{"id":774,"date":"2026-07-20T17:58:16","date_gmt":"2026-07-20T17:58:16","guid":{"rendered":"https:\/\/sonix.ai\/ai\/?p=774"},"modified":"2026-08-06T11:01:26","modified_gmt":"2026-08-06T11:01:26","slug":"can-whisper-hallucinate-transcriptions","status":"publish","type":"post","link":"https:\/\/sonix.ai\/ai\/tr\/fisildayabilir-halusinasyon-gorebilir-transkripsiyonlar\/","title":{"rendered":"Whisper, Transkripsiyonlarda Hayali Bilgiler \u00dcretebilir mi? Yapay Zeka Transkripsiyonu Neden Uydurma Bilgiler \u00dcretiyor?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Az \u00f6nce kritik bir hasta g\u00f6r\u00fc\u015fmesini, hukuki ifade kayd\u0131n\u0131 ya da saatler s\u00fcren ara\u015ft\u0131rma g\u00f6r\u00fc\u015fmelerini transkripsiyona aktard\u0131n\u0131z \u2014 ancak yapay zeka transkripsiyon arac\u0131n\u0131n, asl\u0131nda hi\u00e7 s\u00f6ylenmemi\u015f kelimeler, ifadeler ya da tam c\u00fcmleler ekledi\u011fini fark ettiniz. Bu, \u201ctranskripsiyon hal\u00fcsinasyonu\u201d olarak bilinen ve belgelenmi\u015f bir failure modudur; transkriptler do\u011frulama yap\u0131lmadan kullan\u0131ld\u0131\u011f\u0131nda ciddi sorunlara yol a\u00e7abilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">2024 y\u0131l\u0131nda 13.140 k\u0131sa \u0130ngilizce ses par\u00e7as\u0131n\u0131 inceleyen bir \u00e7al\u0131\u015fmada, ara\u015ft\u0131rmac\u0131lar \u015fu par\u00e7alarda hal\u00fcsinasyon niteli\u011finde ifadeler veya c\u00fcmleler tespit ettiler: <\/span><a href=\"https:\/\/talkbank.org\/aphasia\/publications\/2024\/Koenecke24.pdf\"><span style=\"font-weight: 400;\">1.4% <\/span><\/a><span style=\"font-weight: 400;\">\u00e7al\u0131\u015fman\u0131n test ko\u015fullar\u0131 alt\u0131nda i\u015flenen segmentlerin. Bu oran evrensel olarak kabul edilmemelidir: sonu\u00e7lar, model s\u00fcr\u00fcm\u00fc, ses, dil, konu\u015fmac\u0131 grubu, segmentasyon ve kod \u00e7\u00f6zme ayarlar\u0131na g\u00f6re \u00f6nemli \u00f6l\u00e7\u00fcde de\u011fi\u015febilir. Bununla birlikte, \u00e7al\u0131\u015fma, neden<\/span> <a href=\"https:\/\/sonix.ai\/features\/automated-transcription\"><span style=\"font-weight: 400;\">otomati\u0307k transkri\u0307psi\u0307yon<\/span><\/a><span style=\"font-weight: 400;\"> Y\u00fcksek riskli \u00e7al\u0131\u015fmalar i\u00e7in g\u00fcvenilir inceleme s\u00fcre\u00e7leri ve orijinal kayda eri\u015fim gereklidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bunun sonu\u00e7lar\u0131 s\u0131radan yaz\u0131m hatalar\u0131n\u0131n \u00f6tesine uzan\u0131yor. Ara\u015ft\u0131rmac\u0131lar, \u015fiddet i\u00e7eren dil kullan\u0131m\u0131, hatal\u0131 \u0131rksal ili\u015fkilendirmeler, uydurulmu\u015f ki\u015fisel bilgiler ve var olmayan t\u0131bbi tedaviler i\u00e7eren \u00f6rnekler tespit ettiler.<\/span><\/p>\n<h2><b>\u00d6nemli \u00c7\u0131kar\u0131mlar<\/b><\/h2>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Bir \u00e7al\u0131\u015fmada, Whisper \u015fu dilde hal\u00fcsinasyonlu kelime \u00f6bekleri veya c\u00fcmleler \u00fcretti: <\/span><a href=\"https:\/\/talkbank.org\/aphasia\/publications\/2024\/Koenecke24.pdf\"><span style=\"font-weight: 400;\">13.140'\u0131n 1,41 TP5T'si<\/span><\/a><span style=\"font-weight: 400;\"> test edilen k\u0131sa ses par\u00e7alar\u0131<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar, tespit edilen hal\u00fcsinasyonlar\u0131n 38%\u2019sini, \u015fiddet i\u00e7eren dil, yanl\u0131\u015f \u00e7a\u011fr\u0131\u015f\u0131mlar, uydurma ki\u015fisel bilgiler veya sahte otorite gibi a\u00e7\u0131k zararlar i\u00e7eren olarak s\u0131n\u0131fland\u0131rd\u0131lar<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Daha sonra yap\u0131lan bir kar\u015f\u0131la\u015ft\u0131rma, test edilen 187 \u00f6rnekte di\u011fer be\u015f konu\u015fma-metin d\u00f6n\u00fc\u015ft\u00fcrme hizmetinin benzer hatal\u0131 \u00e7\u0131kt\u0131lar \u00fcretmedi\u011fini ortaya koydu; ancak bu sonu\u00e7, s\u00f6z konusu hizmetlerin hi\u00e7bir zaman hatal\u0131 \u00e7\u0131kt\u0131 \u00fcretmedi\u011fini kan\u0131tlamaz<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sessizlik, uzun duraklamalar, arka plan sesleri ve konu\u015fma d\u0131\u015f\u0131 di\u011fer aral\u0131klar, s\u0131kl\u0131kla F\u0131s\u0131lt\u0131 hal\u00fcsinasyonlar\u0131yla ili\u015fkilendirilir<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c7al\u0131\u015fman\u0131n veri setinde, hal\u00fcsinasyonlar afazi hastas\u0131 konu\u015fmac\u0131lar\u0131n segmentlerinde kontrol segmentlerine k\u0131yasla daha s\u0131k g\u00f6r\u00fclm\u00fc\u015ft\u00fcr; bu durum raising eri\u015filebilirli\u011fi ve fairness ile ilgili endi\u015feleri g\u00fcndeme getirmektedir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ses