{"id":809,"date":"2023-04-05T07:00:00","date_gmt":"2023-04-04T22:00:00","guid":{"rendered":"https:\/\/staka.jp\/wordpress\/?p=809"},"modified":"2023-04-05T07:00:00","modified_gmt":"2023-04-04T22:00:00","slug":"%e6%a9%9f%e6%a2%b0%e7%bf%bb%e8%a8%b3%e3%81%a7%e3%81%aein-context-learning%ef%bc%88gpt-4-openicl%ef%bc%89","status":"publish","type":"post","link":"https:\/\/staka.jp\/wordpress\/?p=809","title":{"rendered":"\u6a5f\u68b0\u7ffb\u8a33\u3067\u306eIn-Context Learning\uff08GPT-4 + OpenICL\uff09"},"content":{"rendered":"\n<p>GPT-4\u3068GPT-3.5 + OpenICL[1]\u3092\u7528\u3044\u3066\u6a5f\u68b0\u7ffb\u8a33\u306b\u304a\u3051\u308bICL\uff08<strong>I<\/strong>n-<strong>C<\/strong>ontext <strong>L<\/strong>earning\uff09\u3092\u691c\u8a3c\u3057\u3066\u307f\u305f\u3002\u7d50\u679c\u306f\u4e0b\u8868\u306e\u901a\u308a\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u52d5\u7684\u751f\u6210\u306b\u306f\u5927\u304d\u306a\u52b9\u679c\u304c\u3042\u3063\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><tbody><tr><td><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6761\u4ef6<\/strong><\/td><td><strong>GPT-3.5<\/strong>[2]<\/td><td><strong>GPT-4<\/strong>[3]<\/td><td><strong>FuguMT<\/strong>[4]<\/td><\/tr><tr><td>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u3001\u4e8b\u4f8b\u7121\u3057<\/td><td>27.2<\/td><td>30.2<\/td><td>31.3<\/td><\/tr><tr><td>\u5bfe\u5fdc\u3059\u308b\u30da\u30fc\u30b8\u306e\u30bf\u30a4\u30c8\u30eb\uff08\u82f1\u8a9e\u30fb\u65e5\u672c\u8a9e\u306e\u4e21\u65b9\uff09<\/td><td>29.6<\/td><td>31.8<\/td><td>&#8211;<\/td><\/tr><tr><td>OpenICL \/ RandomRetriever<br>\u203b gpt-3.5\u306e\u30c8\u30fc\u30af\u30f3\u6570\u306b\u6cbf\u3063\u30661-2 shot<br>\u203b \u7ffb\u8a33\u4f8b\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u53c2\u7167\u3057\u3066\u3044\u308b\u30a4\u30e1\u30fc\u30b8<\/td><td>28.0<\/td><td>30.6<\/td><td>&#8211;<\/td><\/tr><tr><td>OpenICL \/ TopkRetriever\u2460<br>\u203b gpt-3.5\u306e\u30c8\u30fc\u30af\u30f3\u6570\u306b\u6cbf\u3063\u30661-2 shot<br>\u203b \u7ffb\u8a33\u4f8b\u304b\u3089\u5bfe\u8c61\u306b\u8fd1\u3044\u4e8b\u4f8b\u3092\u53c2\u7167\u3057\u3066\u3044\u308b\u30a4\u30e1\u30fc\u30b8<\/td><td><strong><span style=\"text-decoration: underline;\">34.7<\/span><\/strong><\/td><td>34.5<\/td><td>&#8211;<\/td><\/tr><tr><td>OpenICL \/ TopkRetriever\u2461<br>\u203b \u5168\u3066\u306e\u8a66\u884c\u30673-shot<br>\u203b \u7ffb\u8a33\u4f8b\u304b\u3089\u5bfe\u8c61\u306b\u8fd1\u3044\u4e8b\u4f8b\u3092\u53c2\u7167\u3057\u3066\u3044\u308b\u30a4\u30e1\u30fc\u30b8<\/td><td>&#8211;<\/td><td><strong><span style=\"text-decoration: underline;\">35.3<\/span><\/strong><\/td><td>&#8211;<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">GPT-3.5, GPT-4\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5909\u3048\u305f\u5834\u5408\u53ca\u3073OpenICL\u5229\u7528\u6642\u306eBLEU<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u6027\u80fd\u8a55\u4fa1\u306e\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u6027\u80fd\u8a55\u4fa1\u306b\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306f\u524d\u56de\uff08<a