp-3-13b \u3092 SFT \u3057\u305f\u3082\u306e\u3092\u30b5\u30d6\u30e2\u30c7\u30eb\u306b\u7528\u610f<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u69cb\u6210\u3067\u52dd\u8ca0\u3002<\/p>\n<p>\u554f\u984c\u6587\u304b\u3089\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3059\u308b\u5206\u985e\u5668\u3092\u4f5c\u308b\u3064\u3082\u308a\u3060\u3063\u305f\u3051\u3069\u3001\u3053\u308c\u554f\u984c\u6587\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u7121\u3044\u306a\u3068\u601d\u3063\u305f\u306e\u3067<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%C0%B5%B5%AC%C9%BD%B8%BD\">\u6b63\u898f\u8868\u73fe<\/a>\u3067\u6e08\u307e\u305b\u305f\u308a\u3001\u7de0\u3081\u5207\u308a\u76f4\u524d\u306b\u82e6\u624b\u306a\u554f\u984c\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u81ea\u5206\u3067\u4f5c\u3063\u3066\u307f\u305f\u308a <a target=\"_blank\" href=\"https:\/\/huggingface.co\/datasets\/pokutuna\/tasks-ime-and-kakko-jp\">pokutuna\/tasks-ime-and-kakko-jp<\/a>\u3001\u4eba\u9593\u306e\u76ee\u8996\u8a55\u4fa1\u3063\u3066\u3053\u3068\u306f <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/TeX\">TeX<\/a> \u8a18\u6cd5\u3084 <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/Markdown\">Markdown<\/a> \u304c\u4e38\u51fa\u3057\u306a\u306e\u306f\u898b\u6804\u3048\u60aa\u3044\u3088\u306a&#8230;\u3068\u601d\u3063\u3066\u7f6e\u63db\u3057\u3066\u307f\u305f\u308a\u3001\u610f\u5473\u3042\u308b\u3053\u3068\u3082\u306a\u3044\u3053\u3068\u3082\u8272\u3005\u8a66\u3059\u6a5f\u4f1a\u306b\u306a\u3063\u3066\u697d\u3057\u304b\u3063\u305f\u3067\u3059\u3002<\/p>\n<p>\u6700\u521d\u306f <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/GPU\">GPU<\/a> \u4ee3\u3092\u6255\u3046\u3053\u3068\u306b\u30b1\u30c1\u30b1\u30c1\u3057\u3066\u3044\u305f\u3051\u3069\u3001<\/p>\n<p>\u793e\u4f1a\u4eba\u306b\u3042\u3063\u3066\u5b66\u751f\u306b\u306a\u3044\u3082\u306e\u3001\u305d\u308c\u306f\u91d1&#8230;<br \/>H100 \u306f $2.39\/hr&#8230;<br \/>\u5e73\u65e5\u663c\u306e\u30ab\u30e9\u30aa\u30b1\u4ee3\u7a0b\u5ea6\u3067 500 \u4e07\u306e <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/GPU\">GPU<\/a> \u304c\u4f7f\u3048\u308b&#8230;\u5b89\u3059\u304e\u308b&#8230;<br \/>\u81ea\u5206\u306e\u6642\u9593\u306e\u307b\u3046\u304c\u3088\u3063\u307d\u3069\u8cb4\u91cd\u306e\u306f\u305a\u3060&#8230; \u3068\u5ff5\u3058\u306a\u304c\u3089 <a target=\"_blank\" href=\"https:\/\/runpod.io?ref=8qlowt85\">RunPod<\/a> \u306b\u5186\u3092\u6ce8\u5165\u3059\u308b\u3053\u3068\u3092\u899a\u3048\u307e\u3057\u305f\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u65e9\u304f\u6765\u3059\u304e\u305f\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><a target=\"_blank\" href=\"http:\/\/f.hatena.ne.jp\/pokutuna\/20251117090905\" class=\"hatena-fotolife\" itemprop=\"url\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/p\/pokutuna\/20251117\/20251117090905.jpg\" width=\"900\" height=\"1200\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" style=\"width:400px\" itemprop=\"image\"\/><\/a><\/span><figcaption>\u65e9\u304f\u6765\u3059\u304e\u305f<\/figcaption><\/figure>\n<\/p>\n<p>\u500b\u4eba\u7684\u306b\u885d\u6483\u3092\u53d7\u3051\u305f\u306e\u304c\u8868\u5f70\u5f0f &amp; \u61c7\u89aa\u4f1a\u3067\u3001\u3081\u3061\u3083\u304f\u3061\u3083\u8272\u3093\u306a\u4eba\u304c\u6765\u3066\u3044\u305f\u3053\u3068\u3067\u3059\u306d\u3002<\/p>\n<p>\u9ad8\u6821\u751f\u304b\u308960\u4ee3\u3001\u5bdd\u305f\u304d\u308a\u306e\u65b9\u3001\u4ed5\u4e8b\u3067 LLM \u8a13\u7df4\u3057\u3066\u3044\u308b\u4eba\u3001\u7814\u7a76\u8005\u3001\u533b\u5e2b\u307e\u3067\u5c45\u3066\u3001\u5c5e\u6027\u304c\u591a\u69d8\u3059\u304e\u308b\u3002<br \/>\u5145\u5206\u306b\u4eba\u304c\u96c6\u307e\u3063\u3066\u3001\u3042\u308b\u9762\u3067\u516c\u5e73\u306b\u7af6\u4e89\u3057\u305f\u3089\u3053\u3046\u306a\u308b\u306e\u304b\u307f\u305f\u3044\u306a\u3002\u9593\u53e3\u3082\u5e83\u304f\u53c2\u52a0\u8005\u306e\u30ec\u30d9\u30eb\u611f\u3084\u30b3\u30f3\u30da\u306e\u554f\u984c\u8a2d\u5b9a\u3082\u826f\u3044\u611f\u3058\u3060\u3063\u305f\u306e\u3060\u3068\u601d\u3044\u307e\u3059\u3001Kaggle \u30c8\u30c3\u30d7\u5c64\u30d0\u30c8\u30eb\u306a\u3089\u81ea\u5206\u306f\u3053\u306e\u9806\u4f4d\u306b\u5c45\u306a\u3044\u3060\u308d\u3046\u3057\u3002\u306a\u3093\u304b\u591a\u69d8\u6027\u306b\u3064\u3044\u3066\u8003\u3048\u3055\u305b\u3089\u308c\u308b\u51fa\u6765\u4e8b\u3060\u3063\u305f\u306a\u3002<\/p>\n<p>\u305f\u3063\u305f 1 \u5e74\u524d\u306e\u8a71\u306a\u306e\u306b AI 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