{"id":24022,"date":"2025-06-14T13:30:13","date_gmt":"2025-06-14T10:30:13","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/"},"modified":"2025-06-14T13:30:13","modified_gmt":"2025-06-14T10:30:13","slug":"hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/","title":{"rendered":"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar"},"content":{"rendered":"<p><body><\/p>\n<p>Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar<\/p>\n<p>G\u00fcn\u00fcm\u00fcz\u00fcn geli\u015fmi\u015f arama motorlar\u0131, tek bir algoritmaya de\u011fil, farkl\u0131 y\u00f6ntemlerin bir kombinasyonuna dayan\u0131r.  Bu hibrit yakla\u015f\u0131mlar\u0131n kalbinde ise s\u0131kl\u0131kla BM25 (Best Match 25) gibi g\u00fc\u00e7l\u00fc ve sa\u011flam y\u00f6ntemler yer al\u0131r.  BM25, belge-sorgu alaka d\u00fczeyini \u00f6l\u00e7en ve \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmelerinde etkili olan bir bilgi geri kazan\u0131m tekni\u011fidir. Bu makalede, BM25&#8217;in hibrit arama ve yeniden s\u0131ralama boru hatlar\u0131na nas\u0131l entegre edilebilece\u011fini, farkl\u0131 stratejileri ve \u00e7e\u015fitli uygulamalar\u0131n\u0131 inceleyece\u011fiz.<\/p>\n<h2>BM25&#8217;in Temel Prensipleri<\/h2>\n<p>BM25, bir sorgu ile bir belgenin alaka d\u00fczeyini, belgenin sorgu terimlerini ne kadar s\u0131k \u200b\u200bi\u00e7erdi\u011fine, terimin genel s\u0131kl\u0131\u011f\u0131na ve belgenin uzunlu\u011funa ba\u011fl\u0131 olarak hesaplar.  Ba\u015fka bir deyi\u015fle, BM25,  belgenin \u00f6nemini ve i\u00e7eri\u011fi do\u011fru bir \u015fekilde de\u011ferlendirerek en alakal\u0131 sonu\u00e7lar\u0131 \u00f6ne \u00e7\u0131kar\u0131r. Bu,  hem kesinlik hem de hat\u0131rlama performans\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde iyile\u015ftirebilir.  \u00d6rne\u011fin,  k\u0131sa bir belgenin ayn\u0131 terimleri uzun bir belgeye g\u00f6re daha y\u00fcksek bir skora sahip olmas\u0131 olas\u0131d\u0131r. <\/p>\n<h2>Hibrit Arama Sistemlerinde BM25&#8217;in Rol\u00fc<\/h2>\n<p>Hibrit arama sistemlerinde BM25, genellikle di\u011fer y\u00f6ntemlerle birlikte kullan\u0131l\u0131r.  \u00d6rne\u011fin, BM25, ba\u015flang\u0131\u00e7ta aday belge k\u00fcmesini belirlemek i\u00e7in kullan\u0131labilir. Daha sonra,  makine \u00f6\u011frenmesi modelleri gibi daha geli\u015fmi\u015f teknikler,  bu adaylar \u00fczerinde yeniden s\u0131ralama i\u015flemi uygulayarak sonu\u00e7lar\u0131n alaka d\u00fczeyini daha da iyile\u015ftirebilir.  Bu \u015fekilde, BM25&#8217;in h\u0131z\u0131 ve verimlili\u011fi,  daha karma\u015f\u0131k y\u00f6ntemlerin do\u011frulu\u011fu ile birle\u015ftirilir.  Ayr\u0131ca, BM25,  sorgu analizi ve \u00f6zellik \u00e7\u0131kar\u0131m\u0131 gibi \u00f6n i\u015flem ad\u0131mlar\u0131nda da kullan\u0131labilir.<\/p>\n<h2>Yeniden S\u0131ralama Boru Hatlar\u0131nda BM25&#8217;in Uygulamalar\u0131<\/h2>\n<p>BM25, yeniden s\u0131ralama boru hatlar\u0131nda bir \u00f6zellik vekt\u00f6r\u00fcn\u00fcn par\u00e7as\u0131 olarak kullan\u0131labilir.  Makine \u00f6\u011frenmesi modelleri,  BM25 puanlar\u0131n\u0131,  di\u011fer \u00f6zelliklerle (\u00f6rne\u011fin, t\u0131klama verileri, sosyal medya etkile\u015fimi) birlikte kullanarak sonu\u00e7lar\u0131 yeniden s\u0131ralayabilir.  Bu,  aramay\u0131 ki\u015fiselle\u015ftirmeye ve kullan\u0131c\u0131n\u0131n ihtiya\u00e7lar\u0131na daha iyi uyum sa\u011flamaya yard\u0131mc\u0131 olabilir.  Bununla birlikte,  BM25&#8217;in tek ba\u015f\u0131na kullan\u0131lmas\u0131n\u0131n, \u00f6zellikle karma\u015f\u0131k sorgular i\u00e7in s\u0131n\u0131rl\u0131 kalabilece\u011fi unutulmamal\u0131d\u0131r.<\/p>\n<h2>BM25&#8217;i Geli\u015ftirme Stratejileri<\/h2>\n<p>BM25&#8217;in performans\u0131n\u0131 iyile\u015ftirmek i\u00e7in \u00e7e\u015fitli stratejiler kullan\u0131labilir.  Bunlardan baz\u0131lar\u0131,  parametre optimizasyonu,  terim a\u011f\u0131rl\u0131klamas\u0131n\u0131n iyile\u015ftirilmesi ve farkl\u0131 BM25 varyantlar\u0131n\u0131n ara\u015ft\u0131r\u0131lmas\u0131d\u0131r.  \u00d6rne\u011fin,  BM25&#8217;in farkl\u0131 parametrelerinin (k1, b) ayarlanmas\u0131,  belirli veri k\u00fcmeleri i\u00e7in performans\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde etkileyebilir.  Ayr\u0131ca,  sorgu geni\u015fletme teknikleri ile BM25&#8217;in etkinli\u011fi art\u0131r\u0131labilir.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>BM25,  hem h\u0131z hem de do\u011fruluk a\u00e7\u0131s\u0131ndan,  hibrit arama ve yeniden s\u0131ralama boru hatlar\u0131nda de\u011ferli bir bile\u015fendir.  Ancak,  BM25&#8217;in g\u00fc\u00e7l\u00fc y\u00f6nlerini en iyi \u015fekilde kullanmak i\u00e7in,  di\u011fer y\u00f6ntemlerle entegre edilmesi ve dikkatlice optimize edilmesi gerekir.  Bu makalede ele al\u0131nan stratejileri uygulayarak, arama motorlar\u0131n\u0131n performans\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde geli\u015ftirmek m\u00fcmk\u00fcnd\u00fcr.  Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.<\/p>\n<pre><code>\n  &lt;!-- \u00d6rnek kod par\u00e7as\u0131 --&gt;\n<\/code><\/pre>\n<h3>#Etiketler<\/h3>\n<p>BM25, Hibrit Arama, Yeniden S\u0131ralama, Arama Motoru Optimizasyonu, SEO, Bilgi Geri Kazan\u0131m\u0131, Makine \u00d6\u011frenmesi<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar G\u00fcn\u00fcm\u00fcz\u00fcn geli\u015fmi\u015f arama motorlar\u0131, tek bir algoritmaya de\u011fil, farkl\u0131&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-24022","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar<\/title>\n<meta name=\"description\" content=\"G\u00fcn\u00fcm\u00fcz\u00fcn geli\u015fmi\u015f arama motorlar\u0131, tek bir algoritmaya de\u011fil, farkl\u0131 y\u00f6ntemlerin bir kombinasyonuna dayan\u0131r. Bu hibrit yakla\u015f\u0131mlar\u0131n kalbinde ise s\u0131kl\u0131kla BM25 (Best Match 25) gibi g\u00fc\u00e7l\u00fc ve sa\u011flam y\u00f6ntemler yer al\u0131r. BM25, belge-sorgu alaka d\u00fczeyini \u00f6l\u00e7en ve \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmelerinde etkili olan bir bilgi geri kazan\u0131m tekni\u011fidir. Bu makalede, BM25&#039;in hibrit arama ve yeniden s\u0131ralama boru hatlar\u0131na nas\u0131l entegre edilebilece\u011fini, farkl\u0131 stratejileri ve \u00e7e\u015fitli uygulamalar\u0131n\u0131 inceleyece\u011fiz.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar\" \/>\n<meta property=\"og:description\" content=\"G\u00fcn\u00fcm\u00fcz\u00fcn geli\u015fmi\u015f arama motorlar\u0131, tek bir algoritmaya de\u011fil, farkl\u0131 y\u00f6ntemlerin bir kombinasyonuna dayan\u0131r. Bu hibrit yakla\u015f\u0131mlar\u0131n kalbinde ise s\u0131kl\u0131kla BM25 (Best Match 25) gibi g\u00fc\u00e7l\u00fc ve sa\u011flam y\u00f6ntemler yer al\u0131r. BM25, belge-sorgu alaka d\u00fczeyini \u00f6l\u00e7en ve \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmelerinde etkili olan bir bilgi geri kazan\u0131m tekni\u011fidir. Bu makalede, BM25&#039;in hibrit arama ve yeniden s\u0131ralama boru hatlar\u0131na nas\u0131l entegre edilebilece\u011fini, farkl\u0131 stratejileri ve \u00e7e\u015fitli uygulamalar\u0131n\u0131 inceleyece\u011fiz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-14T10:30:13+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar\",\"datePublished\":\"2025-06-14T10:30:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/\"},\"wordCount\":590,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/\",\"name\":\"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-06-14T10:30:13+00:00\",\"description\":\"G\u00fcn\u00fcm\u00fcz\u00fcn geli\u015fmi\u015f arama motorlar\u0131, tek bir algoritmaya de\u011fil, farkl\u0131 y\u00f6ntemlerin bir kombinasyonuna dayan\u0131r. Bu hibrit yakla\u015f\u0131mlar\u0131n kalbinde ise s\u0131kl\u0131kla BM25 (Best Match 25) gibi g\u00fc\u00e7l\u00fc ve sa\u011flam y\u00f6ntemler yer al\u0131r. BM25, belge-sorgu alaka d\u00fczeyini \u00f6l\u00e7en ve \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmelerinde etkili olan bir bilgi geri kazan\u0131m tekni\u011fidir. Bu makalede, BM25'in hibrit arama ve yeniden s\u0131ralama boru hatlar\u0131na nas\u0131l entegre edilebilece\u011fini, farkl\u0131 stratejileri ve \u00e7e\u015fitli uygulamalar\u0131n\u0131 inceleyece\u011fiz.