{"id":171087,"date":"2026-01-27T20:48:16","date_gmt":"2026-01-27T20:48:16","guid":{"rendered":"https:\/\/kamucalisani.net\/?p=171087"},"modified":"2026-01-27T20:48:16","modified_gmt":"2026-01-27T20:48:16","slug":"yapay-zekanin-kulturel-durgunluga-neden-oldugu-bulundu","status":"publish","type":"post","link":"https:\/\/kamucalisani.net\/index.php\/2026\/01\/27\/yapay-zekanin-kulturel-durgunluga-neden-oldugu-bulundu\/","title":{"rendered":"Yapay zekan\u0131n k\u00fclt\u00fcrel durgunlu\u011fa neden oldu\u011fu bulundu"},"content":{"rendered":"

<\/span> Yapay zeka sistemlerinin h\u0131zl\u0131 bir \u015fekilde yayg\u0131nla\u015fmas\u0131 yaln\u0131zca teknoloji d\u00fcnyas\u0131nda de\u011fil, k\u00fclt\u00fcrel \u00fcretim alanlar\u0131nda da k\u00f6kl\u00fc de\u011fi\u015fimleri beraberinde getiriyor. Ancak son d\u00f6nemde yay\u0131mlanan yeni bir akademik \u00e7al\u0131\u015fma, bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn san\u0131ld\u0131\u011f\u0131 kadar \u201cyarat\u0131c\u0131l\u0131k<\/strong>\u201d i\u00e7ermeyece\u011fine i\u015faret ediyor. Ara\u015ft\u0131rmac\u0131lara g\u00f6re, yapay zeka kendi \u00fcretti\u011fi i\u00e7eriklerle beslendik\u00e7e k\u00fclt\u00fcrel \u00e7e\u015fitlilik azal\u0131yor<\/strong> ve i\u00e7erikler giderek tekd\u00fcze hale geliyor. <\/figure>\n

Yapay zeka kendi i\u00e7eri\u011fini t\u00fcketmeye ba\u015flad\u0131<\/b><\/p>\n

Daha \u00f6nce de aktard\u0131\u011f\u0131m\u0131z gibi g\u00fcn\u00fcm\u00fczdeki yapay zeka modelleri, e\u011fitim s\u00fcrecinde sentetik verilerle<\/strong> destekleniyor. Bunun nedeni art\u0131k a\u00e7\u0131k internette y\u00fcksek kaliteli insan \u00fcretimi e\u011fitim verisinin b\u00fcy\u00fck \u00f6l\u00e7\u00fcde kullan\u0131lm\u0131\u015f olmas\u0131. Daha \u00f6nce yap\u0131lan \u00e7al\u0131\u015fmalar, yapay zekan\u0131n bu t\u00fcr sentetik verileri tekrar tekrar kullanmas\u0131n\u0131n modellerin performans\u0131n\u0131 bozdu\u011funu ve \u00e7\u0131kt\u0131lar\u0131 giderek daha s\u0131radan, anlams\u0131z ve bozulmu\u015f hale getirdi\u011fini ortaya koymu\u015ftu. Bu s\u00fcrecin, sinir a\u011flar\u0131n\u0131 i\u015flevsizle\u015ftiren bir t\u00fcr \u201ckendi kendini t\u00fcketme<\/strong>\u201d etkisi yaratt\u0131\u011f\u0131 belirtiliyor.<\/p>\n

\u201cG\u00f6rsel asans\u00f6r m\u00fczi\u011fi\u201d fenomeni<\/b><\/p>\n

Bu ay akademik dergi Patterns\u2019ta yay\u0131mlanan yeni bir \u00e7al\u0131\u015fma ise tam da bu sorunu somut bir deneyle g\u00f6zler \u00f6n\u00fcne seriyor. Uluslararas\u0131 bir ara\u015ft\u0131rma ekibi, bir metinden g\u00f6rsele yapay zeka modeli ile bir g\u00f6rselden metne sistemini birbiirne ba\u011flad\u0131. Ara\u015ft\u0131rmac\u0131lar bu sistemlerin s\u00fcrekli olarak kendi \u00e7\u0131kt\u0131lar\u0131 \u00fczerinden tekrar \u00fcretim<\/strong> yapmas\u0131n\u0131 sa\u011flad\u0131.<\/p>\n

<\/span> Stres alt\u0131ndaki bir ba\u015fbakanla ba\u015flayan bir promptl\u00fcks mobilyalarla d\u00f6\u015fenmi\u015f bo\u015f bir odan\u0131n g\u00f6r\u00fcnt\u00fcs\u00fcyle sona eriyor.<\/em> <\/figure>\n

Sonu\u00e7lar ilgin\u00e7 olmakla beraber tahmin edildi\u011fi gibiydi. Ara\u015ft\u0131rmac\u0131lar, sistemin zamanla \u201c\u00e7ok genel ve ay\u0131rt edici olmayan\u201d g\u00f6rsellere y\u00f6neldi\u011fini tespit etti. Bu g\u00f6rseller, \u00e7al\u0131\u015fmada \u201cg\u00f6rsel asans\u00f6r m\u00fczi\u011fi<\/strong>\u201d olarak tan\u0131mland\u0131. Yani rahats\u0131z etmeyen ama ayn\u0131 zamanda hi\u00e7bir s\u00fcrpriz ya da \u00f6zg\u00fcnl\u00fck de sunmayan i\u00e7erikler.<\/p>\n

