{"id":36679,"date":"2024-04-02T10:27:25","date_gmt":"2024-04-02T10:27:25","guid":{"rendered":"https:\/\/meetcody.ai\/blog\/2024%e5%b9%b4%e3%81%ae%e7%84%a1%e6%96%99%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3%e3%82%bd%e3%83%bc%e3%82%b9llm%e3%83%88%e3%83%83%e3%83%975\/"},"modified":"2024-04-02T10:27:25","modified_gmt":"2024-04-02T10:27:25","slug":"2024%e5%b9%b4%e3%81%ae%e7%84%a1%e6%96%99%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3%e3%82%bd%e3%83%bc%e3%82%b9llm%e3%83%88%e3%83%83%e3%83%975","status":"publish","type":"post","link":"https:\/\/meetcody.ai\/ja\/blog\/2024%e5%b9%b4%e3%81%ae%e7%84%a1%e6%96%99%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3%e3%82%bd%e3%83%bc%e3%82%b9llm%e3%83%88%e3%83%83%e3%83%975\/","title":{"rendered":"2024\u5e74\u306e\u7121\u6599\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u30c8\u30c3\u30d75"},"content":{"rendered":"

LLM\u306f\u4eca\u3084\u3069\u3053\u306b\u3067\u3082\u3042\u308a\u3001\u7d39\u4ecb\u3059\u308b\u307e\u3067\u3082\u306a\u3044\u3002 \u6280\u8853\u8077\u3067\u3042\u308d\u3046\u3068\u306a\u304b\u308d\u3046\u3068\u3001\u65e5\u5e38\u7684\u306b\u4f55\u3089\u304b\u306e\u5f62\u3067LLM\u306b\u906d\u9047\u3057\u3066\u3044\u308b\u304b\u3001\u73fe\u5728\u5229\u7528\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u306f\u3042\u308b\u3002 \u73fe\u5728\u6700\u3082\u8457\u540d\u306aLLM\u306b\u306f\u3001OpenAI\u306eGPT\u3001Anthropic\u306eClaude\u3001Google\u306eGemini\u306a\u3069\u304c\u3042\u308b\u3002<\/p>\n

\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u4e00\u822c\u7684\u306aLLM\u306f\u3001\u62bd\u8c61\u7684\u3042\u308b\u3044\u306f\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u904b\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u900f\u660e\u6027\u306b\u95a2\u3059\u308b\u61f8\u5ff5\u304c\u751f\u3058\u308b\u3002 \u3053\u306e\u3088\u3046\u306a\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLLM\u304c\u3044\u304f\u3064\u304b\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u5b89\u5fc3\u3057\u3066\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30de\u30b7\u30f3\u3084\u30b5\u30fc\u30d0\u30fc\u306bLLM\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n

\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u306f<\/strong>\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u81ea\u7531\u306b\u95b2\u89a7\u3001\u5909\u66f4\u3001\u914d\u5e03\u3067\u304d\u308b\u72b6\u614b\u3067\u914d\u5e03\u3055\u308c\u3066\u3044\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u88fd\u54c1\u306e\u3053\u3068\u3092\u6307\u3059\u3002 \u3053\u306e\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u306b\u3088\u3063\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u7406\u89e3\u3057\u3001\u5411\u4e0a\u3055\u305b\u3001\u958b\u767a\u306b\u8ca2\u732e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n

\u73fe\u5728\u5229\u7528\u53ef\u80fd\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLLM\u306e\u4e2d\u3067\u6700\u3082\u512a\u308c\u305f\u3082\u306e\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u3088\u3046\uff1a<\/p>\n

\u30e9\u30de2<\/strong><\/a><\/h3>\n

\"LLaMA<\/p>\n

Llama 2\u306f\u3001Meta\u793e\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLLM\u3067\u3001\u5546\u7528\u304a\u3088\u3073\u7814\u7a76\u7528\u306b\u7121\u6599\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u3002 \u30e9\u30de2\u306e\u30e2\u30c7\u30eb\u306f2\u5146\u500b\u306e\u30c8\u30fc\u30af\u30f3\u3067\u5b66\u7fd2\u3055\u308c\u3001\u30e9\u30de1\u306e2\u500d\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u9577\u3055\u3092\u8a87\u308b\u3002<\/p>\n