Etkinli\u011fi Alg\u0131lama ve di\u011fer konu\u015fma d\u0131\u015f\u0131 ses filtreleme y\u00f6ntemleri, baz\u0131 Whisper i\u015f ak\u0131\u015flar\u0131nda hal\u00fcsinasyonlar\u0131 azaltabilir; ancak bunlar\u0131n etkinli\u011fi modele, ses kayd\u0131na ve yap\u0131land\u0131rmaya ba\u011fl\u0131d\u0131r<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00d6nemli transkriptler incelenip onaylanana kadar orijinal kay\u0131tlar saklanmal\u0131d\u0131r<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hi\u00e7bir otomatik transkripsiyon sisteminin hatas\u0131z oldu\u011fu varsay\u0131lmamal\u0131d\u0131r; \u00f6zellikle sa\u011fl\u0131k, hukuk, i\u015f d\u00fcnyas\u0131 veya ara\u015ft\u0131rma alanlar\u0131nda<\/span><\/li>\n<\/ul>\n<h2><b>Yapay Zeka Transkripsiyonunu Anlamak: Konu\u015fma Nas\u0131l Metne D\u00f6n\u00fc\u015f\u00fcr?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Modern yapay zeka transkripsiyonu, konu\u015fulan dili yaz\u0131l\u0131 metne d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in b\u00fcy\u00fck ses veri k\u00fcmeleriyle e\u011fitilmi\u015f sinir a\u011flar\u0131na dayanmaktad\u0131r. Bu teknoloji, kay\u0131tlar\u0131 manuel transkripsiyondan \u00e7ok daha h\u0131zl\u0131 bir \u015fekilde aranabilir metne d\u00f6n\u00fc\u015ft\u00fcrerek, profesyonellerin sesli i\u00e7eriklerle \u00e7al\u0131\u015fma \u015feklini k\u00f6kten de\u011fi\u015ftirmi\u015ftir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Farkl\u0131 sistemler farkl\u0131 mimariler kullan\u0131r, ancak bu s\u00fcre\u00e7 genellikle birka\u00e7 a\u015famadan olu\u015fur:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ses i\u015fleme<\/b><span style=\"font-weight: 400;\">: Ham ses, spektrogram gibi bir temsil bi\u00e7imine d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Konu\u015fma tan\u0131ma<\/b><span style=\"font-weight: 400;\">: Bir model, ses verisindeki kal\u0131plar\u0131 tespit eder ve bunlar\u0131 metin birimlerine e\u015fler<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Dizi kod \u00e7\u00f6zme<\/b><span style=\"font-weight: 400;\">: Sistem, hem ses verilerine hem de e\u011fitim s\u0131ras\u0131nda \u00f6\u011frenilen kal\u0131plara dayanarak olas\u0131 bir kelime dizisi se\u00e7er<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Son i\u015flem<\/b><span style=\"font-weight: 400;\">: Noktalama i\u015faretleri, zaman damgalar\u0131, konu\u015fmac\u0131 etiketleri ve bi\u00e7imlendirme eklenebilir<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bu sistemler net ses kay\u0131tlar\u0131nda iyi performans g\u00f6sterebilir, ancak do\u011fruluk d\u00fczeyi kay\u0131t kalitesine, aksanlara, birbiriyle \u00e7ak\u0131\u015fan konu\u015fmalara, teknik terimlere, arka plan g\u00fcr\u00fclt\u00fcs\u00fcne ve ses kayd\u0131n\u0131n modelin e\u011fitim verilerine ne kadar benzedi\u011fine ba\u011fl\u0131d\u0131r.<\/span><\/p>\n<h2><b>Transkripsiyonda AI Hal\u00fcsinasyonlar\u0131 Nedir?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Transkripsiyonda yapay zeka hal\u00fcsinasyonlar\u0131, bir konu\u015fma-metin d\u00f6n\u00fc\u015ft\u00fcrme sisteminin kaynak ses kayd\u0131nda anlaml\u0131 bir dayana\u011f\u0131 olmayan bir metin \u00fcretmesi durumunda ortaya \u00e7\u0131kar. Bu durum, \u201ccat\u201d kelimesini \u201chat\u201d olarak yazmak gibi s\u0131radan bir de\u011fi\u015ftirme i\u015fleminden farkl\u0131d\u0131r. Bir hal\u00fcsinasyon, asl\u0131nda hi\u00e7 s\u00f6ylenmemi\u015f bir t\u00fcmceyi veya c\u00fcmleyi metne ekleyebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">13.140 ses segmentini inceleyen ara\u015ft\u0131rmac\u0131lar, 187 hal\u00fcsinasyon tespit etti. Bu hal\u00fcsinasyon i\u00e7eren b\u00f6l\u00fcmlerin 38%\u2019sini, a\u015fa\u011f\u0131dakiler de dahil olmak \u00fczere a\u00e7\u0131k\u00e7a zarar i\u00e7eren i\u00e7erik olarak s\u0131n\u0131fland\u0131rd\u0131lar:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u015eiddet i\u00e7eren dil<\/b><span style=\"font-weight: 400;\">: Asl\u0131nda zarars\u0131z olan bir konu\u015fmaya \u015fiddet i\u00e7eren ifadeler eklemek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Yanl\u0131\u015f ili\u015fkilendirmeler<\/b><span style=\"font-weight: 400;\">: Konu\u015fmac\u0131n\u0131n hi\u00e7 bahsetmedi\u011fi \u0131rk gibi \u00f6zellikleri eklemek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u0131bbi uydurmalar<\/b><span style=\"font-weight: 400;\">: Var olmayan tedaviler veya ila\u00e7 isimleri uydurmak<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sahte otorite<\/b><span style=\"font-weight: 400;\">: Al\u0131nt\u0131, ba\u015fl\u0131k veya yetkili bir a\u00e7\u0131klamaya