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar","description":"G\u00fcn\u00fcm\u00fcz\u00fcn geli\u015fmi\u015f arama motorlar\u0131, tek bir algoritmaya de\u011fil, farkl\u0131 y\u00f6ntemlerin bir kombinasyonuna dayan\u0131r. Bu hibrit yakla\u015f\u0131mlar\u0131n kalbinde ise s\u0131kl\u0131kla BM25 (Best Match 25) gibi g\u00fc\u00e7l\u00fc ve sa\u011flam y\u00f6ntemler yer al\u0131r. BM25, belge-sorgu alaka d\u00fczeyini \u00f6l\u00e7en ve \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmelerinde etkili olan bir bilgi geri kazan\u0131m tekni\u011fidir. Bu makalede, BM25'in hibrit arama ve yeniden s\u0131ralama boru hatlar\u0131na nas\u0131l entegre edilebilece\u011fini, farkl\u0131 stratejileri ve \u00e7e\u015fitli uygulamalar\u0131n\u0131 inceleyece\u011fiz.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/","og_locale":"tr_TR","og_type":"article","og_title":"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar","og_description":"G\u00fcn\u00fcm\u00fcz\u00fcn geli\u015fmi\u015f arama motorlar\u0131, tek bir algoritmaya de\u011fil, farkl\u0131 y\u00f6ntemlerin bir kombinasyonuna dayan\u0131r. Bu hibrit yakla\u015f\u0131mlar\u0131n kalbinde ise s\u0131kl\u0131kla BM25 (Best Match 25) gibi g\u00fc\u00e7l\u00fc ve sa\u011flam y\u00f6ntemler yer al\u0131r. BM25, belge-sorgu alaka d\u00fczeyini \u00f6l\u00e7en ve \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmelerinde etkili olan bir bilgi geri kazan\u0131m tekni\u011fidir. Bu makalede, BM25'in hibrit arama ve yeniden s\u0131ralama boru hatlar\u0131na nas\u0131l entegre edilebilece\u011fini, farkl\u0131 stratejileri ve \u00e7e\u015fitli uygulamalar\u0131n\u0131 inceleyece\u011fiz.","og_url":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-06-14T10:30:13+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar","datePublished":"2025-06-14T10:30:13+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/"},"wordCount":590,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/","url":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/","name":"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-06-14T10:30:13+00:00","description":"G\u00fcn\u00fcm\u00fcz\u00fcn geli\u015fmi\u015f arama motorlar\u0131, tek bir algoritmaya de\u011fil, farkl\u0131 y\u00f6ntemlerin bir kombinasyonuna dayan\u0131r. Bu hibrit yakla\u015f\u0131mlar\u0131n kalbinde ise s\u0131kl\u0131kla BM25 (Best Match 25) gibi g\u00fc\u00e7l\u00fc ve sa\u011flam y\u00f6ntemler yer al\u0131r. BM25, belge-sorgu alaka d\u00fczeyini \u00f6l\u00e7en ve \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmelerinde etkili olan bir bilgi geri kazan\u0131m tekni\u011fidir. Bu makalede, BM25'in hibrit arama ve yeniden s\u0131ralama boru hatlar\u0131na nas\u0131l entegre edilebilece\u011fini, farkl\u0131 stratejileri ve \u00e7e\u015fitli uygulamalar\u0131n\u0131 inceleyece\u011fiz.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/hibrit-arama-ve-yeniden-siralamda-bm25-stratejiler-ve-uygulamalar\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Hibrit Arama ve Yeniden S\u0131ralamda BM25: Stratejiler ve Uygulamalar"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/24022","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=24022"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/24022\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=24022"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=24022"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=24022"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}