href=\"https:\/\/staka.jp\/wordpress\/?p=731\">GPT-4\u3092\u7528\u3044\u305f\u7ffb\u8a33\u306e\u691c\u8a3c\uff08vs GPT-3.5 vs FuguMT\uff09 | \u3077\u308b\u30fc\u3075\u304a\u3076\u3053\u3093\u305b\u3077\u3068 (staka.jp)<\/a>\uff09\u3068\u540c\u69d8\u3068\u3057OpenICL\u306e\u52b9\u679c\u3092\u691c\u8a3c\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ChatGPT API\uff08gpt-3.5-turbo-0301\uff09\u3001GPT-4 API\uff08gpt-4-0314\uff09\u3001FuguMT\uff08<a href=\"https:\/\/huggingface.co\/staka\/fugumt-ja-en\"><\/a><a href=\"https:\/\/huggingface.co\/staka\/fugumt-en-ja\">staka\/fugumt-en-ja \u00b7 Hugging Face<\/a>\uff09\u3092\u6bd4\u8f03\u3002\u82f1\u8a9e\u6587\u3092\u65e5\u672c\u8a9e\u6587\u306b\u7ffb\u8a33\u3057\u3001\u305d\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3057\u305f\u3002\u8a55\u4fa1\u6307\u6a19\u306fBLEU\u3067\u3001\u4f7f\u7528\u3057\u305f\u30c4\u30fc\u30eb\u3084tokenizer\u306f\u524d\u56de\u3068\u540c\u3058\uff08sacrebleu \u2013tokenize ja-mecab\uff09\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f<a href=\"https:\/\/www.mofa.go.jp\/press\/release\/index.html#archives\">\u5916\u52d9\u7701WEB\u30b5\u30a4\u30c8\u306e\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9<\/a>\uff08CC BY\u4e92\u63db\u3067\u5229\u7528\u53ef\uff09\u306e\u3046\u3061\u65e5\u672c\u8a9e\u3001\u82f1\u8a9e\u304c\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u30da\u30fc\u30b8\u3092\u5229\u7528\u3057\u305f\u3002\u8a55\u4fa1\u306b\u4f7f\u7528\u3057\u305f\u5bfe\u8a33\u30da\u30a2\u306f\u524d\u56de\u3068\u5168\u304f\u540c\u3058\u30022020\u5e741\u6708\uff5e2023\u5e743\u6708\u3067\u6708\u3054\u3068\u306b5\u4ef6\u306e\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9\u3092\u9078\u629e\u3057\u5168195\u4ef6\u3002<\/li>\n\n\n\n<li>\u30d9\u30fc\u30b9\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3082\u524d\u56de\u3068\u540c\u3058\u3060\u304cOpenICL\u3092\u7528\u3044\u3066\u4e8b\u4f8b\u90e8\u5206\u3092\u5909\u66f4\u3057\u305f\u3002\u5404Retriever\u304c\u7528\u3044\u308b\u5bfe\u8a33\u30da\u30a2\u306f\u8a55\u4fa1\u30c7\u30fc\u30bf\u3068\u306f\u5206\u3051\u3066\u3044\u308b\u3002\n<ul class=\"wp-block-list\">\n<li>RandomRetriever: \u5bfe\u8a33\u4e8b\u4f8b\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u629e\u3001gpt-3.5-turbo\u306e\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570\u306b\u5408\u308f\u305b\u3066\u4e8b\u4f8b\u6570\u3092\u5909\u66f4\u3001\u7d50\u679c1-2shot\u8a2d\u5b9a\u3068\u306a\u3063\u3066\u3044\u308b\u3002\uff080-shot\u306b\u306f\u306a\u3063\u3066\u3044\u306a\u3044\uff09<br>\u76f4\u611f\u7684\u306b\u306f\u904e\u53bb\u306e\u7ffb\u8a33\u4f8b\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u3093\u3067\u53c2\u8003\u306b\u3057\u3066\u3044\u308b\u72b6\u6cc1\u306b\u76f8\u5f53\u3059\u308b\u3002<\/li>\n\n\n\n<li>TopkRetriever\u2460: \u5bfe\u8a33\u4e8b\u4f8b\u3092TopK\u300c<a href=\"https:\/\/arxiv.org\/abs\/2101.06804\">[2101.06804] What