{"id":12656,"date":"2024-08-04T14:36:04","date_gmt":"2024-08-04T19:36:04","guid":{"rendered":"http:\/\/skimai.com\/?p=12656"},"modified":"2024-08-04T14:36:04","modified_gmt":"2024-08-04T19:36:04","slug":"llama-3-1-vs-%e3%83%97%e3%83%ad%e3%83%97%e3%83%a9%e3%82%a4%e3%82%a8%e3%82%bf%e3%83%aa%e3%81%aa-llms-%e4%bc%81%e6%a5%ad%e3%81%ab%e3%81%a8%e3%81%a3%e3%81%a6%e3%81%ae%e8%b2%bb%e7%94%a8%e5%af%be%e5%8a%b9","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/","title":{"rendered":"\u30e9\u30de3.1\u3068\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30eaLLM\u306e\u6bd4\u8f03\uff1a\u4f01\u696d\u306b\u3068\u3063\u3066\u306e\u8cbb\u7528\u5bfe\u52b9\u679c\u5206\u6790"},"content":{"rendered":"<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u30e2\u30c7\u30eb\u3068\u306e\u6226\u3044\u306e\u5834\u3068\u306a\u3063\u3066\u3044\u308b\u3002 <a rel=\"noopener noreferrer\" href=\"https:\/\/llama.meta.com\/\">\u30e1\u30bf\u306e\u30e9\u30de 3.1<\/a> \u3068\u3001OpenAI\u306e\u3088\u3046\u306a\u6280\u8853\u5927\u624b\u304c\u63d0\u4f9b\u3059\u308b\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306a\u88fd\u54c1\u3002\u4f01\u696d\u304c\u3053\u306e\u8907\u96d1\u306a\u5730\u5f62\u3092\u30ca\u30d3\u30b2\u30fc\u30c8\u3059\u308b\u3068\u304d\u3001\u30aa\u30fc\u30d7\u30f3\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3059\u308b\u304b\u3001\u30af\u30ed\u30fc\u30ba\u30c9\u30bd\u30fc\u30b9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u6295\u8cc7\u3059\u308b\u304b\u306e\u6c7a\u65ad\u306f\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3001\u30b3\u30b9\u30c8\u3001\u9577\u671f\u7684\u306aAI\u6226\u7565\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u610f\u5473\u3092\u6301\u3064\u3002<\/p>\n\n\n<p>Llama 3.1\u3001\u7279\u306b\u305d\u306e\u5f37\u529b\u306a405B\u30d1\u30e9\u30e1\u30fc\u30bf\u30fb\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001GPT-4o\u3084Claude 3.5\u306e\u3088\u3046\u306a\u4e3b\u8981\u306a\u30af\u30ed\u30fc\u30ba\u30c9\u30fb\u30bd\u30fc\u30b9\u30fb\u30e2\u30c7\u30eb\u306b\u5bfe\u3059\u308b\u5f37\u529b\u306a\u7af6\u4e89\u76f8\u624b\u3068\u3057\u3066\u6d6e\u4e0a\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u5909\u5316\u306b\u3088\u308a\u3001\u4f01\u696d\u306fAI\u5b9f\u88c5\u3078\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u518d\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u306b\u8feb\u3089\u308c\u3001\u5358\u306a\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6307\u6a19\u3092\u8d85\u3048\u305f\u8981\u7d20\u3092\u8003\u616e\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u304f\u306a\u3063\u305f\u3002<\/p>\n\n\n<p>\u3053\u306e\u5206\u6790\u3067\u306f\u3001Llama 3.1\u3068\u72ec\u81ea\u306eLLM\u306e\u30b3\u30b9\u30c8\u30fb\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8\u30fb\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u6df1\u304f\u6398\u308a\u4e0b\u3052\u3001\u4f01\u696d\u306e\u610f\u601d\u6c7a\u5b9a\u8005\u304cAI\u6295\u8cc7\u306b\u3064\u3044\u3066\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u9078\u629e\u3092\u884c\u3046\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Comparing_Costs\" >\u30b3\u30b9\u30c8\u306e\u6bd4\u8f03<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Licensing_Fees_Proprietary_vs_Open_Models\" >\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\uff1a\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u30e2\u30c7\u30eb\u3068\u30aa\u30fc\u30d7\u30f3\u30e2\u30c7\u30eb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Infrastructure_and_Deployment_Costs\" >\u30a4\u30f3\u30d5\u30e9\u3068\u914d\u5099\u30b3\u30b9\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Ongoing_Maintenance_and_Updates\" >\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Performance_Comparison\" >\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6bd4\u8f03<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