{"id":6239,"date":"2025-02-18T06:28:00","date_gmt":"2025-02-17T21:28:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6239"},"modified":"2025-02-18T06:28:00","modified_gmt":"2025-02-17T21:28:00","slug":"enhancing-llm-character-level-manipulation-via-divide-and-conquer","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6239","title":{"rendered":"Enhancing LLM Character-Level Manipulation via Divide and Conquer"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Enhancing LLM Character-Level Manipulation via Divide and Conquer\u00a0<\/strong>[108.7]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u5e45\u5e83\u3044\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u30bf\u30b9\u30af\u306b\u307e\u305f\u304c\u308b\u5f37\u529b\u306a\u4e00\u822c\u5316\u6a5f\u80fd\u3092\u793a\u3057\u3066\u3044\u308b\u3002 \u5f7c\u3089\u306f\u6587\u5b57\u30ec\u30d9\u30eb\u306e\u6587\u5b57\u5217\u64cd\u4f5c\u306b\u304a\u3044\u3066\u9855\u8457\u306a\u5f31\u70b9\u3092\u793a\u3057\u3001\u6587\u5b57\u524a\u9664\u3001\u633f\u5165\u3001\u7f6e\u63db\u3068\u3044\u3063\u305f\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u306b\u82e6\u52b4\u3057\u305f\u3002 \u672c\u7a3f\u3067\u306f,\u30c8\u30fc\u30af\u30f3\u30ec\u30d9\u30eb\u306e\u51e6\u7406\u3068\u6587\u5b57\u30ec\u30d9\u30eb\u306e\u64cd\u4f5c\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u65b0\u3057\u3044\u624b\u6cd5\u3067\u3042\u308bDivide and Conquer\u306b\u3088\u308b\u6587\u5b57\u30ec\u30d9\u30eb\u64cd\u4f5c\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.08180v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.08180v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 12 Feb 2025 07:37:39 GMT)<\/li>\n\n\n\n<li>\u300cFor example, when prompting models to insert \u2018a\u2019 after every \u2018e\u2019 in the word &#8220;intelligence&#8221;, even one of the state-of-the-art LLMs, ChatGPT-4o, returns a wrong answer: &#8220;intellaigenca&#8221;.\u300d\u3068\u3044\u3046\u3088\u3046\u306a\u30c8\u30fc\u30af\u30f3\u5358\u4f4d\u3068\u6587\u5b57\u5358\u4f4d\u306e\u76f8\u9055\u306b\u3088\u308a\u610f\u5916\u3068\u96e3\u3057\u3044\u6587\u5b57\u64cd\u4f5c\u306b\u5bfe\u3059\u308b\u5bfe\u5fdc\u65b9\u6cd5\u306e\u63d0\u6848\u3002\u300cWe first decompose the token into an atomized character sequence. Then, we perform character-wise manipulations on the individual characters. Finally, we reconstruct the token from the modified sequence.\u300d\u30683\u30b9\u30c6\u30fc\u30b8\u69cb\u6210\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Eric2i\/CharDC\">https:\/\/github.com\/Eric2i\/CharDC<\/a>\u3068\u306e\u3053\u3068\u3060\u304c\u3001\u73fe\u6642\u70b9\u3067\u306f404<\/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-6239","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\/6239","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=6239"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6239\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6239"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6239"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6239"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}