{"id":6354,"date":"2025-03-14T05:19:00","date_gmt":"2025-03-13T20:19:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6354"},"modified":"2025-03-14T05:19:00","modified_gmt":"2025-03-13T20:19:00","slug":"a-survey-of-model-architectures-in-information-retrieval","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6354","title":{"rendered":"A Survey of Model Architectures in Information Retrieval\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey of Model Architectures in Information Retrieval&nbsp;<\/strong>[64.8]<br>\u6a5f\u80fd\u62bd\u51fa\u306e\u305f\u3081\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u30e2\u30c7\u30eb\u3068\u3001\u95a2\u9023\u6027\u63a8\u5b9a\u306e\u305f\u3081\u306e\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u30b7\u30b9\u30c6\u30e0\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e2\u3064\u306e\u91cd\u8981\u306a\u5074\u9762\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3002 \u5f93\u6765\u306e\u7528\u8a9e\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u304b\u3089\u73fe\u4ee3\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30a2\u30d7\u30ed\u30fc\u30c1\u307e\u3067,\u7279\u306b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3068\u305d\u308c\u306b\u7d9a\u304f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u5f71\u97ff\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u3002 \u6211\u3005\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u6700\u9069\u5316\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u3001\u30de\u30eb\u30c1\u30e9\u30f3\u30ac\u30eb\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3001\u5f93\u6765\u306e\u691c\u7d22\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u8d85\u3048\u305f\u65b0\u3057\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30c9\u30e1\u30a4\u30f3\u3078\u306e\u9069\u5fdc\u306a\u3069\u3001\u65b0\u305f\u306a\u8ab2\u984c\u3068\u4eca\u5f8c\u306e\u65b9\u5411\u6027\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3059\u308b\u3053\u3068\u3067\u7d50\u8ad6\u4ed8\u3051\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.14822v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.14822v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Thu, 20 Feb 2025 18:42:58 GMT)<\/li>\n\n\n\n<li>LLM\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3001\u307e\u305f\u3001LLM\u6642\u4ee3\u3067\u91cd\u8981\u6027\u5897\u3059Information Retrieval\u306e\u30b5\u30fc\u30d9\u30a4<\/li>\n\n\n\n<li>\u7d50\u8ad6\u306e\u300cInformation retrieval modeling has evolved from simple term matching to complex neural networks and LLM-driven approaches, significantly improving search capabilities.  Key challenges ahead include balancing computational efficiency with performance, handling diverse data types, maintaining faithfulness and trustworthiness, and integrating with emerging technologies like autonomous agents.\u300d\u306f\u305d\u306e\u901a\u308a\u3068\u601d\u3046\u3002<\/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":[201,387],"class_list":["post-6354","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-information-retrieval","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6354","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=6354"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6354\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6354"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6354"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6354"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}