Benchmark_Results_Across_Various_Tasks\" >\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7d50\u679c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Real-World_Performance_in_Enterprise_Settings\" >\u4f01\u696d\u306b\u304a\u3051\u308b\u5b9f\u969b\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Long-term_Considerations\" >\u9577\u671f\u7684\u306a\u8003\u5bdf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Decision_Framework\" >\u610f\u601d\u6c7a\u5b9a\u306e\u67a0\u7d44\u307f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Scenarios_favoring_Llama_31_include\" >\u30e9\u30de3.1\u304c\u6709\u5229\u306a\u30b7\u30ca\u30ea\u30aa\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#Scenarios_favoring_proprietary_models_include\" >\u72ec\u81ea\u306e\u30e2\u30c7\u30eb\u304c\u597d\u307e\u308c\u308b\u30b7\u30ca\u30ea\u30aa\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\uff1a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-proprietary-llms-a-cost-benefit-analysis-for-enterprises\/#The_Bottom_Line\" >\u7d50\u8ad6<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Comparing_Costs\"><\/span>\u30b3\u30b9\u30c8\u306e\u6bd4\u8f03<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Licensing_Fees_Proprietary_vs_Open_Models\"><\/span>\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\uff1a\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u30e2\u30c7\u30eb\u3068\u30aa\u30fc\u30d7\u30f3\u30e2\u30c7\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Llama 3.1\u3068\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u30fb\u30e2\u30c7\u30eb\u306e\u6700\u3082\u660e\u767d\u306a\u30b3\u30b9\u30c8\u306e\u9055\u3044\u306f\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306b\u3042\u308b\u3002\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306aLLM\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u304b\u306a\u308a\u306e\u7d4c\u5e38\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u3001\u305d\u308c\u306f\u4f7f\u7528\u91cf\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5897\u6e1b\u3059\u308b\u3002\u3053\u308c\u3089\u306e\u8cbb\u7528\u306f\u3001\u6700\u5148\u7aef\u6280\u8853\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u4e00\u65b9\u3067\u3001\u4e88\u7b97\u3092\u5727\u8feb\u3057\u3001\u5b9f\u9a13\u3092\u5236\u9650\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<p>\u30aa\u30fc\u30d7\u30f3\u30a6\u30a8\u30a4\u30c8\u306eLlama 3.1\u3067\u306f\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u304c\u5b8c\u5168\u306b\u4e0d\u8981\u306b\u306a\u308b\u3002\u3053\u306e\u30b3\u30b9\u30c8\u524a\u6e1b\u306f\u3001\u7279\u306b\u5927\u898f\u6a21\u306aAI\u306e\u5c0e\u5165\u3092\u8a08\u753b\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u306f\u3001\u5927\u304d\u306a\u610f\u5473\u3092\u6301\u3064\u3002\u3057\u304b\u3057\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u304c\u4e0d\u8981\u3060\u304b\u3089\u3068\u3044\u3063\u3066\u30b3\u30b9\u30c8\u304c\u30bc\u30ed\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3053\u3068\u306b\u6ce8\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/07\/e6c0d049-eb8b-4989-93cb-2d75208bb06f.png\" alt=\"GPT-4o\u6599\u91d1\" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Infrastructure_and_Deployment_Costs\"><\/span>\u30a4\u30f3\u30d5\u30e9\u3068\u914d\u5099\u30b3\u30b9\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Llama 3.1\u306f\u30e9\u30a4\u30bb\u30f3\u30b7\u30f3\u30b0\u3092\u7bc0\u7d04\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001\u7279\u306b405B\u30d1\u30e9\u30e1\u30fc\u30bf\u30e2\u30c7\u30eb\u306b\u306f\u5927\u304d\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002\u4f01\u696d\u306f\u3001\u30cf\u30a4\u30a8\u30f3\u30c9\u306eGPU\u30af\u30e9\u30b9\u30bf\u30fc\u3084\u30af\u30e9\u30a6\u30c9\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30fb\u30ea\u30bd\u30fc\u30b9\u3092\u542b\u3080\u3001\u5805\u7262\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30fb\u30a4\u30f3\u30d5\u30e9\u306b\u6295\u8cc7\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u4f8b\u3048\u3070\u3001405B\u306e\u30d5\u30eb\u30e2\u30c7\u30eb\u3092\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u8907\u6570\u306eNVIDIA