{"id":6828,"date":"2025-05-30T05:12:00","date_gmt":"2025-05-29T20:12:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6828"},"modified":"2025-05-25T10:15:52","modified_gmt":"2025-05-25T01:15:52","slug":"bidirectional-lms-are-better-knowledge-memorizers-a-benchmark-for-real-world-knowledge-injection","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6828","title":{"rendered":"Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection\u00a0<\/strong>[48.2]<br>\u4eba\u9593\u306e\u4ecb\u5165\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u7d99\u7d9a\u7684\u306b\u9032\u5316\u3059\u308b\u65b0\u3057\u3044\u3001\u73fe\u5b9f\u7684\u3067\u5927\u898f\u6a21\u306a\u77e5\u8b58\u6ce8\u5165\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u5c0e\u5165\u3059\u308b\u3002 WikiDYK\u306f\u30a6\u30a3\u30ad\u30da\u30c7\u30a3\u30a2\u306e\u300cDid You Know&#8230;\u300d\u30a8\u30f3\u30c8\u30ea\u304b\u3089\u6700\u8fd1\u8ffd\u52a0\u3055\u308c\u305f\u4eba\u6587\u7684\u306a\u4e8b\u5b9f\u3092\u6d3b\u7528\u3059\u308b\u3002 WikiDYK\u306b\u306f12,290\u306e\u4e8b\u5b9f\u306877,180\u306e\u8cea\u554f\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.12306v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.12306v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 18 May 2025 08:39:05 GMT)<\/li>\n\n\n\n<li>\u300cOur extensive experiments reveal a critical limitation: under continued pre-training, Causal Language Models (CLMs) exhibit significantly weaker knowledge memorization compared to Bidirectional Language Models (BiLMs). To address this gap, we proposed a modular collaborative framework that integrates BiLMs as dynamic external knowledge repositories with LLMs.\u300d\u3068\u306e\u3053\u3068\u3002\u4eca\u306fCausal LM\u5168\u76db\u3068\u3044\u3046\u611f\u3058\u3060\u304c\u3001BiLM\u306e\u6d3b\u7528\u306f\u3042\u308a\u3048\u308b\u306e\u3060\u308d\u3046\u304b\u3002\u901f\u5ea6\u7684\u306a\u554f\u984c\u6b21\u7b2c\u30fb\u30fb\u30fb\uff1f<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/zhang-yu-wei\/WikiDYK\">GitHub &#8211; zhang-yu-wei\/WikiDYK<\/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":[213,244,392],"class_list":["post-6828","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-knowledge-editing","tag-memory","tag-t5"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6828","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=6828"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6828\/revisions"}],"predecessor-version":[{"id":6829,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6828\/revisions\/6829"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6828"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6828"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6828"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}