\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3059\u308b\u80fd\u529b\u306b\u76f4\u63a5\u5f71\u97ff\u3057\u3001\u3088\u308a\u5927\u304d\u306a\u30e2\u30c7\u30eb\u306f\u3001\u30b5\u30a4\u30ba\u3068\u30ea\u30bd\u30fc\u30b9\u8981\u4ef6\u306e\u5897\u52a0\u306e\u4ee3\u511f\u3068\u3057\u3066\u3001\u3088\u308a\u826f\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p>\n

\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3042\u308a\uff1a<\/strong>7B\u300113B\u300170B\u30d1\u30e9\u30e1\u30fc\u30bf<\/p>\n

\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6<\/strong>4096\u30c8\u30fc\u30af\u30f3<\/p>\n

\u5bfe\u5fdc\u8a00\u8a9e<\/strong>\u82f1\u8a9e\u306b\u6700\u9069<\/p>\n

\u30df\u30af\u30b9\u30c8\u30e9\u30eb 8x7B<\/strong><\/a><\/h3>\n

\"\u30df\u30b9\u30c8\u30e9\u30ebAI\u304c\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u300cMixtral<\/p>\n

Mistral AI\u304c\u958b\u767a\u3057\u305fMixtral 8x7B\u306f\u3001\u7dcf\u30d1\u30e9\u30e1\u30fc\u30bf46.7B\u3092\u542b\u3080LLM\u3067\u3042\u308b\u3002 \u305d\u306e\u5927\u304d\u3055\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u30013\u5206\u306e1\u306e\u5927\u304d\u3055\u306e\u30e2\u30c7\u30eb\u3068\u540c\u7a0b\u5ea6\u306e\u63a8\u8ad6\u30b9\u30d4\u30fc\u30c9\u3068\u30b3\u30b9\u30c8\u3092\u7dad\u6301\u3057\u3066\u3044\u308b\u3002 \u3053\u306e\u30c7\u30b3\u30fc\u30c0\u306e\u307f\u306eTransformer Mixture of Experts(MoE)\u30e2\u30c7\u30eb\u306f\u3001\u7279\u5b9a\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3044\u3066LLama 2\u3068GPT-3.5\u3092\u5927\u5e45\u306b\u4e0a\u56de\u308b\u3002<\/p>\n

\u5229\u7528\u53ef\u80fd\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\uff1a<\/strong>\u5c0f\u578b\u3001\u5c0f\u578b\u3001\u4e2d\u578b\u3001\u5927\u578b\uff08\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u9ad8\u3044\u3082\u306e\u304b\u3089\u9ad8\u6027\u80fd\u306a\u3082\u306e\u307e\u3067\u30e9\u30f3\u30af\u4ed8\u3051\u3055\u308c\u3066\u3044\u308b\uff09<\/p>\n

\u30b3\u30f3\u30c6\u30af\u30b9\u30c8\u30fb\u30a6\u30a3\u30f3\u30c9\u30a6<\/strong>32000\u30c8\u30fc\u30af\u30f3\uff08Mistral Large\u306e\u5834\u5408\uff09<\/p>\n

\u5bfe\u5fdc\u8a00\u8a9e<\/strong>\u82f1\u8a9e, \u30d5\u30e9\u30f3\u30b9\u8a9e, \u30b9\u30da\u30a4\u30f3\u8a9e, \u30c9\u30a4\u30c4\u8a9e, \u30a4\u30bf\u30ea\u30a2\u8a9e (Mistral Large\u306e\u5834\u5408)<\/p>\n

\u30d5\u30a1\u30eb\u30b3\u30f3<\/strong><\/a><\/h3>\n

\"\u30a2\u30e9\u30d6\u9996\u9577\u56fd\u9023\u90a6\u306e\u6280\u8853\u9769\u65b0\u7814\u7a76\u6240\u3001\u7814\u7a76\u30fb\u5546\u696d\u5229\u7528\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u5927\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb\u300c\u30d5\u30a1\u30eb\u30b3\u30f340B\u300d\u3092\u767a\u8868\uff5cTechnology<\/p>\n