H100 GPU\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u304b\u306a\u308a\u306e\u8cc7\u672c\u652f\u51fa\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>\u4e00\u822c\u7684\u306bAPI\u3092\u901a\u3058\u3066\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u72ec\u81ea\u306e\u30e2\u30c7\u30eb\u306f\u3001\u3053\u308c\u3089\u306e\u30a4\u30f3\u30d5\u30e9\u30fb\u30b3\u30b9\u30c8\u3092\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u30aa\u30d5\u30ed\u30fc\u30c9\u3059\u308b\u3002\u3053\u308c\u306f\u3001\u8907\u96d1\u306aAI\u30a4\u30f3\u30d5\u30e9\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30ea\u30bd\u30fc\u30b9\u3084\u5c02\u9580\u77e5\u8b58\u3092\u6301\u305f\u306a\u3044\u4f01\u696d\u306b\u3068\u3063\u3066\u6709\u5229\u306b\u50cd\u304f\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u5927\u91cf\u306eAPI\u547c\u3073\u51fa\u3057\u306f\u3059\u3050\u306b\u30b3\u30b9\u30c8\u3092\u84c4\u7a4d\u3057\u3001\u521d\u671f\u306e\u30a4\u30f3\u30d5\u30e9\u7bc0\u7d04\u3092\u4e0a\u56de\u308b\u53ef\u80fd\u6027\u3082\u3042\u308b\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/07\/d00bb9e3-61ca-45d1-b24b-90b36c69fa23.png\" alt=\"NVIDIA H100 GPU\u30b3\u30b9\u30c8\" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ongoing_Maintenance_and_Updates\"><\/span>\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Llama 3.1\u306e\u3088\u3046\u306a\u30aa\u30fc\u30d7\u30f3\u30a6\u30a8\u30a4\u30c8\u30e2\u30c7\u30eb\u3092\u7dad\u6301\u3059\u308b\u306b\u306f\u3001\u5c02\u9580\u77e5\u8b58\u3068\u30ea\u30bd\u30fc\u30b9\u3078\u306e\u7d99\u7d9a\u7684\u306a\u6295\u8cc7\u304c\u5fc5\u8981\u3067\u3059\u3002\u4f01\u696d\u306f\u305d\u306e\u305f\u3081\u306e\u4e88\u7b97\u3092\u5272\u308a\u5f53\u3066\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p>\u5b9a\u671f\u7684\u306a\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u3068\u5fae\u8abf\u6574<\/p><\/li><li><p>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30d1\u30c3\u30c1\u3068\u8106\u5f31\u6027\u7ba1\u7406<\/p><\/li><li><p>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316\u3068\u52b9\u7387\u306e\u6539\u5584<\/p><\/li>\n<\/ol>\n\n\n<p>\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u30fb\u30e2\u30c7\u30eb\u306b\u306f\u3001\u3053\u3046\u3057\u305f\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u304c\u30b5\u30fc\u30d3\u30b9\u306e\u4e00\u90e8\u3068\u3057\u3066\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u793e\u5185\u30c1\u30fc\u30e0\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u5229\u4fbf\u6027\u306e\u4ee3\u511f\u3068\u3057\u3066\u3001\u66f4\u65b0\u30d7\u30ed\u30bb\u30b9\u306e\u5236\u5fa1\u304c\u4f4e\u4e0b\u3057\u3001\u5fae\u8abf\u6574\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u6df7\u4e71\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Performance_Comparison\"><\/span>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6bd4\u8f03<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Benchmark_Results_Across_Various_Tasks\"><\/span>\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Llama 