Makes Good In-Context Examples for GPT-$3$? (arxiv.org)<\/a>[6]\u300d\u306b\u6cbf\u3063\u3066\u9078\u629e\u3002gpt-3.5-turbo\u306e\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570\u306b\u5408\u308f\u305b\u3066\u4e8b\u4f8b\u6570\u3092\u5909\u66f4\u3001\u7d50\u679c1-2shot\u8a2d\u5b9a\u3068\u306a\u3063\u3066\u3044\u308b\u3002\uff080-shot\u306b\u306f\u306a\u3063\u3066\u3044\u306a\u3044\uff09<br>\u76f4\u611f\u7684\u306b\u306f\u904e\u53bb\u306e\u7ffb\u8a33\u4f8b\u304b\u3089\u4eca\u7ffb\u8a33\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u5185\u5bb9\u306b\u8fd1\u3044\u3082\u306e\u3092\u9078\u3073\u53c2\u8003\u306b\u3057\u3066\u3044\u308b\u72b6\u6cc1\u306b\u76f8\u5f53\u3059\u308b\u3002<\/li>\n\n\n\n<li>TopkRetriever\u2461: TopkRetriever\u2460\u30923-shot\u306b\u56fa\u5b9a\u3057\u3066\u5b9f\u884c\u3002GPT-4\u3067\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570\u304c\u62e1\u5f35\u3055\u308c\u3066\u3044\u308b\u304b\u3089\u53ef\u80fd[5]\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u679c\u3068\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u7d50\u679c\u306f\u30da\u30fc\u30b8\u6700\u521d\u306e\u8868\u306e\u901a\u308a\u3067TopkRetriever\u306f\u9ad8\u3044\u52b9\u679c\u3092\u793a\u3057\u305f\u3002\u8fd1\u3044\u5185\u5bb9\u306e\u7ffb\u8a33\u7d50\u679c\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u3067\u5358\u8a9e\u306e\u5bfe\u8a33\u3084\u6587\u7ae0\u30b9\u30bf\u30a4\u30eb\u306a\u3069\u3092\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304dBLEU\u304c\u9ad8\u304f\u306a\u3063\u305f\u3082\u306e\u3068\u601d\u308f\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u67d0\u6709\u511fAPI\u3092\u7528\u3044\u305f\u6642\u306fBLEU=32.6\u3067\u3042\u3063\u305f\u3002GPT-3.5 + TopkRetriever\u3068GPT-4 + TopkRetriever\u306f\u3053\u306e\u30b9\u30b3\u30a2\u3092\u8d85\u3048\u3066\u304a\u308aOpenICL\u306e\u6709\u52b9\u6027\u304c\u4f3a\u3048\u308b\u3002\u6709\u511fAPI\u306b\u3088\u3063\u3066\u306f\u5358\u8a9e\u767b\u9332\u304c\u53ef\u80fd\u306a\u3082\u306e\u3082\u3042\u308a\u4e00\u6982\u306b\u306f\u8a00\u3048\u306a\u3044\u3082\u306e\u306e\u3001\u3046\u307e\u304fICL\u3092\u884c\u3063\u305f\u3068\u304d\u306e\u7ffb\u8a33\u6027\u80fd\u306f\u975e\u5e38\u306b\u9ad8\u3044\u3068\u8a00\u3048\u308b\u3002<\/p>\n\n\n\n<p>GPT-3.5\u306e\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570\uff08\u7d044K\uff09\u306b\u6bd4\u3079GPT-4\u306e\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570\u306f32K\u3068\u5927\u5e45\u306b\u62e1\u5f35\u3055\u308c\u3066\u3044\u308b\u3002\u672c\u4ef6\u3067\u306f\u6700\u59273-shot\u306e\u8a2d\u5b9a[7]\u3067\u8a66\u884c\u3057shot\u6570\u304c\u5897\u3048\u305f\u3053\u3068\u306b\u3088\u308b\u6027\u80fd\u5411\u4e0a\u3082\u78ba\u8a8d\u3067\u304d\u305f\u3002<\/p>\n\n\n\n<p>\u7ffb\u8a33\u6642\u306b\u904e\u53bb\u306e\u7ffb\u8a33\u7d50\u679c\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u306f\u4e00\u822c\u7684\u306b\u884c\u308f\u308c\u3066\u304a\u308a\u3001\u672c\u691c\u8