\u30a2\u30d6\u30c0\u30d3\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30fb\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u30fb\u30a4\u30f3\u30b9\u30c6\u30a3\u30c6\u30e5\u30fc\u30c8\uff08TII\uff09\u304c\u958b\u767a\u3057\u305f\u30d5\u30a1\u30eb\u30b3\u30f3\u3082\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u4ee3\u8868\u7684\u306aLLM\u3067\u3042\u308b\u3002 \u30d5\u30a1\u30eb\u30b3\u30f340B\u306f\u3001\u767a\u58f2\u5f8c2\u30f6\u6708\u9593\u3001Hugging Face\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u30671\u4f4d\u3092\u7dad\u6301\u3057\u307e\u3057\u305f\u3002 180B\u578b\u3067\u306f\u3001TII\u306f\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u3068\u30c7\u30fc\u30bf\u7406\u89e3\u80fd\u529b\u3092\u3055\u3089\u306b\u5f37\u5316\u3057\u305f\u3002 \u30d5\u30a1\u30eb\u30b3\u30f3180B\u306f\u30013.5\u5146\u500b\u306e\u30c8\u30fc\u30af\u30f3\u3067\u8a13\u7df4\u3055\u308c\u305f\u8d85\u5f37\u529b\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n

\u5229\u7528\u53ef\u80fd\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\uff1a<\/strong>\u30d5\u30a1\u30eb\u30b3\u30f340B\u304a\u3088\u3073\u30d5\u30a1\u30eb\u30b3\u30f3180B<\/p>\n

\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6<\/strong>4096\u30c8\u30fc\u30af\u30f3<\/p>\n

\u5bfe\u5fdc\u8a00\u8a9e<\/strong>\u82f1\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30dd\u30fc\u30e9\u30f3\u30c9\u8a9e\u3001\u30aa\u30e9\u30f3\u30c0\u8a9e\u3001\u30eb\u30fc\u30de\u30cb\u30a2\u8a9e\u3001\u30c1\u30a7\u30b3\u8a9e\u3001\u30b9\u30a6\u30a7\u30fc\u30c7\u30f3\u8a9e\u306b\u9650\u5b9a\u5bfe\u5fdc\u3002<\/p>\n

\u30d6\u30eb\u30fc\u30e0<\/strong><\/a><\/h3>\n

\"\u30d6\u30eb\u30fc\u30e0\"<\/p>\n

BLOOM\u306f\u30d3\u30c3\u30b0\u30b5\u30a4\u30a8\u30f3\u30b9\u793e\u304c\u958b\u767a\u3057\u305f\u81ea\u5df1\u56de\u5e30\u578b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3067\u3042\u308b\u3002 176B\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u8a13\u7df4\u3055\u308c\u305fBLOOM\u306f\u3001\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3068\u7523\u696d\u898f\u6a21\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u7528\u3044\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u306e\u7d9a\u304d\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306b\u512a\u308c\u3066\u3044\u308b\u3002<\/p>\n

\u5229\u7528\u53ef\u80fd\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\uff1a<\/strong>\u30d6\u30eb\u30fc\u30e0-560M\u3001\u30d6\u30eb\u30fc\u30e0-1B1\u3001\u30d6\u30eb\u30fc\u30e0-1B7\u3001\u30d6\u30eb\u30fc\u30e0-3B\u3001\u30d6\u30eb\u30fc\u30e0-7B1\u3001\u30d6\u30eb\u30fc\u30e0176B<\/p>\n

\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6<\/strong>2048\u30c8\u30fc\u30af\u30f3<\/p>\n

\u5bfe\u5fdc\u8a00\u8a9e<\/strong>46\u306e\u81ea\u7136\u8a00\u8a9e\uff08\u30c7\u30fc\u30bf\u91cf\u306f\u3055\u307e\u3056\u307e\u3001\u82f1\u8a9e\u306e30\uff05\u304b\u3089Chi Tumbuka\u306e0.00002\uff05\u307e\u3067\uff09<\/p>\n

\u30b8\u30a7\u30de<\/strong><\/a><\/h3>\n

\"Gemma\u3011\uff08\u30b8\u30a7\u30f3\u30de\uff3d\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u305f\u3081\u306eAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\ud83e\udd16\u300d\u3002\"<\/p>\n