3.1\u306f\u3001\u69d8\u3005\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3044\u3066\u3001\u3057\u3070\u3057\u3070\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u30fb\u30e2\u30c7\u30eb\u306b\u5339\u6575\u3059\u308b\u3001\u3042\u308b\u3044\u306f\u305d\u308c\u3092\u51cc\u99d5\u3059\u308b\u3001\u7d20\u6674\u3089\u3057\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u8a3c\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u5e83\u7bc4\u306a\u4eba\u9593\u306b\u3088\u308b\u8a55\u4fa1\u3068\u81ea\u52d5\u30c6\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001405B\u30d1\u30e9\u30e1\u30fc\u30bf\u30fb\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5206\u91ce\u3067\u4e3b\u8981\u306a\u30af\u30ed\u30fc\u30ba\u30c9\u30fb\u30bd\u30fc\u30b9\u30fb\u30e2\u30c7\u30eb\u306b\u5339\u6575\u3059\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u793a\u3057\u3066\u3044\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u4e00\u822c\u77e5\u8b58\u3068\u63a8\u8ad6<\/p><\/li><li><p>\u30b3\u30fc\u30c9\u751f\u6210\u3068\u30c7\u30d0\u30c3\u30b0<\/p><\/li><li><p>\u6570\u5b66\u7684\u554f\u984c\u89e3\u6c7a<\/p><\/li><li><p>\u591a\u8a00\u8a9e\u80fd\u529b<\/p><\/li>\n<\/ul>\n\n\n<p>\u4f8b\u3048\u3070\u3001MMLU\uff08\u5927\u898f\u6a21\u30de\u30eb\u30c1\u30bf\u30b9\u30af\u8a00\u8a9e\u7406\u89e3\uff09\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u3001Llama 3.1 405B\u306f86.4%\u306e\u30b9\u30b3\u30a2\u3092\u9054\u6210\u3057\u3001GPT-4\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u3068\u76f4\u63a5\u7af6\u5408\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/07\/ee27e828-f45c-4eef-9f4e-cd71576e13b6.png\" alt=\"\u30e9\u30de3.1\u30d9\u30f3\u30c1\u30de\u30fc\u30af\" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Real-World_Performance_in_Enterprise_Settings\"><\/span>\u4f01\u696d\u306b\u304a\u3051\u308b\u5b9f\u969b\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u4e0e\u3048\u3066\u304f\u308c\u308b\u304c\u3001\u4f01\u696d\u74b0\u5883\u306b\u304a\u3051\u308b\u5b9f\u969b\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u3001LLM\u306e\u80fd\u529b\u306e\u771f\u306e\u30c6\u30b9\u30c8\u3067\u3042\u308b\u3002 <\/p>\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u3088\u308a\u5fae\u5999\u306a\u30cb\u30e5\u30a2\u30f3\u30b9\u306b\u306a\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u512a\u4f4d\u6027\uff1a<\/strong> Llama 3.1\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u4f01\u696d\u306f\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u304d\u306a\u5229\u70b9\u3092\u5f97\u3066\u3044\u308b\u3068\u5831\u544a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u3088\u308a\u3001\u7279\u6b8a\u306a\u30bf\u30b9\u30af\u306b\u5bfe \u3057\u3066\u3001\u65e2\u88fd\u306e\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u30fb\u30e2\u30c7\u30eb\u3092\u51cc\u99d5\u3059\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5f97\u3089 \u308c\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210\uff1a<\/strong> Llama 3.1\u306e\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210\u6a5f\u80fd\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u88dc\u5f37\u3084\u8907\u96d1\u306a\u30b7\u30ca\u30ea\u30aa\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u4fa1\u5024\u304c\u3042\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u3066\u3044\u308b\u3002<\/p><\/li><li><p><strong>\u52b9\u7387\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5<\/strong>:Llama3.1\u306e\u30e2\u30c7\u30eb\u84b8\u7559\u306e\u3088\u3046\u306a\u6280\u8853\u306b\u3088\u3063\u3066\u3001\u7279\u5316\u3055\u308c\u305f\u52b9\u7387\u7684\u306a\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u80fd\u529b\u306f\u3001\u672c\u756a\u74b0\u5883\u3067\u306e\u5168\u4f53\u7684\u306a\u7d50\u679c\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u306e\u8003\u616e\uff1a <\/strong>API\u7d4c\u7531\u3067\u30a2\u30af\u30bb\u30b9\u3059\u308b\u72ec\u81ea\u30e2\u30c7\u30eb\u306f\u3001\u5358\u4e00\u306e\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u3088\u308a\u4f4e\u3044\u30ec\u30a4\u30c6\u30f3\u30b7\u3092\u63d0\u4f9b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u3053\u308c\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u5c02\u7528\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u4e0a\u3067Llama 