{"id":39494,"date":"2026-02-22T17:30:43","date_gmt":"2026-02-22T14:30:43","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/buyuk-dil-modelleri-llmler-deterministik-degildir-guvenilirligi-saglamanin-maliyeti-ve-zorluklari\/"},"modified":"2026-02-22T17:30:43","modified_gmt":"2026-02-22T14:30:43","slug":"buyuk-dil-modelleri-llmler-deterministik-degildir-guvenilirligi-saglamanin-maliyeti-ve-zorluklari","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/buyuk-dil-modelleri-llmler-deterministik-degildir-guvenilirligi-saglamanin-maliyeti-ve-zorluklari\/","title":{"rendered":"B\u00fcy\u00fck Dil Modelleri (LLM’ler) Deterministik De\u011fildir: G\u00fcvenilirli\u011fi Sa\u011flaman\u0131n Maliyeti ve Zorluklar\u0131"},"content":{"rendered":"

B\u00fcy\u00fck Dil Modelleri (LLM’ler) Deterministik De\u011fildir: G\u00fcvenilirli\u011fi Sa\u011flaman\u0131n Maliyeti ve Zorluklar\u0131<\/h2>\n

B\u00fcy\u00fck Dil Modelleri (LLM’ler), yapay zeka d\u00fcnyas\u0131nda devrim yaratan, metin anlama ve \u00fcretme yetenekleriyle \u00f6ne \u00e7\u0131kan g\u00fc\u00e7l\u00fc ara\u00e7lard\u0131r. Ancak, bu modellerin temel bir \u00f6zelli\u011fi, \u00e7\u0131kt\u0131 \u00fcretme s\u00fcre\u00e7lerinin deterministik olmamas\u0131d\u0131r. Yani, ayn\u0131 girdi verildi\u011finde her zaman ayn\u0131 \u00e7\u0131kt\u0131y\u0131 garanti etmezler. Bu durum, LLM’leri kritik uygulamalarda g\u00fcvenilir k\u0131lma \u00e7abalar\u0131n\u0131 hem teknik hem de finansal olarak olduk\u00e7a maliyetli ve karma\u015f\u0131k hale getirmektedir.<\/p>\n

1. B\u00fcy\u00fck Dil Modellerinin Deterministik Olmayan Do\u011fas\u0131<\/h2>\n

Probabilistik \u00dcretim Mekanizmas\u0131<\/h3>\n

LLM’ler, bir sonraki kelimeyi olas\u0131l\u0131ksal da\u011f\u0131l\u0131mlar \u00fczerinden tahmin eder. Bu \u00f6rnekleme s\u00fcreci, do\u011fas\u0131 gere\u011fi rastgelelik i\u00e7erir ve ayn\u0131 girdiyle bile farkl\u0131 \u00e7\u0131kt\u0131lar olu\u015fmas\u0131na neden olabilir.<\/p>\n

S\u0131cakl\u0131k (Temperature) ve Top-p Parametreleri<\/h3>\n

‘Temperature’ ve ‘top-p’ gibi parametreler, bu rastgeleli\u011fi do\u011frudan etkiler. Y\u00fcksek ‘temperature’ daha \u00e7e\u015fitli ve yarat\u0131c\u0131, ancak daha az tutarl\u0131 \u00e7\u0131kt\u0131lar \u00fcretirken, d\u00fc\u015f\u00fck ‘temperature’ daha tekrarlanabilir sonu\u00e7lar do\u011furur.<\/p>\n

\n","protected":false},"excerpt":{"rendered":"B\u00fcy\u00fck Dil Modelleri (LLM’ler), yapay zeka d\u00fcnyas\u0131nda devrim yaratan, metin anlama ve \u00fcretme yetenekleriyle \u00f6ne \u00e7\u0131kan g\u00fc\u00e7l\u00fc ara\u00e7lard\u0131r. Ancak, bu…","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-39494","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nB\u00fcy\u00fck Dil Modelleri (LLM'ler) Deterministik De\u011fildir: G\u00fcvenilirli\u011fi Sa\u011flaman\u0131n Maliyeti ve Zorluklar\u0131 - Kodlar\u0131n Gizemli D\u00fcnyas\u0131<\/title>\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\/buyuk-dil-modelleri-llmler-deterministik-degildir-guvenilirligi-saglamanin-maliyeti-ve-zorluklari\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"B\u00fcy\u00fck Dil Modelleri (LLM'ler) Deterministik De\u011fildir: G\u00fcvenilirli\u011fi Sa\u011flaman\u0131n Maliyeti ve Zorluklar\u0131\" \/>\n<meta property=\"og:description\" content=\"B\u00fcy\u00fck Dil Modelleri (LLM'ler), yapay zeka d\u00fcnyas\u0131nda devrim yaratan, metin anlama ve \u00fcretme yetenekleriyle \u00f6ne \u00e7\u0131kan g\u00fc\u00e7l\u00fc ara\u00e7lard\u0131r. 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