Gemma\u306f\u3001Gemini\u306e\u6210\u529f\u306b\u7d9a\u304f\u3001\u30b0\u30fc\u30b0\u30eb\u306e\u6700\u65b0\u92ed\u306e\u30aa\u30fc\u30d7\u30f3LLM\u3067\u3042\u308b\u3002 Gemma\u306f\u3001Google DeepMind\u306b\u3088\u308b\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u30d5\u30a1\u30df\u30ea\u30fc\u3067\u3042\u308a\u3001Gemini\u306e\u7814\u7a76\u3068\u6280\u8853\u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u3066\u3044\u308b\u3002 \u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306f\u81ea\u7531\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u304c\u3001\u4f7f\u7528\u3001\u518d\u914d\u5e03\u3001\u5909\u7a2e\u306e\u6240\u6709\u306b\u95a2\u3059\u308b\u7279\u5b9a\u306e\u6761\u4ef6\u306f\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30bb\u30f3\u30b9\u306b\u57fa\u3065\u3044\u3066\u3044\u306a\u3044\u5834\u5408\u304c\u3042\u308b\u3002<\/p>\n

\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3042\u308a\uff1a<\/strong>\u30b8\u30a7\u30f3\u30de2B\u3001\u30b8\u30a7\u30f3\u30de7B<\/p>\n

\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6<\/strong>8192\u30c8\u30fc\u30af\u30f3<\/p>\n

\u5bfe\u5fdc\u8a00\u8a9e<\/strong>\u82f1\u8a9e<\/p>\n

\u7d50\u8ad6<\/h2>\n

\u79c1\u305f\u3061Cody\u306f<\/a>\u3001LLM\u306b\u95a2\u3057\u3066\u30e2\u30c7\u30eb\u306b\u3068\u3089\u308f\u308c\u306a\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u512a\u5148\u3057\u3001\u72ec\u81ea\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5408\u308f\u305b\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002 \u591a\u69d8\u306aLLM\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5358\u4e00\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u5236\u9650\u3055\u308c\u308b\u3053\u3068\u306a\u304f\u3001\u3042\u306a\u305f\u306e\u8981\u4ef6\u306b\u6700\u9069\u306a\u3082\u306e\u3092\u81ea\u7531\u306b\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

Cody\u3092\u901a\u3058\u3066<\/a>\u3001\u4f01\u696d\u306fAI\u3092\u6d3b\u7528\u3057\u3001\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u30fb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u3053\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001Cody\u306fAI\u3092\u6d3b\u7528\u3057\u305f\u30d3\u30b8\u30cd\u30b9\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u9818\u57df\u3067\u6709\u671b\u306a\u5b58\u5728\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

