{"id":594,"date":"2024-03-03T18:17:49","date_gmt":"2024-03-03T09:17:49","guid":{"rendered":"https:\/\/jaeinlab.com\/?p=594"},"modified":"2024-03-03T18:23:38","modified_gmt":"2024-03-03T09:23:38","slug":"entity-alignment-%ed%83%9c%ec%8a%a4%ed%81%ac-%eb%b0%8f-%eb%b2%a4%ec%b9%98%eb%a7%88%ed%81%ac-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b-%ec%95%8c%ec%95%84%eb%b3%b4%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/jaeinlab.com\/?p=594","title":{"rendered":"Entity Alignment \ud0dc\uc2a4\ud06c \ubc0f \ubca4\uce58\ub9c8\ud06c, \ub370\uc774\ud130\uc14b \uc54c\uc544\ubcf4\uae30"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\uc624\ub298\uc740 Knowledge Graph (KG) \uad00\ub828 \ud0dc\uc2a4\ud06c \uc911 Entity Alignment (EA)\uc5d0 \ub300\ud574 \ubcf4\ub2e4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. KG \uac1c\ub150\uc5d0 \uc775\uc219\ud558\uc9c0 \uc54a\uc73c\uc2dc\ub2e4\uba74 <a href=\"https:\/\/jaeinlab.com\/?p=582\">\uc9c0\ub09c \uae00<\/a>\uc744 \uc77d\uace0 \uc624\uc2dc\uba74 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/jaeinlab.com\/?p=582\">\uc9c0\ub09c \uae00<\/a>\uc5d0\uc11c \uac04\ub2e8\ud788 \uc18c\uac1c\ud588\ub4ef, EA\ub294 \ub2e4\ub978 \ub450 \uac1c (\ud639\uc740 \uadf8 \uc774\uc0c1\uc758) KG\uac00 \uac00\uc9c4 \uc5d4\ud2f0\ud2f0\ub4e4 \uc911, \uc2e4\uc138\uacc4\uc5d0\uc11c \uac19\uc740 \uac1d\uccb4\ub97c \uac00\ub9ac\ud0a4\ub294 \uc5d4\ud2f0\ud2f0 \uc30d (entity pair)\uc744 \ucc3e\uc544\ub0b4\uace0\uc790 (identify) \ud558\ub294 \ud0dc\uc2a4\ud06c\uc785\ub2c8\ub2e4. \ub354 \uc885\ud569\uc801\uc774\uace0 \ud070 \ud558\ub098\uc758 KG\ub97c \ub9cc\ub4e4\uae30 \uc704\ud574 \uc5ec\ub7ec KG\ub97c \ud1b5\ud569\uc2dc\ud0a4\uace0\uc790 \ud558\ub294 \uc2dc\ub3c4\uac00 \ub9ce\uc774 \uc9c4\ud589\ub418\uace0 \uc788\uace0, \uadf8 \uc77c\ud658\uc5d0\uc11c EA\ub294 \uc544\uc8fc \uc911\uc694\ud55c \ud0dc\uc2a4\ud06c\uac00 \ub418\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Task Definition<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc218\uc2dd\uc744 \uc774\uc6a9\ud558\uc5ec formal \ud558\uac8c EA \ud0dc\uc2a4\ud06c\ub97c \uc815\uc758\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud45c\uae30\ubc95 \uc815\uc758<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\">\\(KG_1\\)\uc640 \\(KG_2\\)\ub97c \ub450 KG (\uc9c0\uc2dd \uadf8\ub798\ud504)\ub77c\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li class=\"\">\uac01 KG\ub294 \uc5d4\ud2f0\ud2f0 \uc9d1\ud569 (\\(E\\)), \uad00\uacc4 \uc9d1\ud569(\\(R\\)), \uadf8\ub9ac\uace0 \ud2b8\ub9ac\ud50c \uc9d1\ud569 (\\(T\\))\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc5ec\uae30\uc11c \ud2b8\ub9ac\ud50c\uc740 \\((head, relation, tail)\\) \uc758 \ud615\ud0dc\ub97c \uac00\uc9d1\ub2c8\ub2e4.\n<ul class=\"wp-block-list\">\n<li class=\"\">E.g., \\(E_1\u200b,R_1\u200b,T_1\\)\u200b\uc740 \\(KG_1\\)\u200b\uc758 \uc5d4\ud2f0\ud2f0, \uad00\uacc4, \ud2b8\ub9ac\ud50c\uc744 \ub098\ud0c0\ub0b4\uba70, \\(E_2,R_2,T_2\\)\ub294 \\(KG_2\\)\b\uc5d0 \ub300\uc751\ub418\ub294 \uac83\uc774\uc8e0.