benzeyen ifadeler eklemek<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bu \u00f6rnekler endi\u015fe vericidir; zira uydurulmu\u015f metinler ak\u0131c\u0131 ve inand\u0131r\u0131c\u0131 g\u00f6r\u00fcnebilmekte ve bu da transkripti kaynak ses kayd\u0131yla kar\u015f\u0131la\u015ft\u0131rmadan fark edilmesini zorla\u015ft\u0131rmaktad\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">2025 y\u0131l\u0131nda yap\u0131lan ayr\u0131 bir \u00e7al\u0131\u015fmada, modelin konu\u015fma girdisi olmadan ne zaman metin \u00fcretti\u011fini incelemek amac\u0131yla Whisper\u2019a kas\u0131tl\u0131 olarak konu\u015fma d\u0131\u015f\u0131 sesler beslendi. Ara\u015ft\u0131rmac\u0131lar, \u201cte\u015fekk\u00fcr ederim\u201d ve \u201cizledi\u011finiz i\u00e7in te\u015fekk\u00fcrler\u201d gibi tekrarlanan ifadeler g\u00f6zlemlediler. Ara\u015ft\u0131rmac\u0131lar, bu kal\u0131plar\u0131n modelin e\u011fitimi s\u0131ras\u0131nda kullan\u0131lan web kaynakl\u0131 medyadaki yayg\u0131n dil kullan\u0131m\u0131n\u0131 yans\u0131t\u0131yor olabilece\u011fini \u00f6ne s\u00fcrd\u00fcler. Deneyler konu\u015fma d\u0131\u015f\u0131 dosyalara odakland\u0131\u011f\u0131ndan, bu y\u00fczdeler s\u0131radan konu\u015fmalar veya r\u00f6portajlar i\u00e7in beklenen hal\u00fcsinasyon oranlar\u0131 olarak yorumlanmamal\u0131d\u0131r.<\/span><\/p>\n<h2><b>Whisper Gibi Yapay Zeka Transkripsiyon Modelleri Neden Yanl\u0131\u015f Veriler \u00dcretiyor?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">OpenAI, Whisper\u2019\u0131 bir kodlay\u0131c\u0131-kod \u00e7\u00f6z\u00fcc\u00fc Transformer olarak tan\u0131mlamaktad\u0131r. Ses, log-Mel spektrogram\u0131na d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr ve bir ses kodlay\u0131c\u0131 taraf\u0131ndan i\u015flenirken, bir kod \u00e7\u00f6z\u00fcc\u00fc ise buna kar\u015f\u0131l\u0131k gelen metin birimlerini \u00fcretir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Model metni s\u0131ral\u0131 bir \u015fekilde \u00fcretti\u011fi i\u00e7in, bazen akustik girdiye yeterince dayand\u0131r\u0131lmam\u0131\u015f ak\u0131c\u0131 \u00e7\u0131kt\u0131lar \u00fcretebilmektedir. Ara\u015ft\u0131rmac\u0131lar ve geli\u015ftiriciler, bu davran\u0131\u015f\u0131n \u00f6zellikle \u015fu durumlarda ortaya \u00e7\u0131kma olas\u0131l\u0131\u011f\u0131n\u0131n y\u00fcksek oldu\u011funu g\u00f6zlemlemi\u015flerdir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sessizlik ve uzun duraklamalar<\/b><span style=\"font-weight: 400;\">: Uzun sesli olmayan aral\u0131klar, kod \u00e7\u00f6z\u00fcc\u00fcye zay\u0131f akustik kan\u0131tlar sunabilir<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Konu\u015fma d\u0131\u015f\u0131 ses<\/b><span style=\"font-weight: 400;\">: M\u00fczik, arka plan sesleri ve ortam g\u00fcr\u00fclt\u00fcs\u00fc bazen metin \u00fcretimini tetikleyebilir<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>K\u00f6t\u00fc kay\u0131t kalitesi<\/b><span style=\"font-weight: 400;\">: Ses bozulmas\u0131, d\u00fc\u015f\u00fck ses seviyesi, ses kesilmesi veya yo\u011fun arka plan g\u00fcr\u00fclt\u00fcs\u00fc, konu\u015fma sinyalinin anla\u015f\u0131lmas\u0131n\u0131 zorla\u015ft\u0131r\u0131r<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Konu\u015fma ak\u0131c\u0131l\u0131k bozukluklar\u0131<\/b><span style=\"font-weight: 400;\">: Kekeleme, teredd\u00fct, kesik kesik konu\u015fma ve uzun duraklamalar, konu\u015fman\u0131n anla\u015f\u0131lmas\u0131n\u0131 zorla\u015ft\u0131rabilir<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Segmentasyon ve kod \u00e7\u00f6zme ayarlar\u0131<\/b><span style=\"font-weight: 400;\">: Par\u00e7a uzunlu\u011fu, e\u015fik de\u011ferleri, y\u00f6nlendirmeler ve di\u011fer uygulama tercihleri \u00e7\u0131kt\u0131y\u0131 etkileyebilir<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">OpenAI, orijinal Whisper sisteminin internetten toplanan 680.000 saatlik \u00e7ok dilli ve \u00e7ok g\u00f6revli denetimli ses verisiyle e\u011fitildi\u011fini bildirdi. Bu geni\u015f veri k\u00fcmesi, modelin esnekli\u011fine katk\u0131da bulunsa da, web kaynakl\u0131 e\u011fitim materyalleri, sistemi tekrarlanan altyaz\u0131 ve video-dil kal\u0131plar\u0131na maruz b\u0131rakabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rmac\u0131lar, her hal\u00fcsinasyon i\u00e7in tek bir neden belirleyememi\u015ftir. Mevcut kan\u0131tlar, hal\u00fcsinasyonlar\u0131n ses ko\u015fullar\u0131, model mimarisi, e\u011fitim verileri ve kod \u00e7\u00f6zme tercihleri aras\u0131ndaki etkile\u015fimden kaynakland\u0131\u011f\u0131n\u0131 g\u00f6stermektedir.