{"id":4529,"date":"2024-03-12T05:34:00","date_gmt":"2024-03-11T20:34:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4529"},"modified":"2024-03-12T05:34:00","modified_gmt":"2024-03-11T20:34:00","slug":"design2code","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4529","title":{"rendered":"Design2Code"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Design2Code: How Far Are We From Automating Front-End Engineering?\u00a0<\/strong>[83.1]<br>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebLLM\u304c\u30d3\u30b8\u30e5\u30a2\u30eb\u30c7\u30b6\u30a4\u30f3\u3092\u30b3\u30fc\u30c9\u5b9f\u88c5\u306b\u76f4\u63a5\u5909\u63db\u3059\u308b\u30bf\u30b9\u30af\u3092 Design2Code \u30bf\u30b9\u30af\u3068\u3057\u3066\u5f62\u5f0f\u5316\u3057,\u5305\u62ec\u7684\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u884c\u3046\u3002 \u5177\u4f53\u7684\u306b\u306f\u3001\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3068\u3057\u3066\u3001484\u306e\u591a\u69d8\u306a\u73fe\u5b9f\u4e16\u754c\u306eWeb\u30da\u30fc\u30b8\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u624b\u52d5\u3067\u30ad\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u3002 \u6211\u3005\u306f,GPT-4V \u3068 Gemini Pro Vision \u4e0a\u3067,\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30d7\u30ed\u30f3\u30d7\u30c8\u624b\u6cd5\u306e\u30b9\u30a4\u30fc\u30c8\u3092\u958b\u767a\u3057,\u305d\u306e\u6709\u52b9\u6027\u3092\u793a\u3059\u3002 \u4eba\u7684\u8a55\u4fa1\u3068\u81ea\u52d5\u6e2c\u5b9a\u306e\u4e21\u65b9\u3067\u3001GPT-4V\u306f\u4ed6\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u3053\u306e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u6700\u5584\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2403.03163v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2403.03163v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 5 Mar 2024 17:56:27 GMT)<\/li>\n\n\n\n<li>WEB\u30da\u30fc\u30b8\u306e\u753b\u50cf\u304b\u3089\u30b3\u30fc\u30c9\u3092\u4f5c\u308c\u308b\u304b\u3092\u691c\u8a3c\u3057\u305f\u8ad6\u6587\u3002GPT-4V\u304c\u6700\u3082\u6027\u80fd\u304c\u9ad8\u3044\u304c\u3001\u5341\u5206\u3067\u306f\u306a\u3055\u305d\u3046\u3002\u65e2\u5b58\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306f\u304b\u306a\u308a\u60aa\u3044\u3002\u8ad6\u6587\u4e2d\u3067\u306f<a href=\"https:\/\/devneko.jp\/wordpress\/?p=4181\">CogAgent \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb (devneko.jp)<\/a>\u3092fine tuning\u3057\u305fDesign2Code-18B\u3092\u958b\u767a\u3001\u516c\u958b\u3057\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>Mistral\u30d9\u30fc\u30b9\u306e<a href=\"https:\/\/huggingface.co\/HuggingFaceM4\/VLM_WebSight_finetuned\">HuggingFaceM4\/VLM_WebSight_finetuned \u00b7 Hugging Face<\/a>\u304c\u307e\u305a\u307e\u305a\u306e\u30b9\u30b3\u30a2\u3092\u51fa\u3057\u3066\u304a\u308a\u300cWebSight VLM-8B performs better than Gemini direct prompting (54% win rate and 35% lose rate), suggesting that finetuning on a large amount of data can match commercial models in specific domains.\u300d\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3082\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/salt-nlp.github.io\/Design2Code\/\">Design2Code: How Far Are We From Automating Front-End Engineering (salt-nlp.github.io)<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[176,223,517,524],"class_list":["post-4529","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-gpt-4v","tag-llm","tag-517","tag-524"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4529","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4529"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4529\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4529"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4529"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4529"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}