{"id":8058,"date":"2026-01-12T03:33:00","date_gmt":"2026-01-11T18:33:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8058"},"modified":"2026-01-11T07:41:38","modified_gmt":"2026-01-10T22:41:38","slug":"qwen3-vl-embedding-qwen3-vl-reranker-e5-omni","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8058","title":{"rendered":"Qwen3-VL-Embedding, Qwen3-VL-Reranker, e5-omni"},"content":{"rendered":"\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u57cb\u3081\u8fbc\u307f\u624b\u6cd5\u306e\u8ad6\u6587\u304c\u767a\u8868\u3055\u308c\u3066\u3044\u308b\u30021\u3064\u3081\u306f\u00a0Qwen family\u3067embedding\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3068reranker\u30e2\u30c7\u30eb\u30022\u3064\u76ee\u306f\u624b\u6cd5\u306e\u63d0\u6848\u3067VLM\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3092\u30aa\u30e0\u30cb\u30e2\u30fc\u30c0\u30eb\u306b\u5909\u63db\u3057\u3066\u3044\u304f\u30bf\u30a4\u30d7\u3002\u5206\u6563\u8868\u73fe\u3092\u5f97\u308b\u306e\u3082\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5316\u304c\u9032\u3093\u3067\u3044\u304f\u306e\u306f\u8208\u5473\u6df1\u3044\u3068\u3053\u308d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking\u00a0<\/strong>[80.5]<br>\u672c\u7a3f\u3067\u306f,Qwen3-VL-Embedding\u3068Qwen3-VL-Reranker\u30e2\u30c7\u30eb\u30b7\u30ea\u30fc\u30ba\u3092\u7d39\u4ecb\u3059\u308b\u3002 Qwen3-VL-Embedding\u30e2\u30c7\u30eb\u3067\u306f\u3001\u610f\u5473\u7684\u306b\u30ea\u30c3\u30c1\u306a\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u30de\u30eb\u30c1\u30b9\u30c6\u30fc\u30b8\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u3002 Qwen3-VL-Reranker\u306f\u30af\u30a8\u30ea-\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30da\u30a2\u306e\u8a73\u7d30\u306a\u95a2\u9023\u6027\u63a8\u5b9a\u3092\u884c\u3046\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.04720v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.04720v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 08 Jan 2026 08:36:06 GMT)<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/QwenLM\/Qwen3-VL-Embedding\">GitHub &#8211; QwenLM\/Qwen3-VL-Embedding<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>e5-omni: Explicit Cross-modal Alignment for Omni-modal Embeddings\u00a0<\/strong>[91.3]<br>\u5e02\u8ca9\u306e\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30ed\u30d0\u30b9\u30c8\u306a\u30aa\u30e0\u30cb\u30e2\u30fc\u30c0\u30eb\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306b\u9069\u5fdc\u3055\u305b\u308b\u8efd\u91cf\u306a\u660e\u793a\u7684\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u30ec\u30b7\u30d4\u3067\u3042\u308be5-omni\u3092\u63d0\u6848\u3059\u308b\u3002 e5-omni\u306f\u3001\u985e\u4f3c\u5ea6\u5c3a\u5ea6\u3092\u6574\u5408\u3055\u305b\u308b\u305f\u3081\u306b\u30e2\u30fc\u30c9\u5bfe\u5fdc\u6e29\u5ea6\u6821\u6b63\u3068\u3001\u6df7\u4e71\u3059\u308b\u8ca0\u306e\u70b9\u306b\u7126\u70b9\u3092\u5408\u308f\u305b\u305f\u5236\u5fa1\u53ef\u80fd\u306a\u8ca0\u306e\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u3068\u3001\u30af\u30ed\u30b9\u30e2\u30fc\u30c0\u30eb\u5e7e\u4f55\u306b\u9069\u5408\u3059\u308b\u30d0\u30c3\u30c1\u30db\u30ef\u30a4\u30c8\u30cb\u30f3\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3002 MMEB-V2\u3068AudioCaps\u306e\u5b9f\u9a13\u3067\u306f\u3001\u5f37\u3044\u30d0\u30a4\u30e2\u30fc\u30c0\u30eb\u304a\u3088\u3073\u30aa\u30e0\u30cb\u30e2\u30fc\u30c0\u30eb\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3088\u308a\u3082\u4e00\u8cab\u3057\u305f\u5229\u5f97\u3092\u793a\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.03666v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.03666v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 07 Jan 2026 07:39:40 GMT)<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/huggingface.co\/Haon-Chen\/e5-omni-7B\">Haon-Chen\/e5-omni-7B \u00b7 Hugging Face<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u57cb\u3081\u8fbc\u307f\u624b\u6cd5\u306e\u8ad6\u6587\u304c\u767a\u8868\u3055\u308c\u3066\u3044\u308b\u30021\u3064\u3081\u306f\u00a0Qwen family\u3067embedding\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3068reranker\u30e2\u30c7\u30eb\u30022\u3064\u76ee\u306f\u624b\u6cd5\u306e\u63d0\u6848\u3067VLM\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3092\u30aa\u30e0\u30cb\u30e2\u30fc\u30c0\u30eb\u306b\u5909\u63db\u3057\u3066\u3044\u304f\u30bf\u30a4\u30d7 &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=8058\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;Qwen3-VL-Embedding, Qwen3-VL-Reranker, e5-omni&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/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":[124,524],"class_list":["post-8058","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-embedding","tag-524"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8058","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=8058"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8058\/revisions"}],"predecessor-version":[{"id":8059,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8058\/revisions\/8059"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8058"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8058"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8058"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}