<\/span><\/p>\n<h2><b>Hal\u00fcsinasyonlar\u0131n Transkripsiyon Do\u011frulu\u011fu \u00dczerindeki Etkisi<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Sa\u011fl\u0131k hizmetleri, hukuk hizmetleri, ara\u015ft\u0131rma ve medya alanlar\u0131nda \u00e7al\u0131\u015fan profesyoneller i\u00e7in, uydurma bir ifade, s\u0131radan bir yaz\u0131m hatas\u0131ndan daha ciddi sonu\u00e7lar do\u011furabilir.<\/span><\/p>\n<h3><b>Sa\u011fl\u0131k Alan\u0131ndaki Sonu\u00e7lar<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Ekim 2024\u2019te Associated Press, Nabla\u2019n\u0131n Whisper tabanl\u0131 klinik dok\u00fcmantasyon \u00fcr\u00fcn\u00fc said\u2019nin 40 sa\u011fl\u0131k sisteminde 30.000\u2019den fazla klinisyen taraf\u0131ndan kullan\u0131ld\u0131\u011f\u0131n\u0131 bildirdi. Nabla ayr\u0131ca, said \u00fcr\u00fcn\u00fcn\u00fcn tahmini olarak yedi milyon t\u0131bbi muayeneyi i\u015fledi\u011fini belirtti.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AP\u2019nin haberine g\u00f6re, Nabla veri g\u00fcvenli\u011fi nedenleriyle i\u015fleme s\u00fcrecinin ard\u0131ndan orijinal ses kay\u0131tlar\u0131n\u0131 sildi. Nabla said klinisyenlerinin, olu\u015fturulan notlar\u0131 g\u00f6zden ge\u00e7irip onaylamalar\u0131 gerekiyordu. Bu \u00f6rnek, \u00f6nemli bir \u00e7eli\u015fkiyi ortaya koyuyor: Kay\u0131tlar\u0131n silinmesi baz\u0131 saklama risklerini azaltabilir, ancak ayn\u0131 zamanda daha sonra orijinal konu\u015fma ile kar\u015f\u0131la\u015ft\u0131rma yap\u0131lmas\u0131n\u0131 da engelleyebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">OpenAI, hatalar\u0131n ciddi sonu\u00e7lara yol a\u00e7abilece\u011fi karar verme s\u00fcre\u00e7lerinde konu\u015fma tan\u0131ma \u00e7\u0131kt\u0131s\u0131na g\u00fcvenilmemesi gerekti\u011fi konusunda uyar\u0131da bulunmu\u015ftur. Bu nedenle sa\u011fl\u0131k kurulu\u015flar\u0131, klinisyenler taraf\u0131ndan yap\u0131lan incelemeyi zorunlu k\u0131lmal\u0131, net saklama ve do\u011frulama politikalar\u0131 belirlemeli ve uygun gizlilik ve s\u00f6zle\u015fmeye dayal\u0131 koruma \u00f6nlemleriyle g\u00fcvence alt\u0131na al\u0131nm\u0131\u015f hizmetleri kullanmal\u0131d\u0131r.<\/span><\/p>\n<h3><b>Hukuki ve Ara\u015ft\u0131rma A\u00e7\u0131s\u0131ndan Etkileri<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Hukuk alan\u0131nda, uydurulmu\u015f tutanak i\u00e7eri\u011fi, ifade alma haz\u0131rl\u0131klar\u0131n\u0131, dava analizini veya delil incelemesini etkileyebilir. Otomatik olarak olu\u015fturulan bir taslak, ilgili mahkeme, yarg\u0131 yetkisi veya mesleki kurallar\u0131n gerektirdi\u011fi inceleme ve tasdik s\u00fcreci tamamlanmadan resmi bir kay\u0131t olarak kabul edilmemelidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rma ekipleri de buna benzer bir riskle kar\u015f\u0131 kar\u015f\u0131yad\u0131r. Uydurulmu\u015f bir al\u0131nt\u0131, nitel kodlama veya tematik analiz a\u015famas\u0131na girerse, bulgular\u0131 etkileyebilir ve \u00e7al\u0131\u015fman\u0131n g\u00fcvenilirli\u011fini zedeleyebilir. Ara\u015ft\u0131rmac\u0131lar, kaynak kay\u0131tlar\u0131n\u0131 saklamal\u0131, transkripsiyon s\u00fcrecini belgelemeli ve raporlarda veya yay\u0131nlarda kullan\u0131lan al\u0131nt\u0131lar\u0131 do\u011frulamal\u0131d\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cornell \u00dcniversitesi\u2019nin \u00f6nc\u00fcl\u00fc\u011f\u00fcnde y\u00fcr\u00fct\u00fclen ara\u015ft\u0131rma, afazi ve kontrol veri setleri aras\u0131nda bir farkl\u0131l\u0131k tespit etti. Hal\u00fcsinasyonlar, <\/span><a href=\"https:\/\/dl.acm.org\/doi\/fullHtml\/10.1145\/3630106.3658996\"><span style=\"font-weight: 400;\">1,71 TP5T'lik segment<\/span><\/a><span style=\"font-weight: 400;\"> afazi hastalar\u0131n\u0131n konu\u015fmalar\u0131ndan ve 1,2% kontrol segmentlerinden. Ara\u015ft\u0131rmac\u0131lar, bu fark\u0131 ses d\u0131\u015f\u0131 s\u00fcrelerin daha uzun olmas\u0131yla ili\u015fkilendirdiler. Bu, konu\u015fma bozuklu\u011fu olan her ki\u015finin ayn\u0131 farkl\u0131l\u0131\u011f\u0131 ya\u015fayaca\u011f\u0131 anlam\u0131na gelmez, ancak \u00f6nemli ortamlarda otomatik transkriptler kullanan kurulu\u015flar i\u00e7in eri\u015filebilirlik ve do\u011fruluk endi\u015felerini g\u00fcndeme getirir.<\/span><\/p>\n<h2><b>AI Transkripsiyon Hali\u00fcsinasyonlar\u0131n\u0131 En Aza \u0130ndirmeye Y\u00f6nelik En \u0130yi Uygulamalar<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Hi\u00e7bir hata azaltma y\u00f6ntemi kusursuz bir transkripti garanti etmez. Bununla birlikte, baz\u0131 uygulamalar riski azaltabilir ve hatalar\u0131n tespit edilmesini kolayla\u015ft\u0131rabilir.