LLM\u306f\u4eca\u3084\u3069\u3053\u306b\u3067\u3082\u3042\u308a\u3001\u7d39\u4ecb\u3059\u308b\u307e\u3067\u3082\u306a\u3044\u3002 \u6280\u8853\u8077\u3067\u3042\u308d\u3046\u3068\u306a\u304b\u308d\u3046\u3068\u3001\u65e5\u5e38\u7684\u306b\u4f55\u3089\u304b\u306e\u5f62\u3067LLM\u306b\u906d\u9047\u3057\u3066\u3044\u308b\u304b\u3001\u73fe\u5728\u5229\u7528\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u306f\u3042\u308b\u3002 \u73fe\u5728\u6700\u3082\u8457\u540d\u306aLLM\u306b\u306f\u3001OpenAI\u306eGPT\u3001Anthropic\u306eClaude\u3001Google\u306eGemini\u306a\u3069\u304c\u3042\u308b\u3002 \u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u4e00\u822c\u7684\u306aLLM\u306f\u3001\u62bd\u8c61\u7684\u3042\u308b\u3044\u306f\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u904b\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u900f\u660e\u6027\u306b\u95a2\u3059\u308b\u61f8\u5ff5\u304c\u751f\u3058\u308b\u3002 \u3053\u306e\u3088\u3046\u306a\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLLM\u304c\u3044\u304f\u3064\u304b\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u5b89\u5fc3\u3057\u3066\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30de\u30b7\u30f3\u3084\u30b5\u30fc\u30d0\u30fc\u306bLLM\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u306f\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u81ea\u7531\u306b\u95b2\u89a7\u3001\u5909\u66f4\u3001\u914d\u5e03\u3067\u304d\u308b\u72b6\u614b\u3067\u914d\u5e03\u3055\u308c\u3066\u3044\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u88fd\u54c1\u306e\u3053\u3068\u3092\u6307\u3059\u3002 \u3053\u306e\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u306b\u3088\u3063\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u7406\u89e3\u3057\u3001\u5411\u4e0a\u3055\u305b\u3001\u958b\u767a\u306b\u8ca2\u732e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u73fe\u5728\u5229\u7528\u53ef\u80fd\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLLM\u306e\u4e2d\u3067\u6700\u3082\u512a\u308c\u305f\u3082\u306e\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u3088\u3046\uff1a \u30e9\u30de2 Llama 2\u306f\u3001Meta\u793e\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLLM\u3067\u3001\u5546\u7528\u304a\u3088\u3073\u7814\u7a76\u7528\u306b\u7121\u6599\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u3002 \u30e9\u30de2\u306e\u30e2\u30c7\u30eb\u306f2\u5146\u500b\u306e\u30c8\u30fc\u30af\u30f3\u3067\u5b66\u7fd2\u3055\u308c\u3001\u30e9\u30de1\u306e2\u500d\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u9577\u3055\u3092\u8a87\u308b\u3002 \u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3059\u308b\u80fd\u529b\u306b\u76f4\u63a5\u5f71\u97ff\u3057\u3001\u3088\u308a\u5927\u304d\u306a\u30e2\u30c7\u30eb\u306f\u3001\u30b5\u30a4\u30ba\u3068\u30ea\u30bd\u30fc\u30b9\u8981\u4ef6\u306e\u5897\u52a0\u306e\u4ee3\u511f\u3068\u3057\u3066\u3001\u3088\u308a\u826f\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3002 \u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3042\u308a\uff1a7B\u300113B\u300170B\u30d1\u30e9\u30e1\u30fc\u30bf \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a64096\u30c8\u30fc\u30af\u30f3 \u5bfe\u5fdc\u8a00\u8a9e\u82f1\u8a9e\u306b\u6700\u9069 \u30df\u30af\u30b9\u30c8\u30e9\u30eb 8x7B Mistral AI\u304c\u958b\u767a\u3057\u305fMixtral 8x7B\u306f\u3001\u7dcf\u30d1\u30e9\u30e1\u30fc\u30bf46.7B\u3092\u542b\u3080LLM\u3067\u3042\u308b\u3002 \u305d\u306e\u5927\u304d\u3055\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u30013\u5206\u306e1\u306e\u5927\u304d\u3055\u306e\u30e2\u30c7\u30eb\u3068\u540c\u7a0b\u5ea6\u306e\u63a8\u8ad6\u30b9\u30d4\u30fc\u30c9\u3068\u30b3\u30b9\u30c8\u3092\u7dad\u6301\u3057\u3066\u3044\u308b\u3002 \u3053\u306e\u30c7\u30b3\u30fc\u30c0\u306e\u307f\u306eTransformer Mixture of Experts(MoE)\u30e2\u30c7\u30eb\u306f\u3001\u7279\u5b9a\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3044\u3066LLama 