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">EA \ud0dc\uc2a4\ud06c \ubaa9\uc801 \uc815\uc758<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">EA\uc758 \ubaa9\uc801\uc740 \\(KG_1\\)\uc758 \uc5d4\ud2f0\ud2f0 \\(e_1\\in{E_1}\\)\uacfc \\(KG_2\\)\uc758 \uc5d4\ud2f0\ud2f0 \\(e_2\\in{E_2}\\) \uc0ac\uc774\uc758 \ub300\uc751 \uad00\uacc4\ub97c \ucc3e\uc544 \ub9e4\ud551\ud558\ub294 \uac83\uc778\ub370\uc694, \uc989 \ub450 KG \uc0ac\uc774\uc5d0\uc11c \uc2e4\uc138\uacc4 (real-world) \uac1d\uccb4\ub97c \ub098\ud0c0\ub0b4\ub294 \uc5d4\ud2f0\ud2f0 \uc30d (entity pair)\uc744 \uc2dd\ubcc4\ud574\ub0b4\uc57c \ud569\ub2c8\ub2e4. <\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"449\" data-attachment-id=\"603\" data-permalink=\"https:\/\/jaeinlab.com\/?attachment_id=603\" data-orig-file=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.45.46%E2%80%AFPM.png?fit=1452%2C1018&amp;ssl=1\" data-orig-size=\"1452,1018\" data-comments-opened=\"1\" data-image-title=\"Screenshot-2024-03-03-at-5.45.46\u202fPM\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.45.46%E2%80%AFPM.png?fit=640%2C449&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.45.46%E2%80%AFPM.png?resize=640%2C449&#038;ssl=1\" alt=\"\" class=\"wp-image-603\" style=\"width:666px;height:auto\" srcset=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.45.46%E2%80%AFPM.png?resize=1024%2C718&amp;ssl=1 1024w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.45.46%E2%80%AFPM.png?resize=300%2C210&amp;ssl=1 300w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.45.46%E2%80%AFPM.png?resize=768%2C538&amp;ssl=1 768w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.45.46%E2%80%AFPM.png?w=1452&amp;ssl=1 1452w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.45.46%E2%80%AFPM.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption class=\"wp-element-caption\">Wikidata\uc640 DBpedia \uc9c0\uc2dd\uadf8\ub798\ud504\uc758 EA \uc608\uc2dc<br>(\ucd9c\ucc98: A Benchmark and Comprehensive Survey on Knowledge Graph Entity Alignment via Representation Learning, 2022)<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">EA\ub97c \uc218\ud589\ud558\ub294 \ud568\uc218 \\(f(\\cdot)\\)\uac00 \uc788\uc744 \ub54c, \\(f(\\cdot)\\)\ub294 \\(E_1\\)\uc5d0\uc11c \\(E_2\\)\ub85c\uc758 \ub9e4\ud551\uc744 \uc0dd\uc131\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \uc989, \\(f(e_1)=e_2\\)\ub294 \\(e_1\\)\uacfc \\(e_2\\)\uac00 \ub3d9\uc77c\ud55c \uc2e4\uc138\uacc4 \uac1d\uccb4\ub97c \ub098\ud0c0\ub0b4\ub294 \uacbd\uc6b0\uc774\ubbc0\ub85c, \\((e_1, e_2)\\)\uac00 EA\uac00 \ucc3e\uc544\ub0b4\uace0\uc790 \ud558\ub294 entity pair \uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc77c\ubc18\uc801\uc73c\ub85c \uc720\uc0ac\ub3c4 (similarity)\ub97c \ucd5c\ub300\ud654\ud558\ub294 \ub9e4\ud551 \ud568\uc218 \\(f(\\cdot)\\)\uc744 \ucd5c\uc801\ud654\ud558\uc5ec EA \ud0dc\uc2a4\ud06c\uc758 \ubaa9\uc801\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\ub294\ub370\uc694, \uc720\uc0ac\ub3c4\uc758 \uacc4\uc0b0\uc740 text similarity, structural similarity, attribute similarity \ub4f1 \ub2e4\uc591\ud55c \ubc29\ubc95\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc989, \uc720\uc0ac\ub3c4 \uce21\uc815\uc740 \ubaa8\ub378\uc744 \uc5b4\ub5bb\uac8c \uc124\uacc4\ud558\ub0d0\uc5d0 \ub2ec\ub824\uc788\ub2e4\uace0 \uc0dd\uac01\ud574\uc8fc\uc2dc\uba74 \ub429\ub2c8\ub2e4. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub9e4\ud551 \ud568\uc218 (\\(e_1\\)\uacfc \\(e_2\\) \uc0ac\uc774\uc758 \uc720\uc0ac\ub3c4\ub97c \uce21\uc815\ud558\ub294)\uc758 \ucd5c\uc801\ud654 \ubb38\uc81c\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \ub098\ud0c0\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\\[\\max_{f} \\sum_{(e_1, e_2) \\in E_1 \\times E_2} \\text{similarity}(e_1, f(e_1))\\]<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Benchmarks<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">EA \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \ube44\uad50\ud558\uae30 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc73c\ub85c\ub294 DBPedia, Yago, Freebase, Wikidata \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798 Paperswithcode\uc5d0\uc11c \ubc1c\ucdcc\ud55c \uc2a4\ud06c\ub9b0\uc0f7\uc744 \ubcf4\uc2dc\uba74 \ubca4\uce58\ub9c8\ud06c \ub370\uc774\ud130\uc14b\uc73c\ub85c \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc774 \uc874\uc7ac\ud558\ub294 \uac83\uc744 \ud655\uc778\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"705\" data-attachment-id=\"602\" data-permalink=\"https:\/\/jaeinlab.com\/?attachment_id=602\" data-orig-file=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?fit=1420%2C1564&amp;ssl=1\" data-orig-size=\"1420,1564\" data-comments-opened=\"1\" data-image-title=\"Screenshot-2024-03-03-at-5.23.44\u202fPM\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?fit=640%2C705&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?resize=640%2C705&#038;ssl=1\" alt=\"\" class=\"wp-image-602\" srcset=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?resize=930%2C1024&amp;ssl=1 930w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?resize=272%2C300&amp;ssl=1 272w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?resize=768%2C846&amp;ssl=1 768w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?resize=1395%2C1536&amp;ssl=1 1395w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?resize=120%2C132&amp;ssl=1 120w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?w=1420&amp;ssl=1 1420w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.23.44%E2%80%AFPM.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption class=\"wp-element-caption\">Paperwithcode\uc5d0\uc11c \ubc1c\ucdcc\ud55c EA \ubca4\uce58\ub9c8\ud06c (2024\ub144 3\uc6d4 \uae30\uc900)<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\uae30\uc5d0\uc11c \ub370\uc774\ud130\uc14b \uc774\ub984\uc5d0 \ub300\ud574 \uac04\ub2e8\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. <em>&#8220;FBDB15k&#8221;<\/em> \ub85c \uc608\ub97c \ub4e4\uc790\uba74, \ud574\ub2f9 \ub370\uc774\ud130\uc14b\uc740 