Ara\u015ft\u0131rmac\u0131lar, hi\u00e7bir ek e\u011fitim yap\u0131lmadan bu sonuca ula\u015f\u0131ld\u0131\u011f\u0131n\u0131 \u00f6zellikle vurguluyor. Yani iki sisteme de herhangi bir \u015fekilde yeni bir \u015fey eklenmedi veya \u00f6\u011fretilmedi. Bu durum, \u00fcretken yapay zeka sistemlerinin yeni veriyle beslenmedi\u011fi h\u00e2llerde bile, yaln\u0131zca tekrar eden kullan\u0131m sonucunda yarat\u0131c\u0131l\u0131ktan uzakla\u015fabildi\u011fini ortaya koyuyor.<\/p>\n

Baz\u0131 uzmanlar \u00fcretken yapay zekan\u0131n halihaz\u0131rda bir \u201ck\u00fclt\u00fcrel dura\u011fanl\u0131k<\/strong>\u201d s\u00fcreci ba\u015flatm\u0131\u015f olabilece\u011fini savunuyor. Bu durum asl\u0131nda ka\u00e7\u0131n\u0131lmaz. Sentetik verilerin e\u011fitim verisi olarak kullan\u0131lmaya ba\u015fland\u0131\u011f\u0131 d\u00f6nemden itibaren bu uyar\u0131lar s\u00fcrekli olarak yap\u0131l\u0131yor. Yapay zeka modellerinin \u201cher \u015feyin ortalamas\u0131\u201d oldu\u011funu aktarm\u0131\u015ft\u0131k. Bu sistemler otonom ve s\u00fcrekli kullan\u0131ld\u0131klar\u0131nda do\u011fal olarak tek tiple\u015fmeye y\u00f6neliyor.<\/p>\n

Tek tiple\u015fmeyi \u201cstandart\u201d olarak, standart kelimesini de \u201cortalama\u201d olarak ele alabiliriz. AI modelleri de do\u011falar\u0131 gere\u011fi en ideal yan\u0131t\u0131 vermek i\u00e7in e\u011fitilir. \u00c7al\u0131\u015fma bi\u00e7imleri basit\u00e7e budur. En ideal yan\u0131t ise olas\u0131l\u0131\u011f\u0131 en y\u00fcksek oland\u0131r. \u0130nternetin giderek AI taraf\u0131ndan \u00fcretilmi\u015f \u201cen olas\u0131 yan\u0131tlar<\/strong>\u201d ile dolmas\u0131yla birlikte her \u015fey giderek standart ve ortalama haline geliyor. Haliyle her yeni yapay zeka da daha tekd\u00fcze hale geliyor. Yapay zekalar tekd\u00fczele\u015ftik\u00e7e internette g\u00f6rd\u00fcklerimiz son derece baya\u011f\u0131 oluyor. \u0130nternet, modern d\u00fcnyan\u0131n en b\u00fcy\u00fck ortak k\u00fclt\u00fcr\u00fc konumunda. Bu k\u00fclt\u00fcr\u00fcn dura\u011fan hale gelmemesini sa\u011flamak i\u00e7in yapay zeka sistemlerinin \u201cistatistiksel ortalamay\u0131<\/strong>\u201d bulmas\u0131n\u0131 zorla\u015ft\u0131rmak gerekiyor. Yapay zekan\u0131n k\u00fclt\u00fcr\u00fc zenginle\u015ftirebilmesi i\u00e7in, normlardan sapmay\u0131 te\u015fvik eden ve tek tiple\u015fmeyi engelleyen mekanizmalara ihtiya\u00e7 oldu\u011fu belirtiliyor. Bu olmad\u0131\u011f\u0131nda \u201c\u00f6l\u00fc internet teorisinin\u201d yak\u0131nda bir \u201cteori\u201d olmaktan \u00e7\u0131kaca\u011f\u0131n\u0131 s\u00f6ylemek m\u00fcmk\u00fcn.<\/p>\n\n

Kaynak\u00a0 :\u00a0https:\/\/www.donanimhaber.com\/yapay-zekanin-kulturel-durgunluga-neden-oldugu-bulundu–201369<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

Yapay zeka sistemlerinin h\u0131zl\u0131 bir \u015fekilde yayg\u0131nla\u015fmas\u0131 yaln\u0131zca teknoloji d\u00fcnyas\u0131nda de\u011fil, k\u00fclt\u00fcrel \u00fcretim alanlar\u0131nda da k\u00f6kl\u00fc de\u011fi\u015fimleri beraberinde getiriyor. Ancak son d\u00f6nemde yay\u0131mlanan yeni bir akademik \u00e7al\u0131\u015fma, bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn san\u0131ld\u0131\u011f\u0131 …<\/p>\n","protected":false},"author":1,"featured_media":171088,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[227,523,918,506,571],"class_list":["post-171087","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-teknoloji","tag-arastirma","tag-internet","tag-sistemler","tag-tek","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/posts\/171087","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/comments?post=171087"}],"version-history":[{"count":1,"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/posts\/171087\/revisions"}],"predecessor-version":[{"id":171091,"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/posts\/171087\/revisions\/171091"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/media\/171088"}],"wp:attachment":[{"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/media?parent=171087"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/categories?post=171087"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kamucalisani.net\/index.php\/wp-json\/wp\/v2\/tags?post=171087"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}