{"id":11921,"date":"2026-05-15T04:44:29","date_gmt":"2026-05-15T04:44:29","guid":{"rendered":"https:\/\/virconlegal.com\/term\/halusinasyon\/"},"modified":"2026-05-15T05:10:34","modified_gmt":"2026-05-15T05:10:34","slug":"halusinasyon","status":"publish","type":"term","link":"https:\/\/virconlegal.com\/tr\/term\/halusinasyon\/","title":{"rendered":"Hal\u00fcsinasyon (Yapay Zeka)"},"content":{"rendered":"<h3>TLDR:<\/h3>\n<p>Yapay zekada hal\u00fcsinasyon, bir modelin\u2014tipik olarak bir <a href=\"https:\/\/virconlegal.com\/tr\/term\/buyuk-dil-modeli-llm\/\">LLM<\/a> veya \u00fcretken AI&#8217;n\u0131n\u2014makul g\u00f6r\u00fcnen ancak ger\u00e7eklere ayk\u0131r\u0131, mant\u0131ks\u0131z veya sa\u011flanan ba\u011flamla desteklenmeyen \u00e7\u0131kt\u0131 \u00fcretmesi olay\u0131na at\u0131fta bulunur. Hal\u00fcsinasyon, \u00fcretim yapay zeka sistemlerinde en \u00f6nemli g\u00fcvenilirlik zorluklar\u0131ndan biridir.<\/p>\n<h3>Hal\u00fcsinasyonlar Neden Olu\u015fur<\/h3>\n<p><a href=\"https:\/\/virconlegal.com\/tr\/term\/buyuk-dil-modeli-llm\/\">LLM<\/a>&#8217;ler, \u00f6nceki ba\u011flam g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda en olas\u0131 sonraki token&#8217;\u0131 tahmin ederek metin \u00fcretir. Ger\u00e7ek an\u0131msama ile \u00f6zg\u00fcvenli g\u00f6r\u00fcnen uydurma aras\u0131nda ayr\u0131m yapmak i\u00e7in do\u011fal bir mekanizmalar\u0131 yoktur. Yayg\u0131n nedenler aras\u0131nda bilgi bo\u015fluklar\u0131 (model ilgili ger\u00e7ekler \u00fczerinde e\u011fitilmedi), kar\u0131\u015ft\u0131rma (benzer ancak farkl\u0131 kavramlar\u0131n birle\u015ftirilmesi), s\u0131n\u0131rl\u0131 e\u011fitim \u00f6rneklerinden a\u015f\u0131r\u0131 genelleme ve belirsizli\u011fi kabul etmek yerine cevap verme bask\u0131s\u0131 yer al\u0131r. Modern modeller at\u0131flar\u0131, istatistikleri, mahkeme kararlar\u0131n\u0131, kod API&#8217;lerini ve tarihsel ger\u00e7ekleri \u00f6zg\u00fcvenli ayr\u0131nt\u0131yla hal\u00fcsinasyon yapabilir.<\/p>\n<h3>Tespit ve Azaltma<\/h3>\n<p>Azaltma stratejileri \u015funlar\u0131 i\u00e7erir: <a href=\"https:\/\/virconlegal.com\/tr\/term\/arama-destekli-uretim-rag\/\">RAG<\/a> (\u00e7\u0131kt\u0131lar\u0131 eri\u015filen belgelere dayand\u0131rma), at\u0131f gereksinimleri (modeli kaynaklar sa\u011flamaya zorlama), anayasal \u00f6z-ele\u015ftiri (modelin kendi i\u015fini kontrol etmesi), \u015fema do\u011frulamayla yap\u0131land\u0131r\u0131lm\u0131\u015f \u00e7\u0131kt\u0131, ensemble y\u00f6ntemleri (birden \u00e7ok yan\u0131t \u00f6rnekleme ve tutarl\u0131l\u0131k kontrol\u00fc) ve y\u00fcksek riskli sorgular\u0131 \u00f6zelle\u015fmi\u015f do\u011frulama hatlar\u0131na y\u00f6nlendirme.<\/p>\n<h3>Hukuki ve Sorumluluk Etkileri<\/h3>\n<p>Hal\u00fcsinasyonlar ger\u00e7ek d\u00fcnya hukuki sonu\u00e7lar\u0131na yol a\u00e7t\u0131: uydurulmu\u015f i\u00e7tihat at\u0131flar nedeniyle yapt\u0131r\u0131ma u\u011frayan avukatlar (Mata v. Avianca, 2023 ve bir\u00e7ok takip dava), ger\u00e7ek insanlar hakk\u0131nda hal\u00fcsinasyon iddialar \u00fczerinden hakaret davalar\u0131, uydurulmu\u015f \u015fartlarla yapay zeka taraf\u0131ndan \u00fcretilen belgeler \u00fczerinden s\u00f6zle\u015fme uyu\u015fmazl\u0131klar\u0131. AB AI Act ve geli\u015fen \u00fcr\u00fcn sorumlulu\u011fu \u00e7er\u00e7eveleri y\u00fcksek riskli uygulamalarda hal\u00fcsinasyon riskini azaltmak i\u00e7in AI sa\u011flay\u0131c\u0131lar\u0131na y\u00fck\u00fcml\u00fcl\u00fckler dayat\u0131r. Yapay zeka da\u011f\u0131tan kurulu\u015flar hukuki olarak sonu\u00e7 do\u011furan \u00e7\u0131kt\u0131lar i\u00e7in \u00e7\u0131kt\u0131 inceleme i\u015f ak\u0131\u015flar\u0131 uygulamal\u0131 ve hal\u00fcsinasyon azaltma stratejilerini belgelemelidir.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>TLDR: Yapay zekada hal\u00fcsinasyon, bir modelin\u2014tipik olarak bir LLM veya \u00fcretken AI&#8217;n\u0131n\u2014makul g\u00f6r\u00fcnen ancak ger\u00e7eklere ayk\u0131r\u0131, mant\u0131ks\u0131z veya sa\u011flanan ba\u011flamla desteklenmeyen \u00e7\u0131kt\u0131 \u00fcretmesi olay\u0131na at\u0131fta bulunur. Hal\u00fcsinasyon, \u00fcretim yapay zeka sistemlerinde en \u00f6nemli g\u00fcvenilirlik zorluklar\u0131ndan biridir. Hal\u00fcsinasyonlar Neden Olu\u015fur LLM&#8217;ler, \u00f6nceki ba\u011flam g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda en olas\u0131 sonraki token&#8217;\u0131 tahmin ederek metin \u00fcretir. Ger\u00e7ek an\u0131msama [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"footnotes":""},"categories":[],"class_list":["post-11921","term","type-term","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/term\/11921","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/term"}],"about":[{"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/types\/term"}],"author":[{"embeddable":true,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/comments?post=11921"}],"version-history":[{"count":1,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/term\/11921\/revisions"}],"predecessor-version":[{"id":12316,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/term\/11921\/revisions\/12316"}],"wp:attachment":[{"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/media?parent=11921"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/categories?post=11921"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}