<\/span><\/p>\n<h3><b>Teknik Azaltma Yakla\u015f\u0131mlar\u0131<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ses Etkinli\u011fi Alg\u0131lama \u00f6n i\u015fleme<\/b><span style=\"font-weight: 400;\">: Transkripsiyondan \u00f6nce konu\u015fma d\u0131\u015f\u0131 aral\u0131klar\u0131n kald\u0131r\u0131lmas\u0131 veya ayr\u0131lmas\u0131, modelin sessizlik s\u0131ras\u0131nda metin \u00fcretme olas\u0131l\u0131\u011f\u0131n\u0131 azaltabilir<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Dikkatli segmentasyon<\/b><span style=\"font-weight: 400;\">: Keyfi s\u00fcre kurallar\u0131 uygulamak yerine, se\u00e7ilen modele uygun segmentler halinde ses i\u015fleme<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0130htiyatl\u0131 kod \u00e7\u00f6zme ayarlar\u0131<\/b><span style=\"font-weight: 400;\">: \u0130lgili Whisper uygulamas\u0131n\u0131n belgelerini inceleyin ve against temsilci ses dosyas\u0131 ile ayarlar\u0131 test edin<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tekrar ve anomali kontrolleri<\/b><span style=\"font-weight: 400;\">: Tekrarlanan ifadeler, ani konu de\u011fi\u015fiklikleri, video tarz\u0131 kapan\u0131\u015flar veya sessiz aral\u0131klar s\u0131ras\u0131nda al\u0131\u015f\u0131lmad\u0131k derecede ak\u0131c\u0131 metinleri i\u015faretleyin<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>S\u00fcr\u00fcm kontrol\u00fc alt\u0131nda de\u011ferlendirme<\/b><span style=\"font-weight: 400;\">: Modeller, dil ayarlar\u0131, komut istemleri, \u00f6n i\u015fleme veya kod \u00e7\u00f6zme k\u00fct\u00fcphaneleri de\u011fi\u015ftirildi\u011finde i\u015f ak\u0131\u015flar\u0131n\u0131 yeniden test edin<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">2025 y\u0131l\u0131nda yap\u0131lan bir \u00e7al\u0131\u015fmada, \u201chal\u00fcsinasyon torbas\u0131\u201d olarak adland\u0131r\u0131lan ve konu\u015fma d\u0131\u015f\u0131 deneylerde ortaya \u00e7\u0131kan tekrarlayan \u00e7\u0131kt\u0131lar\u0131 filtreleyen bir son i\u015fleme y\u00f6ntemi de test edildi. Bu y\u00f6ntem, s\u00f6z konusu kontroll\u00fc ko\u015fullar alt\u0131nda hatalar\u0131 azaltt\u0131; ancak kaynak ses incelemesinin genel bir alternatifi olarak de\u011ferlendirilmemelidir.<\/span><\/p>\n<h3><b>\u0130\u015f Ak\u0131\u015f\u0131 \u0130le \u0130lgili En \u0130yi Uygulamalar<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Maintain kaynak ses<\/b><span style=\"font-weight: 400;\">: Transkript do\u011frulanana kadar kay\u0131tlar\u0131 saklanabilir durumda tutun; bu, r\u0131za, gizlilik, saklama s\u00fcresi ve yasal gerekliliklere tabi olmak kayd\u0131yla<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0130nsan taraf\u0131ndan incelemeyi devreye al\u0131n<\/b><span style=\"font-weight: 400;\">: \u00d6nemli sonu\u00e7lar do\u011furabilecek transkriptlerin bak\u0131m, hukuki kararlar, i\u015fe al\u0131m, ara\u015ft\u0131rma bulgular\u0131 veya yay\u0131nlar \u00fczerinde etkisi olmas\u0131 durumunda, bunlar\u0131n \u00f6nceden incelenmesi zorunludur<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Y\u00fcksek riskli b\u00f6l\u00fcmleri \u00f6nceliklendirin<\/b><span style=\"font-weight: 400;\">: \u0130nceleme b\u00f6l\u00fcmleri: numaralar, ila\u00e7lar, isimler, tarihler, al\u0131nt\u0131lar, hukuki terimler veya uzun duraklamalar<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Train ekipleri uyar\u0131 i\u015faretleri konusunda i\u015fbirli\u011fi yap\u0131yor<\/b><span style=\"font-weight: 400;\">: Tekrarlanan ifadeler, beklenmedik i\u00e7erikler, \u00fcslupta ani de\u011fi\u015fiklikler veya sessizlik s\u0131ras\u0131nda ortaya \u00e7\u0131kan kelimelere dikkat edin<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Belge sorumlulu\u011fu<\/b><span style=\"font-weight: 400;\">: Her bir transkripti kimin g\u00f6zden ge\u00e7irmesi, onaylamas\u0131, d\u00fczeltmesi ve retain i\u015flemini ger\u00e7ekle\u015ftirmesi gerekti\u011fini a\u00e7\u0131k\u00e7a belirtin<\/span><\/li>\n<\/ul>\n<h2><b>G\u00fcvenilir Bir Yapay Zeka Transkripsiyon Yaz\u0131l\u0131m\u0131 Se\u00e7imi<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Cornell \u00dcniversitesi\u2019nin \u00f6nc\u00fcl\u00fc\u011f\u00fcnde y\u00fcr\u00fct\u00fclen ara\u015ft\u0131rma, tespit etti\u011fi hal\u00fcsinasyonlar\u0131n her konu\u015fma-metin d\u00f6n\u00fc\u015ft\u00fcrme hizmetinde ayn\u0131 \u015fekilde tekrarlanmad\u0131\u011f\u0131n\u0131 ortaya koyuyor. Ara\u015ft\u0131rmac\u0131lar, 187 adet \u201cWhisper\u201d hal\u00fcsinasyon \u00f6rne\u011fini Google Cloud Speech-to-Text, Microsoft Azure Speech-to-Text, Amazon Transcribe, AssemblyAI ve Rev AI ile test ettiklerinde, bu sistemler s\u00f6z konusu deneyde benzer hal\u00fcsinasyonlu pasajlar \u00fcretmedi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu, yararl\u0131 bir bulgudur; ancak herhangi bir hizmetin hal\u00fcsinasyon yapamayaca\u011f\u0131n\u0131n kan\u0131t\u0131 de\u011fildir. Kar\u015f\u0131la\u015ft\u0131rma, belirli \u00f6rnekler, hizmet s\u00fcr\u00fcmleri ve yap\u0131land\u0131rmalarla s\u0131n\u0131rl\u0131yd\u0131.