a3c\u306e\u8a2d\u5b9a\u306f\u7121\u7406\u306a\u3082\u306e\u3067\u306f\u306a\u3044\uff08\u53b3\u5bc6\u306b\u306f\u5fae\u5999\u306a\u90e8\u5206\u306f\u3042\u308b\u3051\u3069\uff09\u3002LLM\u3092\u5229\u7528\u3057\u305f\u6a5f\u68b0\u7ffb\u8a33\u3067\u306f\u8f9e\u66f8\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u304c\u6709\u52b9\u3068\u3044\u3046\u5831\u544a\u3082\u3042\u308b[8]\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5de5\u592b\u3084\u81ea\u52d5\u4f5c\u6210\u306b\u3088\u3063\u3066LLM\u3092\u7528\u3044\u305f\u6a5f\u68b0\u7ffb\u8a33\u6027\u80fd\u306f\u5411\u4e0a\u3057\u4f7f\u3044\u52dd\u624b\u306e\u826f\u3044\u30b7\u30b9\u30c6\u30e0\u306b\u306a\u308b\u4e8b\u304c\u898b\u8fbc\u307e\u308c\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u811a\u6ce8<\/h3>\n\n\n\n<p>[1] <a href=\"https:\/\/github.com\/Shark-NLP\/OpenICL\">GitHub &#8211; Shark-NLP\/OpenICL: OpenICL is an open-source framework to facilitate research, development, and prototyping of in-context learning.<\/a> Zhenyu Wu, Yaoxiang Wang, Jiacheng Ye, Jiangtao Feng, Jingjing Xu, Yu Qiao, and Zhiyong Wu 2023. OpenICL: An Open-Source Framework for In-context Learning.&nbsp;<em>arXiv preprint arXiv:2303.02913<\/em>.<br>\u203bsentence_transformer\u306e\u30e2\u30c7\u30eb\u540d\u3092\u4e0e\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u65e5\u672c\u8a9e\u3082\u4f7f\u7528\u53ef\u80fd\uff08\u4f8b\u3048\u3070\u2193\uff09<br><code>TopkRetriever(data, ice_num=5, sentence_transformers_model_name='paraphrase-multilingual-mpnet-base-v2')<\/code><br>[2] gpt-3.5-turbo-0301<br>[3] gpt-4-0314<br>[4] <a href=\"https:\/\/github.com\/nipunsadvilkar\/pySBD\">GitHub \u2013 nipunsadvilkar\/pySBD<\/a>\u306b\u3088\u308a\u884c\u306b\u5206\u5272\u3057\u3001FuguMT(<a href=\"https:\/\/huggingface.co\/staka\/fugumt-en-ja\">staka\/fugumt-en-ja \u00b7 Hugging Face<\/a>)\u3067\u7ffb\u8a33<br>[5] GPT-3.5\u3067\u306f\u5b9f\u884c\u4e0d\u53ef\u306e\u8a2d\u5b9a<br>[6] Jiachang Liu, Dinghan Shen, Yizhe Zhang, Bill Dolan, Lawrence Carin, and Weizhu Chen. (2021). What Makes Good In-Context Examples for GPT-$3$?. <em>arXiv preprint arXiv:2101.06804<\/em>.<br>[7] 4K\u3060\u30681 shot\u3057\u304b\u7121\u7406\u306a\u5834\u5408\u3082\u3042\u3063\u305f\u306e\u3067\u30013 shot\u3067\u3082\u5927\u304d\u306a\u62e1\u5f35<br>[8] <a href=\"https:\/\/arxiv.org\/abs\/2302.07856v1\">[2302.07856v1] Dictionary-based Phrase-level Prompting of Large Language Models for Machine Translation (arxiv.org)<\/a>\u3001Marjan Ghazvininejad, Hila Gonen, Luke Zettlemoyer. Dictionary-based Phrase-level Prompting of Large Language Models for Machine Translation. <em>arXiv preprint arXiv:2302.07856<\/em>.