3.1\u3092\u5b9f\u884c\u3057\u3066\u3044\u308b\u4f01\u696d\u3067\u306f\u3001\u9ad8\u8ca0\u8377\u306e\u4e0b\u3067\u3088\u308a\u5b89\u5b9a\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5831\u544a\u3057\u3066\u3044\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6bd4\u8f03\u306f\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u5b9f\u88c5\u306e\u8a73\u7d30\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3059\u308b\u3053\u3068\u306f\u6ce8\u76ee\u306b\u5024\u3059\u308b\u3002\u4f01\u696d\u306f\u3001\u6b63\u78ba\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8a55\u4fa1\u3092\u884c\u3046\u305f\u3081\u306b\u3001\u72ec\u81ea\u306e\u74b0\u5883\u3067\u5fb9\u5e95\u7684\u306a\u30c6\u30b9\u30c8\u3092\u5b9f\u65bd\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Long-term_Considerations\"><\/span>\u9577\u671f\u7684\u306a\u8003\u5bdf<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u306e\u5c06\u6765\u7684\u306a\u767a\u5c55\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308b\u3002Llama 3.1\u306f\u3001\u4e16\u754c\u7684\u306a\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u3088\u3063\u3066\u63a8\u9032\u3055\u308c\u308b\u8fc5\u901f\u306a\u53cd\u5fa9\u304b\u3089\u6069\u6075\u3092\u53d7\u3051\u3001\u753b\u671f\u7684\u306a\u6539\u826f\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u8cc7\u91d1\u529b\u306e\u3042\u308b\u4f01\u696d\u306b\u652f\u3048\u3089\u308c\u305f\u72ec\u81ea\u30e2\u30c7\u30eb\u306f\u3001\u4e00\u8cab\u3057\u305f\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u72ec\u81ea\u6280\u8853\u306e\u7d71\u5408\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<p>\u306b\u3064\u3044\u3066 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e6%9c%80%e9%ab%98%e3%81%aeroi%e3%82%92%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b4%e3%81%a4%e3%81%ae%e4%bc%81%e6%a5%ad%e5%90%91%e3%81%91llm%e3%83%a6%e3%83%bc%e3%82%b9%e3%82%b1%e3%83%bc%e3%82%b9\/\">LLM\u5e02\u5834<\/a> \u306f\u6df7\u4e71\u3057\u3084\u3059\u3044\u3002Llama 3.1\u306e\u3088\u3046\u306a\u30aa\u30fc\u30d7\u30f3\u30e2\u30c7\u30eb\u304c\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306a\u4ee3\u66ff\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306b\u8fd1\u3065\u3044\u305f\u308a\u3001\u305d\u308c\u3092\u4e0a\u56de\u3063\u305f\u308a\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u30b3\u30e2\u30c7\u30a3\u30c6\u30a3\u5316\u3084\u5c02\u9580\u5316\u306e\u50be\u5411\u304c\u5f37\u307e\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u65b0\u305f\u306aAI\u898f\u5236\u3082\u3001\u3055\u307e\u3056\u307e\u306aLLM\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u5b9f\u884c\u53ef\u80fd\u6027\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<p>\u3088\u308a\u5e83\u7bc4\u306a\u4f01\u696d\u306eAI\u6226\u7565\u3068\u306e\u6574\u5408\u6027\u306f\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002Llama 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class=\"wp-block-list\">\n<li><p>\u5927\u898f\u6a21\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3092\u5fc5\u8981\u3068\u3059\u308b\u9ad8\u5ea6\u306b\u5c02\u9580\u5316\u3055\u308c\u305f\u696d\u754c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/p><\/li><li><p>\u30e2\u30c7\u30eb\u7ba1\u7406\u304c\u3067\u304d\u308b\u5f37\u529b\u306a\u793e\u5185AI\u30c1\u30fc\u30e0\u3092\u6301\u3064\u4f01\u696d<\/p><\/li><li><p>\u30c7\u30fc\u30bf\u4e3b\u6a29\u3068AI\u30d7\u30ed\u30bb\u30b9\u306e\u5b8c\u5168\u7ba1\u7406\u3092\u512a\u5148\u3059\u308b\u4f01\u696d<\/p><\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Scenarios_favoring_proprietary_models_include\"><\/span>\u72ec\u81ea\u306e\u30e2\u30c7\u30eb\u304c\u597d\u307e\u308c\u308b\u30b7\u30ca\u30ea\u30aa\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u6700\u5c0f\u9650\u306e\u30a4\u30f3\u30d5\u30e9\u3067\u5373\u5ea7\u306b\u5c55\u958b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/p><\/li><li><p>\u5e83\u7bc4\u306a\u30d9\u30f3\u30c0\u30fc\u30b5\u30dd\u30fc\u30c8\u3068\u4fdd\u8a3c\u3055\u308c\u305fSLA\u306e\u8981\u4ef6<\/p><\/li><li><p>\u65e2\u5b58\u306e\u72ec\u81eaAI\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408<\/p><\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Bottom_Line\"><\/span>\u7d50\u8ad6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>Llama 