{"id":1084,"date":"2024-05-25T14:22:24","date_gmt":"2024-05-25T05:22:24","guid":{"rendered":"https:\/\/staka.jp\/wordpress\/?p=1084"},"modified":"2024-05-25T14:22:24","modified_gmt":"2024-05-25T05:22:24","slug":"mistral-7b-v0-3-phi-3-small-medium-aya-23-8b%e3%81%ae%e6%a9%9f%e6%a2%b0%e7%bf%bb%e8%a8%b3%e6%80%a7%e8%83%bd","status":"publish","type":"post","link":"https:\/\/staka.jp\/wordpress\/?p=1084","title":{"rendered":"Mistral 7B v0.3, Phi-3 small\/medium, Aya 23 8B\u306e\u6a5f\u68b0\u7ffb\u8a33\u6027\u80fd"},"content":{"rendered":"\n

\u30aa\u30fc\u30d7\u30f3\u306a\u30e2\u30c7\u30eb\u306e\u767a\u8868\u304c\u7d9a\u3044\u3066\u3044\u308b\u3002\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u306e\u52d5\u4f5c\u304c\u3084\u308a\u3084\u3059\u30447B, 8B, 14B\u306e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u6a5f\u68b0\u7ffb\u8a33\u6027\u80fd\u3092\u691c\u8a3c\u3057\u3066\u307f\u305f\u3002\u6027\u80fd\u8a55\u4fa1\u306b\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306f\u4ee5\u524d\uff08DAMO PolyLM-13B\u306e\u6a5f\u68b0\u7ffb\u8a33\u6027\u80fd | \u3077\u308b\u30fc\u3075\u304a\u3076\u3053\u3093\u305b\u3077\u3068 (staka.jp)<\/a>\uff09\u3068\u540c\u3058\u3002\u691c\u8a3c\u74b0\u5883\u306f\u74b0\u5883\u306fColab Pro+\u3092\u7528\u3044\u305f\u3002\u57fa\u672c\u7684\u306bfp16\u3067\u6271\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n

\u672c\u4ef6\u306e\u691c\u8a3c\u3067\u3082\u51fa\u529b\u5f62\u5f0f\u304c\u4e00\u5b9a\u3057\u306a\u3044\u3053\u3068\u304c\u591a\u304b\u3063\u305f\u305f\u3081GPT-4o\u3092\u7528\u3044\u3066\u56de\u7b54\u62bd\u51fa\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u4f75\u8a18\u3057\u305f\u3002\u8a55\u4fa1\u6307\u6a19\u306fBLEU\u3001\u4f7f\u7528\u3057\u305f\u30c4\u30fc\u30eb\u3084tokenizer\u306f\u4ee5\u524d\u3068\u540c\u3058\uff08sacrebleu \u2013tokenize ja-mecab\uff09\u3067\u3042\u308b\u3002\u300c0 shot\u300d\u3068\u300c1 shot\u300d\u306e\u6bd4\u8f03\u3067ICL\u3084RAG\u306a\u3069\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u306b\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u305f\u6642\u306e\u6027\u80fd\u3001\u300c\u51fa\u529b\u305d\u306e\u307e\u307e\u300d\u3068\u300cGPT-4\u3067\u56de\u7b54\u62bd\u51fa\u300d\u306e\u6bd4\u8f03\u3067\u6307\u793a\u306e\u3057\u3084\u3059\u3055\u3092\u30b6\u30c3\u30af\u30ea\u3068\u307f\u308b\u4e8b\u304c\u3067\u304d\u308b[1]\u3002\u305f\u3060\u3057\u3001\u975e\u5e38\u306b\u9650\u5b9a\u3055\u308c\u305f\u6a5f\u68b0\u7ffb\u8a33\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b[2]\u3053\u3068\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n\n

\u30e2\u30c7\u30eb<\/td>0 shot \/
\u51fa\u529b\u305d\u306e\u307e\u307e<\/td>		0 shot \/
GPT-4o\u3067\u56de\u7b54\u62bd\u51fa<\/td>		1 shot \/
\u51fa\u529b\u305d\u306e\u307e\u307e<\/td>		1 shot \/
GPT-4o\u3067\u56de\u7b54\u62bd\u51fa<\/td><\/tr>
mistralai\/Mistral-7B-Instruct-v0.3 \u00b7 Hugging Face<\/a><\/td>10.7<\/td>14.4<\/td>27.0<\/span><\/strong><\/td>29.7<\/td><\/tr>
microsoft\/Phi-3-small-8k-instruct \u00b7 Hugging Face<\/a> (7B)<\/td>17.9<\/span><\/strong><\/td>18.4<\/td>26.8<\/span><\/td>26.9<\/td><\/tr>
CohereForAI\/aya-23-8B \u00b7 Hugging Face<\/a><\/td>11.3<\/td>23.5<\/span><\/strong><\/td>11.0<\/td>34.7<\/span><\/strong><\/td><\/tr>
microsoft\/Phi-3-medium-128k-instruct \u00b7 Hugging Face<\/a> (14B)<\/strong><\/td>23.5<\/td>23.4<\/td>34.5<\/td>36.2<\/td><\/tr><\/tbody><\/table>
\u5404\u7a2e\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u306eBLEU<\/figcaption><\/figure>\n\n\n\n