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">De\u011ferlendirme yap\u0131l\u0131rken <\/span><a href=\"https:\/\/sonix.ai\/transcription-software\"><span style=\"font-weight: 400;\">transkripsiyon yaz\u0131l\u0131m\u0131<\/span><\/a><span style=\"font-weight: 400;\">, \u015funu bir d\u00fc\u015f\u00fcn\u00fcn:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kaynak ses eri\u015fimi<\/b><span style=\"font-weight: 400;\">: De\u011ferlendiriciler, kayd\u0131 transkriptle birlikte dinleyebilir mi?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Verimlili\u011fi g\u00f6zden ge\u00e7irme<\/b><span style=\"font-weight: 400;\">: H\u0131zl\u0131 do\u011frulama amac\u0131yla kelimeler zaman damgalar\u0131yla ili\u015fkilendirilmi\u015f mi?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Konu\u015fmac\u0131 ara\u00e7lar\u0131<\/b><span style=\"font-weight: 400;\">: Kullan\u0131c\u0131lar konu\u015fmac\u0131 etiketlerini tespit edip d\u00fczeltebilir mi?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Terminoloji denetimleri<\/b><span style=\"font-weight: 400;\">: Tak\u0131mlar isimler, k\u0131saltmalar ve teknik terimler ekleyebilir mi?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>G\u00fcvenlik belgeleri<\/b><span style=\"font-weight: 400;\">: Hizmet sa\u011flay\u0131c\u0131, \u015fifreleme, eri\u015fim kontrolleri, denetimler, verilerin bulundu\u011fu yer ve saklama s\u00fcrelerini a\u00e7\u0131k bir \u015fekilde belgelendiriyor mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>S\u00f6zle\u015fmeye uygunluk<\/b><span style=\"font-weight: 400;\">: D\u00fczenlemeye tabi veya gizli veriler i\u00e7in uygun anla\u015fmalar mevcut mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u0131\u015fa aktarma ve denetim se\u00e7enekleri<\/b><span style=\"font-weight: 400;\">: Ekipler, d\u00fczeltilmi\u015f s\u00fcr\u00fcmleri saklayabilir ve onaylar\u0131 belgeleyebilir mi?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Temsili testler<\/b><span style=\"font-weight: 400;\">: Hizmet, kurulu\u015fun kulland\u0131\u011f\u0131 ger\u00e7ek diller, aksanlar, mikrofonlar ve ortamlar \u00fczerinde test edildi mi?<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bir sistemin ses bozukluklar\u0131 g\u00f6sterip g\u00f6stermeyece\u011fi sadece fiyatla belirlenmez. Mimari, uygulama, ses kalitesi, inceleme \u00f6zellikleri ve kullan\u0131m kontrolleri de \u00f6nemlidir.<\/span><\/p>\n<h2><b>Geli\u015fmi\u015f \u00d6zelliklerden Yararlanarak Transkripsiyon Kalitesini Art\u0131rma<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Transkripsiyon modeliyle ilgili \u00f6zellikler, hatalar\u0131n tespit edilmesini ve d\u00fczeltilmesini kolayla\u015ft\u0131rabilir.<\/span><\/p>\n<h3><b>D\u00fczenleme ve \u0130nceleme Ara\u00e7lar\u0131<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kelime d\u00fczeyinde zaman kodlar\u0131<\/b><span style=\"font-weight: 400;\">: Transkript metnini kayd\u0131n ilgili an\u0131yla e\u015fle\u015ftirin<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Senkronize oynatma<\/b><span style=\"font-weight: 400;\">: Yorumcular\u0131n okurken veya d\u00fczenlerken sesli dinlemelerine olanak tan\u0131y\u0131n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Konu\u015fmac\u0131 tan\u0131mlama<\/b><span style=\"font-weight: 400;\">: Hoparl\u00f6rleri ay\u0131r\u0131n ve etiketlerin d\u00fczeltilmesine izin verin<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Taray\u0131c\u0131 i\u00e7i d\u00fczenleme<\/b><span style=\"font-weight: 400;\">: \u0130\u00e7eri\u011fi ayr\u0131 bir uygulamaya aktarmadan d\u00fczeltme yapmay\u0131 etkinle\u015ftirin<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u00d6zel s\u00f6zl\u00fckler<\/b><span style=\"font-weight: 400;\">: Kullan\u0131c\u0131lar\u0131n \u00f6zel isimleri, teknik terimleri, k\u0131saltmalar\u0131 ve tercih ettikleri yaz\u0131m bi\u00e7imlerini eklemelerine olanak tan\u0131y\u0131n<\/span><\/li>\n<\/ul>\n<h3><b>Analiz ve \u00d6ng\u00f6r\u00fcler<\/b><\/h3>\n<p><a href=\"https:\/\/sonix.ai\/features\/ai-analysis\"><span style=\"font-weight: 400;\">Yapay zeka analiz ara\u00e7lar\u0131<\/span><\/a><span style=\"font-weight: 400;\"> transkriptlerden temalar\u0131, \u00f6zetleri, b\u00f6l\u00fcmleri, konular\u0131, duygusal e\u011filimleri veya \u00f6nemli anlar\u0131 \u00e7\u0131karabilir. Bu \u00e7\u0131kt\u0131lar, temel al\u0131nan transkripte ba\u011fl\u0131 olarak de\u011fi\u015febilir. Ekipler, \u00f6zellikle sonu\u00e7lar ara\u015ft\u0131rma, raporlama veya i\u015f kararlar\u0131n\u0131 destekliyorsa, sonraki analizlere g\u00fcvenmeden \u00f6nce \u00f6nemli transkripsiyon hatalar\u0131n\u0131 d\u00fczeltmelidir.