Freebase (FB)\uc640 DBpedia \uc0ac\uc774\uc758 \uc5d4\ud2f0\ud2f0 \ub9e4\ud551 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc73c\ub85c, 15,000\uac1c\uc758 entity pair\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub610 \ub208\uc5ec\uaca8 \ubcfc\ub9cc\ud55c \uac83\uc73c\ub85c <em>&#8220;DBP15k zh-en&#8221;<\/em> \ub370\uc774\ud130\uc14b\uc744 \ud655\uc778\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub294 EA \ud0dc\uc2a4\ud06c\ub97c \uc704\ud574 \uc124\uacc4\ub41c \ubca4\uce58\ub9c8\ud06c\ub85c, DBPedia\uc758 \ub450 \uc5b8\uc5b4 \ubc84\uc804, \uc989 \uc911\uad6d\uc5b4 (zh) \ubc84\uc804\uacfc \uc601\uc5b4 (en) \ubc84\uc804 \uc0ac\uc774\uc758 \uc5d4\ud2f0\ud2f0 \ub9e4\ud551\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4 (15k\ub294 15,000\uac1c\uc758 entity pair\uc744 \ud3ec\ud568\ud568\uc744 \ub098\ud0c0\ub0c4). \uac00\ub839, &#8220;\u5317\u4eac (\uc911\uad6d\uc5b4)&#8221;\uacfc &#8220;Beijing (\uc601\uc5b4)\u201c \uc0ac\uc774\uc758 \ub9e4\ud551\uc744 \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \uc798 \ud574\ub0b4\ub294\uc9c0 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc774, <em>FBDB15k<\/em>\uc640 \uac19\uc774 \ub3d9\uc77c\ud55c \uc5b8\uc5b4\uc758 \bKG\uc758 \ud1b5\ud569\uc744 \uc704\ud55c \ub370\uc774\ud130\uc14b \ubfd0\ub9cc \uc544\ub2c8\ub77c \ub2e4\ub978 \uc5b8\uc5b4\ub85c \uad6c\uc131\ub41c KG\ub97c \ud1b5\ud569\ud558\uae30 \uc704\ud55c cross-lingual EA \ub370\uc774\ud130\uc14b \ub610\ud55c \uc911\uc694\ud55c \ubca4\uce58\ub9c8\ud06c\ub85c \ud65c\uc6a9\ub418\uace0 \uc788\uc74c\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Subtask: Multi-modal Entity Alignment (MMEA)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ucd5c\uadfc \uba87 \ub144\uac04 \uac70\uc758 \ubaa8\ub4e0 \ub525\ub7ec\ub2dd \uc5f0\uad6c \ubd84\uc57c\uc5d0 \uac78\uccd0 Multi-modality\uac00 \uc801\uadf9\uc801\uc73c\ub85c \ud65c\uc6a9\ub418\uace0 \uc788\ub294 \uac83 \uac19\uc2b5\ub2c8\ub2e4. Multi-modality\uc758 KG\ubd84\uc57c\uc5d0\uc11c\uc758 \uc0ac\uc6a9\ub3c4 \ud65c\ubc1c\ud558\uac8c \uc5f0\uad6c\uac00 \uc9c4\ud589\ub418\uace0 \uc788\ub294\ub370\uc694, EA \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc811\uadfc \ubc29\uc2dd \uc911 \ud558\ub098\uc774\uae30\ub3c4 \ud569\ub2c8\ub2e4. <\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"259\" data-attachment-id=\"604\" data-permalink=\"https:\/\/jaeinlab.com\/?attachment_id=604\" data-orig-file=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.54.09%E2%80%AFPM.png?fit=1906%2C772&amp;ssl=1\" data-orig-size=\"1906,772\" data-comments-opened=\"1\" data-image-title=\"Screenshot-2024-03-03-at-5.54.09\u202fPM\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.54.09%E2%80%AFPM.png?fit=640%2C259&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.54.09%E2%80%AFPM.png?resize=640%2C259&#038;ssl=1\" alt=\"\" class=\"wp-image-604\" srcset=\"https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.54.09%E2%80%AFPM.png?resize=1024%2C415&amp;ssl=1 