\u7d50\u679c\u3068\u6240\u611f<\/h2>\n\n\n\n

Mistral 7B v3\u306f\u65e5\u672c\u8a9e\u6027\u80fd\u304c\u304b\u306a\u308a\u5411\u4e0a\u3057\u3066\u3044\u308b\u3088\u3046\u3067v2\u3068\u6bd4\u3079\u3066\u5927\u5e45\u306b\u30b9\u30b3\u30a2\u304c\u4e0a\u304c\u3063\u3066\u3044\u308b\u3002Apache-2\u30e9\u30a4\u30bb\u30f3\u30b9\u3068\u6b63\u771f\u6b63\u9298\u306eOSS\u3067\u3042\u308a\u6d3b\u8e8d\u306e\u6a5f\u4f1a\u304c\u591a\u305d\u3046\u3002Phi-3\u306f\u5c0f\u578b\u9ad8\u6027\u80fd\u306e\u540d\u306b\u6065\u3058\u306a\u3044\u7d50\u679c\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u4ee5\u524d\u691c\u8a3c\u3057\u305fmini\u3001\u4eca\u56de\u691c\u8a3c\u3057\u305fsmall\u3001medium\u3067\u9806\u5f53\u306b\u30b9\u30b3\u30a2\u304c\u4e0a\u304c\u3063\u3066\u3044\u308b\u3002\u3053\u3061\u3089\u3082MIT\u30e9\u30a4\u30bb\u30f3\u30b9\u3068\u6b63\u771f\u6b63\u9298\u306eOSS\u3002FuguMT\u306e\u6027\u80fd\u304c0 shot\u306732\u524d\u5f8c\u3067\u3042\u308b\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001Phi-3 medium\uff0814B\uff09\u306f\u7528\u9014\u306b\u3088\u3063\u3066\u306f\u5b9f\u7528\u30ec\u30d9\u30eb\u306b\u9054\u3057\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n\n\n\n

AYA 23\u306f\u4e0a\u8a18\u306e\u30e2\u30c7\u30eb\u3068\u5370\u8c61\u304c\u7570\u306a\u308a\u3001\u547d\u4ee4\u3078\u306e\u8ffd\u5f93\u306f\u3042\u307e\u308a\u3067\u304d\u3066\u3044\u306a\u3044\u304c\u30e2\u30c7\u30eb\u306e\u7d76\u5bfe\u6027\u80fd\u306f\u3068\u3066\u3082\u9ad8\u3044\u3002\u300c1 shot \/ GPT-4o\u3067\u56de\u7b54\u62bd\u51fa\u300d\u306e\u6027\u80fd\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5de5\u592b\u3067\u9054\u6210\u3067\u304d\u308b\u3068\u601d\u308f\u308c\u3001AYA 23\u306e\u3088\u3046\u306b\u591a\u8a00\u8a9e\u60f3\u5b9a\u3067\u4f5c\u3089\u308c\u305f\u30e2\u30c7\u30eb\u3067\u3042\u308c\u30708B\u3067\u3082\u5b9f\u7528\u30ec\u30d9\u30eb\u306e\u6027\u80fd\u304c\u51fa\u305b\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u3088\u308a\u5927\u898f\u6a21\u306aASA 23 35B\u3082\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u3053\u308d[3][4]\u3002<\/p>\n\n\n\n

\u811a\u6ce8<\/h3>\n\n\n\n

[1] \u6bce\u5ea6\u306e\u3053\u3068\u306a\u304c\u3089\u672c\u5f53\u306b\u30b6\u30c3\u30af\u30ea\u3068\u3057\u304b\u898b\u308c\u306a\u3044\u3002
[2] \u65e5\u672c\u8a9e\u30fb\u82f1\u8a9e\u306e\u6587\u66f8\u3068\u3082\u306b\u30c7\u30fc\u30bf\u304c\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u6f5c\u5728\u7684\u306aLeak\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002BLEU\u3067\u306f\u305d\u3082\u305d\u3082\u6027\u80fd\u3092\u6e2c\u308c\u306a\u3044\u306a\u3069\u6ce8\u610f\u70b9\u306f\u591a\u3044\u3002\uff08\u307c\u3061\u307c\u3061\u6539\u5584\u3057\u3088\u3046\u3068\u601d\u3063\u3066\u306f\u3044\u308b\u304c\u2026\u2026\uff09
[3] 35B\u3060\u30688bit\u4ee5\u4e0b\u306b\u91cf\u5b50\u5316\u3057\u306a\u3044\u3068\u5b9f\u884c\u304c\u53b3\u3057\u3044\u3002
[4] \u30e9\u30a4\u30bb\u30f3\u30b9\u306fCC-BY-NC\u3001\u4f75\u305b\u3066Cohere For AI Acceptable Use Policy<\/a>\u3082\u5b88\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u3056\u3063\u304f\u308a\u3068\u306f\u5546\u7528\u5229\u7528\u4e0d\u53ef\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u30aa\u30fc\u30d7\u30f3\u306a\u30e2\u30c7\u30eb\u306e\u767a\u8868\u304c\u7d9a\u3044\u3066\u3044\u308b\u3002\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u306e\u52d5\u4f5c\u304c\u3084\u308a\u3084\u3059\u30447B, 8B, 14B\u306e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u6a5f\u68b0\u7ffb\u8a33\u6027\u80fd\u3092\u691c\u8a3c\u3057\u3066\u307f\u305f\u3002\u6027\u80fd\u8a55\u4fa1\u306b\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306f\u4ee5\u524d\uff08DAMO PolyLM-13B\u306e\u6a5f\u68b0\u7ffb\u8a33\u6027\u80fd | \u3077\u308b … “Mistral 7B v0.3, Phi-3 small\/medium, Aya 23 8B\u306e\u6a5f\u68b0\u7ffb\u8a33\u6027\u80fd” \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2,13],"tags":[22,47,55],"class_list":["post-1084","post","type-post","status-publish","format-standard","hentry","category-ai","category-13","tag-aya","tag-mistral","tag-phi-3"],"_links":{"self":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1084","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1084"}],"version-history":[{"count":0,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1084\/revisions"}],"wp:attachment":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1084"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1084"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1084"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}