{"id":5384,"date":"2024-09-04T05:16:00","date_gmt":"2024-09-03T20:16:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5384"},"modified":"2024-09-04T05:16:00","modified_gmt":"2024-09-03T20:16:00","slug":"symbolic-working-memory-enhances-language-models-for-complex-rule-application","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5384","title":{"rendered":"Symbolic Working Memory Enhances Language Models for Complex Rule Application"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Symbolic Working Memory Enhances Language Models for Complex Rule Application\u00a0<\/strong>[87.3]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u9855\u8457\u306a\u63a8\u8ad6\u6027\u80fd\u3092\u793a\u3057\u3066\u3044\u308b\u304c\u3001\u591a\u6bb5\u968e\u306e\u63a8\u8ad6\u306b\u82e6\u616e\u3057\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u5916\u90e8\u30ef\u30fc\u30ad\u30f3\u30b0\u30e1\u30e2\u30ea\u3092\u7528\u3044\u305fLLM\u306e\u62e1\u5f35\u3068,\u30eb\u30fc\u30eb\u9069\u7528\u306e\u305f\u3081\u306e\u30cb\u30e5\u30fc\u30ed\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 \u5f53\u793e\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f,LLM\u30d9\u30fc\u30b9\u306e\u30eb\u30fc\u30eb\u5b9f\u88c5\u3068\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30eb\u30fc\u30eb\u30b0\u30e9\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u3092\u53cd\u5fa9\u7684\u306b\u5b9f\u65bd\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2408.13654v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2408.13654v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 24 Aug 2024 19:11:54 GMT)<\/li>\n\n\n\n<li>LLM\u304c\u82e6\u624b\u3068\u3059\u308b\u30eb\u30fc\u30eb\u3092\u9069\u7528\u3057\u3066\u3044\u304f\u591a\u6bb5\u63a8\u8ad6\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u4f5c\u696d\u9818\u57df\u3092\u7528\u3044\u308b\u624b\u6cd5\u306e\u63d0\u6848\u3002\u300cWe implement this working memory to store rules and facts in both natural language and their symbolic forms (i.e., in Prolog), thus supporting precise symbolic reference.\u300d\u3068Prolog\u306e\u3088\u3046\u306a\u5f62\u5f0f\u3092\u4f75\u7528\u3059\u308b\u306e\u304c\u7279\u5fb4\u7684\u3002\n<ul class=\"wp-block-list\">\n<li>\u4eba\u3067\u3082\u3053\u306e\u624b\u306e\u7591\u4f3c\u30b3\u30fc\u30c9\u3092\u4f7f\u3046\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001\u4ed6\u306e\u30bf\u30b9\u30af\u3067\u3082\u6709\u52b9\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/SiyuanWangw\/RuleApplication\">GitHub &#8211; SiyuanWangw\/RuleApplication<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\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":[223,244],"class_list":["post-5384","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-memory"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5384","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=5384"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5384\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5384"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5384"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5384"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}