1024w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.54.09%E2%80%AFPM.png?resize=300%2C122&amp;ssl=1 300w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.54.09%E2%80%AFPM.png?resize=768%2C311&amp;ssl=1 768w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.54.09%E2%80%AFPM.png?resize=1536%2C622&amp;ssl=1 1536w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.54.09%E2%80%AFPM.png?w=1906&amp;ssl=1 1906w, https:\/\/i0.wp.com\/jaeinlab.com\/wp-content\/uploads\/2024\/03\/Screenshot-2024-03-03-at-5.54.09%E2%80%AFPM.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption class=\"wp-element-caption\">MMKG \uc608\uc2dc<br>(\ucd9c\ucc98: Multi-Modal Knowledge Graph Construction and Application: A Survey, 2015)<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">MMEA\uac00 \ud480\uace0\uc790 \ud558\ub294 \ubb38\uc81c\ub294 EA\uc640 \ub3d9\uc77c\ud569\ub2c8\ub2e4. \uc2e4\uc138\uacc4\uc5d0\uc11c \ub3d9\uc77c\ud55c \uac1d\uccb4 entity pair\uc744 \ucc3e\uc544\ub0b4\ub294 \uac83\uc778\ub370, \uae30\uc874\uc758 EA\uc640 \ub2e4\ub978 \uc810\uc740 KG\uc5d0 multi-modality\uac00 \ucd94\uac00\ub418\uc5c8\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uac00\ub839, \uae30\uc874 KG\uc5d0 image informaton\uc774 \ucd94\uac00\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.  <a href=\"https:\/\/arxiv.org\/abs\/2304.01563\">\ucd5c\uadfc \uc5f0\uad6c<\/a>\ub4e4\uc740 \uc8fc\ub85c multi-modality\ub97c \ud1b5\ud574 entity representation\uc744 \ub354 \uc815\uad50\ud654\uc2dc\ucf1c, EA\uc758 \uc131\ub2a5\uc744 \ub192\uc774\ub294 \ub370 \ud3ec\ucee4\uc2a4\ub97c \ub9de\ucd94\uace0 \uc788\ub294 \uac83 \uac19\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ubb3c\ub860, \uae30\uc874\uc758 KG\ub3c4 \uc644\ubcbd\uacfc\ub294 \uba40\uae30 \ub54c\ubb38\uc5d0 \uc544\uc9c1\uae4c\uc9c0\ub294 MMEA\ub97c \ub17c\ud558\ub294 \uc5f0\uad6c\ubcf4\ub2e4\ub294 MMKG Construction\uc5d0 \uc9d1\uc911\ud558\ub294 <a href=\"https:\/\/arxiv.org\/abs\/2202.05786\">\uc5f0\uad6c<\/a>\ub3c4 \ub9ce\uc774 \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud765\ubbf8\ub85c\uc6b4 \uc810\uc740, \uc55e\uc11c \uc18c\uac1c\ud55c Paperswithcode\uc758 Benchmark \uc2a4\uc0f7 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uc5ec\ub7ec \ubca4\uce58\ub9c8\ud06c \ub370\uc774\ud130\uc14b\uc5d0\uc11c Best Model\uc744 \ucc0d\uc740 \ubaa8\ub378\uc778 <a href=\"https:\/\/paperswithcode.com\/paper\/meaformer-multi-modal-entity-alignment\">MEAformer<\/a>\uac00 \ubc14\ub85c MMEA \ubaa8\ub378\uc774\ub77c\ub294 \uc810\uc785\ub2c8\ub2e4. EA \ud0dc\uc2a4\ud06c\uc5d0\uc11c\ub3c4 multi-modality\ub97c \uc798 \ud65c\uc6a9\ud558\uba74 SOTA \uc131\ub2a5\uc744 \ucc0d\uc744 \uc218 \uc788\uc74c\uc744 \uc785\uc99d\ud55c \uc148\uc778\ub370\uc694. \ud574\ub2f9 \ubaa8\ub378\uc740 vision, graph (structure), relation, attribute\uc640 \uac19\uc740 \ub2e4\uc591\ud55c modality fusion\uc744 \ud1b5\ud574 EA\ub97c \uc218\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4. MMEA\uc5d0\uc11c modality fusion\uc744 \uc218\ud589\ud558\ub294 method\uc5d0 \ub300\ud55c \uc18c\uac1c\ub294 \ub530\ub85c \ud3ec\uc2a4\ud305\ud560 \uacc4\ud68d\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\b\ud568\uaed8 \ubcf4\uba74 \uc88b\uc740 \uc790\ub8cc<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><a href=\"https:\/\/github.com\/THU-KEG\/Entity_Alignment_Papers\">Entity Alignment Papers (github repo)<\/a>: \uc77d\uc73c\uba74 \uc88b\uc740 EA \ub17c\ubb38\ub4e4\uc744 \ud55c\ub370 \uc815\ub9ac\ud55c \uae43\ud5d9 \ub808\ud3ec\uc785\ub2c8\ub2e4. Conference paper \ubfd0\ub9cc \uc544\ub2c8\ub77c, survey \ub17c\ubb38\uacfc benchmark, \uad00\ub828 tool\uae4c\uc9c0 \uc815\ub9ac\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\ub9c8\ubb34\ub9ac<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ubc88 \uae00\uc5d0\uc11c\ub294 EA \ud0dc\uc2a4\ud06c\uc758 \uc218\ud559\uc801 \uc815\uc758\uc640 \ubca4\uce58\ub9c8\ud06c \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uc5b4 \ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \ucd5c\uadfc \uc5f0\uad6c \ud2b8\ub80c\ub4dc\uc778 Multi-modality\ub97c \ud65c\uc6a9\ud55c EA, \uc989 MMEA\uc5d0 \ub300\ud574\uc11c\ub3c4 \uac04\ub2e8\ud788 \uc18c\uac1c\ud574 \ubcf4\uc558\ub294\ub370\uc694, MMEA\uc758 modality fusion method\uc5d0 \ub300\ud55c \uae00\uc740 \ub530\ub85c \uc791\uc131\ud560 \uacc4\ud68d\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc624\ub298\uc740 Knowledge Graph (KG) \uad00\ub828 \ud0dc\uc2a4\ud06c \uc911 Entity Alignment (EA)\uc5d0 \ub300\ud574 \ubcf4\ub2e4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. KG \uac1c\ub150\uc5d0 \uc775\uc219\ud558\uc9c0 \uc54a\uc73c\uc2dc\ub2e4\uba74 \uc9c0\ub09c \uae00\uc744 \uc77d\uace0 \uc624\uc2dc\uba74 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc9c0\ub09c \uae00\uc5d0\uc11c \uac04\ub2e8\ud788 \uc18c\uac1c\ud588\ub4ef, EA\ub294 \ub2e4\ub978 \ub450 \uac1c (\ud639\uc740 \uadf8 \uc774\uc0c1\uc758) KG\uac00 \uac00\uc9c4 \uc5d4\ud2f0\ud2f0\ub4e4 \uc911, \uc2e4\uc138\uacc4\uc5d0\uc11c \uac19\uc740 \uac1d\uccb4\ub97c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4,14],"tags":[29,58,69,37],"class_list":["post-594","post","type-post","status-publish","format-standard","hentry","category-knowledge-graphs","category-natural-language-processing","tag-ai","tag-kg","tag-multimodal","tag-nlp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Entity Alignment \ud0dc\uc2a4\ud06c \ubc0f \ubca4\uce58\ub9c8\ud06c, \ub370\uc774\ud130\uc14b \uc54c\uc544\ubcf4\uae30 - Jaein&#039;s Lab<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/jaeinlab.com\/?p=594\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Entity Alignment \ud0dc\uc2a4\ud06c \ubc0f \ubca4\uce58\ub9c8\ud06c, \ub370\uc774\ud130\uc14b \uc54c\uc544\ubcf4\uae30 - Jaein&#039;s Lab\" \/>\n<meta property=\"og:description\" content=\"\uc624\ub298\uc740 Knowledge Graph (KG) \uad00\ub828 \ud0dc\uc2a4\ud06c \uc911 Entity Alignment (EA)\uc5d0 \ub300\ud574 \ubcf4\ub2e4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 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