<\/span><\/p>\n<h3><b>\u0130\u015fbirli\u011fi \u00d6zellikleri<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Ortak \u00e7al\u0131\u015fma alanlar\u0131, izinler, yorum yapma ve inceleme i\u015f ak\u0131\u015flar\u0131, ekiplerin sorumluluklar\u0131 belirlemesine ve s\u00fcr\u00fcm karma\u015fas\u0131n\u0131 \u00f6nlemesine yard\u0131mc\u0131 olabilir. \u0130\u015fbirli\u011fi \u00f6zellikleri, bir kurulu\u015fun nihai metni onaylamaktan kimin sorumlu oldu\u011funu da belirledi\u011fi durumlarda en b\u00fcy\u00fck de\u011ferini g\u00f6sterir.<\/span><\/p>\n<h2><b>Hassas Veriler \u0130\u00e7in G\u00fcvenli ve Mevzuata Uygun Yapay Zeka Transkripsiyonu<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">G\u00fcvenlik ve uyumluluk, bir sertifika logosundan daha fazlas\u0131n\u0131 gerektirir. Kurulu\u015flar, hizmeti, se\u00e7ilen paketi, s\u00f6zle\u015fme ko\u015fullar\u0131n\u0131, yap\u0131land\u0131rmay\u0131 ve kullan\u0131m amac\u0131n\u0131 de\u011ferlendirmelidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">NHS \u0130ngiltere\u2019nin ortam sesli tedarik\u00e7i kay\u0131t s\u00fcreci, kat\u0131l\u0131mc\u0131 tedarik\u00e7ilerin S\u0131n\u0131f I t\u0131bbi cihaz stat\u00fcs\u00fcne ili\u015fkin kan\u0131t ve g\u00fcncel bir Dijital Teknoloji De\u011ferlendirme Kriterleri de\u011ferlendirmesi sunmalar\u0131n\u0131 gerektirmektedir. Bu durum, klinik dok\u00fcmantasyon ara\u00e7lar\u0131na y\u00f6nelik denetimin giderek artt\u0131\u011f\u0131n\u0131 g\u00f6stermektedir; ancak bu, her NHS ortam\u0131ndaki her transkripsiyon \u00fcr\u00fcn\u00fcne ayn\u0131 \u015fekilde uygulanan evrensel bir kural olarak yorumlanmamal\u0131d\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130ncelenmesi gereken g\u00fcvenlik \u00f6zellikleri \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">SOC 2 Tip II gibi ba\u011f\u0131ms\u0131z denetimler<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Aktar\u0131m s\u0131ras\u0131nda ve depoland\u0131\u011f\u0131nda \u015fifreleme<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rol tabanl\u0131 eri\u015fim kontrolleri<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c7ok fakt\u00f6rl\u00fc kimlik do\u011frulama ve kurumsal kimlik se\u00e7enekleri<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Veri konumu ve saklama s\u00fcresi bilgileri<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Silme ve ihracat kontrolleri<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gerekti\u011finde \u0130\u015f Orta\u011f\u0131 Anla\u015fmalar\u0131 veya di\u011fer uygun s\u00f6zle\u015fmeye dayal\u0131 g\u00fcvence \u00f6nlemleri<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Kurulu\u015flar, her bir sertifikasyonun tam kapsam\u0131n\u0131 do\u011frulamal\u0131 ve bunun, uygulamaya koymay\u0131 planlad\u0131klar\u0131 hizmet, plan ve kullan\u0131m senaryosuna uygun olup olmad\u0131\u011f\u0131n\u0131 belirlemelidir.<\/span><\/p>\n<h2><b>Sonix Neden Do\u011frulanabilir Yapay Zeka Transkripsiyon \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 Destekliyor?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Transkriptleri verimli bir \u015fekilde incelemesi ve y\u00f6netmesi gereken ekipler i\u00e7in,<\/span><a href=\"https:\/\/sonix.ai\/\"> <span style=\"font-weight: 400;\">Sonix<\/span><\/a><span style=\"font-weight: 400;\"> otomatik transkripsiyonu, sonucu kaynak kayd\u0131yla kar\u015f\u0131la\u015ft\u0131rmaya yarayan ara\u00e7larla birle\u015ftirir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Sonix\u2019in mevcut \u00f6zellikleri \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Senkronize oynatma, arama, kelime d\u00fczeyinde gezinme ve konu\u015fmac\u0131 etiketleme \u00f6zelliklerine sahip taray\u0131c\u0131 tabanl\u0131 bir d\u00fczenleyici<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kullan\u0131c\u0131lar\u0131n isimleri, teknik terimleri, k\u0131saltmalar\u0131 ve tercih ettikleri yaz\u0131m bi\u00e7imlerini eklemelerine olanak tan\u0131yan \u00f6zel s\u00f6zl\u00fckler<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">SOC 2 Tip II sertifikas\u0131, aktar\u0131m s\u0131ras\u0131nda TLS \u015fifreleme ve depolama s\u0131ras\u0131nda AES-256 \u015fifreleme<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Medical Sonix arac\u0131l\u0131\u011f\u0131yla sa\u011flanan HIPAA uyumlu g\u00fcvenlik \u00f6nlemleri; bunlara, uygun sa\u011fl\u0131k kurulu\u015flar\u0131 i\u00e7in \u0130\u015f Orta\u011f\u0131 Anla\u015fmalar\u0131 da