2\u3068GPT-3.5\u3092\u5927\u5e45\u306b\u4e0a\u56de\u308b\u3002 \u5229\u7528\u53ef\u80fd\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\uff1a\u5c0f\u578b\u3001\u5c0f\u578b\u3001\u4e2d\u578b\u3001\u5927\u578b\uff08\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u9ad8\u3044\u3082\u306e\u304b\u3089\u9ad8\u6027\u80fd\u306a\u3082\u306e\u307e\u3067\u30e9\u30f3\u30af\u4ed8\u3051\u3055\u308c\u3066\u3044\u308b\uff09 \u30b3\u30f3\u30c6\u30af\u30b9\u30c8\u30fb\u30a6\u30a3\u30f3\u30c9\u30a632000\u30c8\u30fc\u30af\u30f3\uff08Mistral Large\u306e\u5834\u5408\uff09 \u5bfe\u5fdc\u8a00\u8a9e\u82f1\u8a9e, \u30d5\u30e9\u30f3\u30b9\u8a9e, \u30b9\u30da\u30a4\u30f3\u8a9e, \u30c9\u30a4\u30c4\u8a9e, \u30a4\u30bf\u30ea\u30a2\u8a9e (Mistral Large\u306e\u5834\u5408) \u30d5\u30a1\u30eb\u30b3\u30f3 \u30a2\u30d6\u30c0\u30d3\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30fb\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u30fb\u30a4\u30f3\u30b9\u30c6\u30a3\u30c6\u30e5\u30fc\u30c8\uff08TII\uff09\u304c\u958b\u767a\u3057\u305f\u30d5\u30a1\u30eb\u30b3\u30f3\u3082\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u4ee3\u8868\u7684\u306aLLM\u3067\u3042\u308b\u3002 \u30d5\u30a1\u30eb\u30b3\u30f340B\u306f\u3001\u767a\u58f2\u5f8c2\u30f6\u6708\u9593\u3001Hugging Face\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u30671\u4f4d\u3092\u7dad\u6301\u3057\u307e\u3057\u305f\u3002 180B\u578b\u3067\u306f\u3001TII\u306f\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u3068\u30c7\u30fc\u30bf\u7406\u89e3\u80fd\u529b\u3092\u3055\u3089\u306b\u5f37\u5316\u3057\u305f\u3002 \u30d5\u30a1\u30eb\u30b3\u30f3180B\u306f\u30013.5\u5146\u500b\u306e\u30c8\u30fc\u30af\u30f3\u3067\u8a13\u7df4\u3055\u308c\u305f\u8d85\u5f37\u529b\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002 \u5229\u7528\u53ef\u80fd\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\uff1a\u30d5\u30a1\u30eb\u30b3\u30f340B\u304a\u3088\u3073\u30d5\u30a1\u30eb\u30b3\u30f3180B \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a64096\u30c8\u30fc\u30af\u30f3 \u5bfe\u5fdc\u8a00\u8a9e\u82f1\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30dd\u30fc\u30e9\u30f3\u30c9\u8a9e\u3001\u30aa\u30e9\u30f3\u30c0\u8a9e\u3001\u30eb\u30fc\u30de\u30cb\u30a2\u8a9e\u3001\u30c1\u30a7\u30b3\u8a9e\u3001\u30b9\u30a6\u30a7\u30fc\u30c7\u30f3\u8a9e\u306b\u9650\u5b9a\u5bfe\u5fdc\u3002 \u30d6\u30eb\u30fc\u30e0 BLOOM\u306f\u30d3\u30c3\u30b0\u30b5\u30a4\u30a8\u30f3\u30b9\u793e\u304c\u958b\u767a\u3057\u305f\u81ea\u5df1\u56de\u5e30\u578b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3067\u3042\u308b\u3002 176B\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u8a13\u7df4\u3055\u308c\u305fBLOOM\u306f\u3001\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3068\u7523\u696d\u898f\u6a21\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u7528\u3044\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u306e\u7d9a\u304d\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306b\u512a\u308c\u3066\u3044\u308b\u3002 \u5229\u7528\u53ef\u80fd\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\uff1a\u30d6\u30eb\u30fc\u30e0-560M\u3001\u30d6\u30eb\u30fc\u30e0-1B1\u3001\u30d6\u30eb\u30fc\u30e0-1B7\u3001\u30d6\u30eb\u30fc\u30e0-3B\u3001\u30d6\u30eb\u30fc\u30e0-7B1\u3001\u30d6\u30eb\u30fc\u30e0176B \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a62048\u30c8\u30fc\u30af\u30f3 \u5bfe\u5fdc\u8a00\u8a9e46\u306e\u81ea\u7136\u8a00\u8a9e\uff08\u30c7\u30fc\u30bf\u91cf\u306f\u3055\u307e\u3056\u307e\u3001\u82f1\u8a9e\u306e30\uff05\u304b\u3089Chi Tumbuka\u306e0.00002\uff05\u307e\u3067\uff09 \u30b8\u30a7\u30de Gemma\u306f\u3001Gemini\u306e\u6210\u529f\u306b\u7d9a\u304f\u3001\u30b0\u30fc\u30b0\u30eb\u306e\u6700\u65b0\u92ed\u306e\u30aa\u30fc\u30d7\u30f3LLM\u3067\u3042\u308b\u3002… Read more 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