<br>[9] \u6b63\u76f4\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u304c\u30a4\u30de\u30a4\u30c1\u3060\u3063\u305f\u308a\u3059\u308b\u2026\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u305d\u306e\u4ed6<\/h3>\n\n\n\n<p>OpenICL\u3092\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3063\u3066\u6a5f\u68b0\u7ffb\u8a33\u3092\u984c\u6750\u306b\u691c\u8a3c\u3057\u3066\u307f\u305f\u3002\u7d50\u679c\u3068\u3057\u3066\u5546\u7528\u306e\u6a5f\u68b0\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u3092\u8d85\u3048\u308b\u6027\u80fd\u3068\u306a\u3063\u3066\u3073\u3063\u304f\u308a\u3002\u904e\u53bb\u306e\u8a33\u3092\u53c2\u7167\u3067\u304d\u308b\u6761\u4ef6\u3060\u3068\u7ffb\u8a33\u304c\u5bb9\u6613\u306b\u306a\u308b\u306e\u306f\u5f53\u305f\u308a\u524d\u3067\u306f\u3042\u308b\u304c\u3001\u305d\u308c\u3092\u81ea\u7136\u306b\u81ea\u52d5\u5316\u3067\u304d\u308b\u306e\u306f\u3059\u3054\u3044\u3002<\/p>\n\n\n\n<p>LLM\u306e\u6d41\u884c\u3084GPT-4\u306e\u767b\u5834\u306b\u3088\u3063\u3066NLP\u754c\u9688\u306f\u6fc0\u5909\u3057\u3066\u3044\u308b\u3002LLM\u3092\u3046\u307e\u304f\u4f7f\u3046\u4e0a\u3067ICL\u306f\u4e00\u3064\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u3067\u3042\u308b\u3068\u601d\u3046\u3002\u306a\u304b\u306a\u304b\u691c\u8a3c\u304c\u96e3\u3057\u3044[9]\u5206\u91ce\u3067\u3042\u308b\u304c\u4eca\u5f8c\u3082\u5b9a\u91cf\u7684\u8a55\u4fa1\u3092\u884c\u3044\u305f\u3044\u3002\u672c\u4ef6\u3060\u3068ICL\u306f\u300c\u82f1\u8a9e\u2192\u65e5\u672c\u8a9e\u3067\u306e\u5358\u8a9e\u9078\u629e\u3078\u306e\u8ca2\u732e\u300d\u300c\u65e5\u672c\u8a9e\u306e\u30b9\u30bf\u30a4\u30eb\uff08\u5e38\u4f53\u30fb\u656c\u4f53\u306a\u3069\uff09\u3078\u306e\u8ca2\u732e\u300d\u306a\u3069\u69d8\u3005\u306a\u5074\u9762\u304c\u3042\u308b\u306f\u305a\u3067\u305d\u306e\u8fba\u308a\u3082\u5206\u3051\u3066\u691c\u8a3c\u3057\u305f\u3044\u3068\u3053\u308d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>GPT-4\u3068GPT-3.5 + OpenICL[1]\u3092\u7528\u3044\u3066\u6a5f\u68b0\u7ffb\u8a33\u306b\u304a\u3051\u308bICL\uff08In-Context Learning\uff09\u3092\u691c\u8a3c\u3057\u3066\u307f\u305f\u3002\u7d50\u679c\u306f\u4e0b\u8868\u306e\u901a\u308a\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u52d5\u7684\u751f\u6210\u306b\u306f\u5927\u304d\u306a\u52b9\u679c\u304c\u3042\u3063\u305f\u3002 \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6761\u4ef6 &hellip; <a href=\"https:\/\/staka.jp\/wordpress\/?p=809\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u6a5f\u68b0\u7ffb\u8a33\u3067\u306eIn-Context Learning\uff08GPT-4 + OpenICL\uff09&#8221; \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":[2,11,13],"tags":[25,37,38],"class_list":["post-809","post","type-post","status-publish","format-standard","hentry","category-ai","category-11","category-13","tag-chatgpt","tag-gpt-3-5-turbo","tag-gpt-4"],"_links":{"self":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/809","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=809"}],"version-history":[{"count":0,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/809\/revisions"}],"wp:attachment":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=809"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=809"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=809"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}