{"id":5303,"date":"2024-08-20T04:24:00","date_gmt":"2024-08-19T19:24:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5303"},"modified":"2024-08-20T04:24:00","modified_gmt":"2024-08-19T19:24:00","slug":"can-large-language-models-understand-symbolic-graphics-programs","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5303","title":{"rendered":"Can Large Language Models Understand Symbolic Graphics Programs?"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Can Large Language Models Understand Symbolic Graphics Programs?\u00a0<\/strong>[136.6]<br>\u6211\u3005\u306f\u3001\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u95a2\u9023\u3059\u308b\u8cea\u554f\u306b\u7b54\u3048\u308b\u80fd\u529b\u306e\u89b3\u70b9\u304b\u3089\u3001LLM\u306e\u8c61\u5fb4\u7684\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u5bfe\u3059\u308b\u7406\u89e3\u3092\u7279\u5fb4\u3065\u3051\u308b\u3002 \u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001LLM\u306f\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u3055\u308c\u305f\u30d3\u30b8\u30e5\u30a2\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u76f4\u63a5\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5bfe\u5fdc\u3059\u308b\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u3069\u306e\u3088\u3046\u306b\u898b\u3048\u308b\u304b\u3092\u60f3\u50cf\u3059\u308b\u80fd\u529b\u3092\u6301\u3064\u5fc5\u8981\u304c\u3042\u308b\u3002 \u30b7\u30f3\u30dc\u30eb\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u7406\u89e3\u306e\u305f\u3081\u306e\u5927\u898f\u6a21\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067,LLM\u306e\u8a55\u4fa1\u306b\u3053\u306e\u30bf\u30b9\u30af\u3092\u5229\u7528\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2408.08313v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2408.08313v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 15 Aug 2024 17:59:57 GMT)<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c9\u306e\u3088\u3046\u306b\u8868\u73fe\u3057\u305f\u753b\u50cf\u306b\u5bfe\u3057\u3066\u8cea\u554f\u306b\u7b54\u3048\u3089\u308c\u308b\u304b\uff1f\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u300cThis result suggests that how LLMs understand symbolic graphics programs is quite different from human.\u300d\u3068\u3042\u308b\u304c\u3001\u4eba\u9593\u3067\u3067\u304d\u308b\u3093\u3084\u308d\u3046\u304b\u30fb\u30fb\u30fb\u3002\u300cFor such a task, we create SGP-Bench, a benchmark that shows distinguishable results between LLMs and introduce the method of Symbolic Instruction Finetuning (SIT) that improves LLMs\u2019 capability of understanding graphics programs.\u300d\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u53ef\u80fd\u6027\u304c\u9a5a\u7570\u7684\u306b\u601d\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/sgp-bench.github.io\/\">SGP-Bench<\/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":[223],"class_list":["post-5303","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5303","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=5303"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5303\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5303"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5303"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5303"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}