3.1\u3068\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306aLLM\u306e\u3069\u3061\u3089\u3092\u9078\u629e\u3059\u308b\u304b\u306f\u3001AI\u306e\u5c55\u671b\u3092\u30ca\u30d3\u30b2\u30fc\u30c8\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u6c7a\u5b9a\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002Llama 3.1\u306f\u3001\u3053\u308c\u307e\u3067\u306b\u306a\u3044\u67d4\u8edf\u6027\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u53ef\u80fd\u6027\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306e\u30b3\u30b9\u30c8\u524a\u6e1b\u3092\u63d0\u4f9b\u3059\u308b\u4e00\u65b9\u3067\u3001\u30a4\u30f3\u30d5\u30e9\u3068\u5c02\u9580\u77e5\u8b58\u306b\u591a\u5927\u306a\u6295\u8cc7\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u30fb\u30e2\u30c7\u30eb\u306f\u3001\u4f7f\u3044\u3084\u3059\u3055\u3001\u5f37\u56fa\u306a\u30b5\u30dd\u30fc\u30c8\u3001\u4e00\u8cab\u3057\u305f\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u304c\u3001\u305d\u306e\u4ee3\u511f\u3068\u3057\u3066\u5236\u5fa1\u6027\u304c\u4f4e\u4e0b\u3057\u3001\u30d9\u30f3\u30c0\u30fc\u306b\u56f2\u3044\u8fbc\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u6700\u7d42\u7684\u306b\u306f\u3001\u4f01\u696d\u56fa\u6709\u306e\u30cb\u30fc\u30ba\u3001\u30ea\u30bd\u30fc\u30b9\u3001\u9577\u671f\u7684\u306aAI\u6226\u7565\u306b\u3088\u3063\u3066\u6c7a\u5b9a\u3055\u308c\u308b\u3002\u3053\u306e\u5206\u6790\u3067\u6982\u8aac\u3057\u305f\u8981\u56e0\u3092\u614e\u91cd\u306b\u6bd4\u8f03\u691c\u8a0e\u3059\u308b\u3053\u3068\u3067\u3001\u610f\u601d\u6c7a\u5b9a\u8005\u306f\u7d44\u7e54\u306e\u76ee\u6a19\u3068\u80fd\u529b\u306b\u6700\u3082\u5408\u81f4\u3057\u305f\u65b9\u91dd\u3092\u63cf\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>The landscape of large language models (LLMs) has become a battleground between open-weight models like Meta&#8217;s Llama 3.1 and proprietary offerings from tech giants like OpenAI. As enterprises navigate this complex terrain, the decision between adopting an open model or investing in a closed-source solution carries significant implications for innovation, cost, and long-term AI strategy. Llama 3.1, particularly its formidable 405B parameter version, has emerged as a strong contender against leading closed-source models like GPT-4o and Claude 3.5. This shift has forced enterprises to reevaluate their approach to AI implementation, considering factors beyond mere performance metrics. In this analysis, we&#8217;ll dive deep into the cost-benefit trade-offs between Llama 3.1 and [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":12920,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,167],"tags":[],"class_list":["post-12656","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-llm-integration"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Llama 3.1 vs. Proprietary LLMs: A Cost-Benefit Analysis for Enterprises - Skim AI<\/title>\n<meta name=\"description\" content=\"Compare Llama 3.1 and proprietary LLMs like GPT-4. Learn the cost-benefit trade-offs to make informed AI investment decisions for your enterprise.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ja\/llama-3-1-vs-\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306a-llms-\u4f01\u696d\u306b\u3068\u3063\u3066\u306e\u8cbb\u7528\u5bfe\u52b9\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Llama 3.1 vs. Proprietary LLMs: A Cost-Benefit Analysis for Enterprises - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Compare Llama 3.1 and proprietary LLMs like GPT-4. 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