{"id":5102,"date":"2024-07-10T03:14:00","date_gmt":"2024-07-09T18:14:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5102"},"modified":"2024-07-10T03:14:00","modified_gmt":"2024-07-09T18:14:00","slug":"pine-position-invariant-inference","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5102","title":{"rendered":"PINE : Position-INvariant inferencE"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Eliminating Position Bias of Language Models: A Mechanistic Approach\u00a0<\/strong>[119.3]<br>\u4f4d\u7f6e\u30d0\u30a4\u30a2\u30b9\u306f\u73fe\u4ee3\u8a00\u8a9e\u30e2\u30c7\u30eb (LM) \u306e\u4e00\u822c\u7684\u306a\u554f\u984c\u3067\u3042\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u3066\u3044\u308b\u3002 \u56e0\u679c\u7684\u6ce8\u610f\u306f\u4e00\u822c\u7684\u306b\u3001\u30e2\u30c7\u30eb\u304c\u9060\u65b9\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u597d\u3080\u306e\u306b\u5bfe\u3057\u3066\u3001RoPE\u306e\u3088\u3046\u306a\u76f8\u5bfe\u7684\u306a\u4f4d\u7f6e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306f\u8fd1\u304f\u306e\u3082\u306e\u3092\u597d\u3080\u3002 \u672c\u7814\u7a76\u3067\u306f,\u7570\u306a\u308b\u5165\u529b\u30bb\u30b0\u30e1\u30f3\u30c8\u9806\u5e8f(\u4f8b\u3048\u3070LM-as-a-judge\u306e\u30aa\u30d7\u30b7\u30e7\u30f3,QA\u306e\u691c\u7d22\u6587\u66f8)\u306b\u3088\u3063\u3066\u751f\u3058\u308b\u4f4d\u7f6e\u30d0\u30a4\u30a2\u30b9\u3092,TRAINING-FREE ZERO-SHOT\u65b9\u5f0f\u3067\u63a8\u5b9a\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.01100v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.01100v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 01 Jul 2024 09:06:57 GMT)<\/li>\n\n\n\n<li>\u4f4d\u7f6e\u30d0\u30a4\u30a2\u30b9\u3092\u9664\u53bb\u3059\u308b\u624b\u6cd5\u306e\u63d0\u6848\u3002\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30b9\u30b3\u30a2\u306e\u985e\u4f3c\u6027\u3092\u4f7f\u3063\u3066\u4f4d\u7f6e\u60c5\u5831\u3092\u5272\u308a\u5f53\u3066\u306a\u304a\u3059\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u3088\u3046\uff08\uff1f\uff09\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d5\u30ea\u30fc\u3060\u304c\u8a08\u7b97\u30b3\u30b9\u30c8\u306f\u9ad8\u3081\u306b\u601d\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u4f4d\u7f6e\u30d0\u30a4\u30a2\u30b9\u306f\u300cFurther, our empirical study on object detection reveals that position bias is also present in vision-language models (VLMs).\u300d\u3068MLLM\u3067\u3082\u5f71\u97ff\u3042\u308a\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/wzq016\/PINE\">GitHub &#8211; wzq016\/PINE: Offcial Repo of Paper &#8220;Eliminating Position Bias of Language Models: A Mechanistic Approach&#8221;&#8221;<\/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":[434,667],"class_list":["post-5102","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-vision-language","tag-667"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5102","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=5102"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5102\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5102"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5102"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5102"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}