{"id":3932,"date":"2023-10-16T04:05:00","date_gmt":"2023-10-15T19:05:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3932"},"modified":"2023-10-16T04:05:00","modified_gmt":"2023-10-15T19:05:00","slug":"llm%e3%81%a8factuality","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3932","title":{"rendered":"LLM\u3068Factuality"},"content":{"rendered":"\n<p>LLM\u3068Factuality\u306e\u95a2\u4fc2\u306f\u793e\u4f1a\u5b9f\u88c5\u4e0a\u5927\u304d\u306a\u8208\u5473\u3092\u6301\u305f\u308c\u3066\u3044\u308b\u3002\u30b5\u30fc\u30d9\u30a4\u3084\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u30ef\u30fc\u30af\u304c\u7acb\u3066\u7d9a\u3051\u306b\u51fa\u3066\u3044\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Factuality Challenges in the Era of Large Language Models\u00a0<\/strong>[113.3]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u8aa4\u3063\u305f\u3001\u8aa4\u3063\u305f\u3001\u3042\u308b\u3044\u306f\u8aa4\u89e3\u3092\u62db\u304f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u751f\u6210\u3059\u308b\u3002 LLM\u306f\u60aa\u610f\u306e\u3042\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u3053\u308c\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3092\u6b3a\u304f\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u3044\u3046\u70b9\u3067\u3001\u793e\u4f1a\u306b\u91cd\u5927\u306a\u8ab2\u984c\u3092\u3082\u305f\u3089\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2310.05189v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2310.05189v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 10 Oct 2023 03:34:46 GMT)<\/li>\n\n\n\n<li>\u793e\u4f1a\u5b9f\u88c5\u306b\u91cd\u304d\u3092\u7f6e\u3044\u305f\u8abf\u67fb\u3068\u63d0\u8a00\u3001\u300cGiven the rapid and widespread growth in the use of LLMs, society must act quickly with appropriate regulation, education, and collaboration.\u300d\u3068\u898f\u5236\u3088\u308a\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators\u00a0<\/strong>[78.6]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u4e0b\u6d41\u306e\u77e5\u8b58\u96c6\u7d04\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u60c5\u5831\u691c\u7d22\u6280\u8853\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u3002 \u3057\u304b\u3057\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u61f8\u5ff5\u306f\u3001\u3053\u306e\u7121\u691c\u95b2\u306e\u77e5\u8b58\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306e\u4e8b\u5b9f\u3068\u6f5c\u5728\u7684\u610f\u5473\u306b\u3064\u3044\u3066\u591a\u5c90\u306b\u308f\u305f\u308b\u3002 \u672c\u7814\u7a76\u3067\u306f,6\u3064\u306e\u91cd\u8981\u306a\u8996\u70b9\u304b\u3089\u751f\u6210\u3057\u305f\u77e5\u8b58\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305fCONNER\u3092\u7d39\u4ecb\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2310.07289v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2310.07289v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 11 Oct 2023 08:22:37 GMT)<\/li>\n\n\n\n<li><em><em>Factuality, Relevance, Coherence, Informativeness, Helpfulness, Validity<\/em><\/em>\u306e\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/ChanLiang\/CONNER\">GitHub &#8211; ChanLiang\/CONNER: The implementation for EMNLP 2023 paper \u201dBeyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators\u201c<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity\u00a0<\/strong>[61.5]<br>\u672c\u8abf\u67fb\u306f,\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306b\u304a\u3051\u308b\u4e8b\u5b9f\u6027\u306e\u91cd\u8981\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u3002 LLM\u304c\u69d8\u3005\u306a\u9818\u57df\u306b\u307e\u305f\u304c\u308b\u5fdc\u7528\u3092\u898b\u51fa\u3059\u306b\u3064\u308c\u3001\u305d\u306e\u51fa\u529b\u306e\u4fe1\u983c\u6027\u3068\u6b63\u78ba\u6027\u306f\u91cd\u8981\u3068\u306a\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2310.07521v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2310.07521v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 11 Oct 2023 14:18:03 GMT)<\/li>\n\n\n\n<li>Retrieval-Augmented LLM\u3092\u542b\u3081\u305f\u30b5\u30fc\u30d9\u30a4<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/wangcunxiang\/LLM-Factuality-Survey\">GitHub &#8211; wangcunxiang\/LLM-Factuality-Survey: The repository for the survey paper &lt;&lt;Survey on Large Language Models Factuality: Knowledge, Retrieval and Domain-Specificity>><\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>LLM\u3068Factuality\u306e\u95a2\u4fc2\u306f\u793e\u4f1a\u5b9f\u88c5\u4e0a\u5927\u304d\u306a\u8208\u5473\u3092\u6301\u305f\u308c\u3066\u3044\u308b\u3002\u30b5\u30fc\u30d9\u30a4\u3084\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u30ef\u30fc\u30af\u304c\u7acb\u3066\u7d9a\u3051\u306b\u51fa\u3066\u3044\u305f\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[139,223],"class_list":["post-3932","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-factuality","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3932","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=3932"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3932\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3932"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3932"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3932"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}