dahildir<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">54'ten fazla dil i\u00e7in transkripsiyon deste\u011fi<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/sonix.ai\/features\/ai-analysis\"><span style=\"font-weight: 400;\">Yapay zeka destekli analiz<\/span><\/a><span style=\"font-weight: 400;\"> \u00f6zetler, b\u00f6l\u00fcmler, temalar, duygu analizi ve transkriptlere dayal\u0131 di\u011fer i\u00e7g\u00f6r\u00fcler i\u00e7in<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c7al\u0131\u015fma alanlar\u0131, izinler ve payla\u015f\u0131m \u00f6zelliklerini i\u00e7eren ekip i\u015fbirli\u011fi denetimleri<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bu denetimler, kullan\u0131c\u0131lar\u0131n hatalar\u0131 tespit etmesine ve d\u00fczeltmesine yard\u0131mc\u0131 olur; ancak inceleme ihtiyac\u0131n\u0131 ortadan kald\u0131rmaz. Do\u011frulama yap\u0131lmadan hi\u00e7bir otomatik transkriptin, s\u00f6ylenen her kelimeyi kusursuz bir \u015fekilde yans\u0131tt\u0131\u011f\u0131 varsay\u0131lmamal\u0131d\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130ster bir <\/span><a href=\"https:\/\/sonix.ai\/researchers\"><span style=\"font-weight: 400;\">ara\u015ft\u0131rma \u015firketi<\/span><\/a><span style=\"font-weight: 400;\"> g\u00f6r\u00fc\u015fmelerin analiz edilmesi, bir <\/span><a href=\"https:\/\/sonix.ai\/journalists\"><span style=\"font-weight: 400;\">haber merkezi<\/span><\/a><span style=\"font-weight: 400;\"> against son teslim tarihlerine uymak ya da bir <\/span><a href=\"https:\/\/sonix.ai\/enterprise\"><span style=\"font-weight: 400;\">kurumsal<\/span><\/a><span style=\"font-weight: 400;\"> B\u00fcy\u00fck hacimli kay\u0131tlar\u0131 y\u00f6neten bir ekip i\u00e7in en g\u00fcvenli i\u015f ak\u0131\u015f\u0131, transkripti orijinal ses kayd\u0131na ba\u011fl\u0131 tutan ve onaylama sorumlulu\u011funu net bir \u015fekilde belirleyen i\u015f ak\u0131\u015f\u0131d\u0131r.<\/span><\/p>\n<h2><b>Son Karar: \u0130htiya\u00e7lar\u0131n\u0131za Uygun Do\u011fru Transkripsiyon \u00c7\u00f6z\u00fcm\u00fcn\u00fc Se\u00e7mek<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Kendi kendine y\u00f6netilen bir Whisper i\u015f ak\u0131\u015f\u0131 ile bar\u0131nd\u0131r\u0131lan bir transkripsiyon platformu aras\u0131nda yap\u0131lacak se\u00e7im, teknik kaynaklara, veri gereksinimlerine, inceleme ihtiya\u00e7lar\u0131na ve risk tolerans\u0131na ba\u011fl\u0131d\u0131r.<\/span><\/p>\n<p><b>A\u015fa\u011f\u0131daki durumlarda, kendi kendini y\u00f6neten bir Whisper i\u015f ak\u0131\u015f\u0131 uygun olabilir:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130\u00e7erik d\u00fc\u015f\u00fck risklidir ve ara s\u0131ra yap\u0131lan hatalar kabul edilebilir<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kurulu\u015f, model s\u00fcr\u00fcmlerini, \u00f6n i\u015fleme, segmentasyon ve kod \u00e7\u00f6zme ayarlar\u0131n\u0131 test edebilir<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Teknik personel, izleme ve risk azaltma \u00f6nlemlerini uygulayabilir<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Do\u011frulama amac\u0131yla kullan\u0131labilecek remain ve available kaynak kay\u0131tlar\u0131<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kullan\u0131mdan \u00f6nce, yetkili bir ki\u015fi \u00f6nemli \u00e7\u0131kt\u0131lar\u0131 inceler<\/span><\/li>\n<\/ul>\n<p><b>A\u015fa\u011f\u0131daki durumlarda, y\u00f6netilen bir transkripsiyon platformu tercih edilebilir:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Metni kaynak sesle kar\u015f\u0131la\u015ft\u0131rmaya yarayan senkronize bir d\u00fczenleyici<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Konu\u015fmac\u0131, zaman damgas\u0131, terminoloji ve d\u00fczeltme ara\u00e7lar\u0131<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ortak \u00e7al\u0131\u015fma alanlar\u0131 ve izinler<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Belgelenmi\u015f g\u00fcvenlik ve gizlilik denetimleri<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c7oklu dil ve d\u0131\u015fa aktarma formatlar\u0131 deste\u011fi<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Teknik bilgiye sahip olmayan g\u00f6zden ge\u00e7irenlerin transkriptleri verimli bir \u015fekilde onaylamas\u0131na olanak tan\u0131yan bir i\u015f ak\u0131\u015f\u0131<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Sa\u011fl\u0131k hizmetleri, hukuk, ara\u015ft\u0131rma, gazetecilik ve di\u011fer \u00f6nemli alanlarda as\u0131l mesele, bir tedarik\u00e7inin kusursuz do\u011fruluk vaat edip etmedi\u011fi de\u011fildir. As\u0131l mesele, sistemin hatalar\u0131 g\u00f6r\u00fcn\u00fcr k\u0131l\u0131p k\u0131lmad\u0131\u011f\u0131, bu hatalar\u0131 d\u00fczeltmek i\u00e7in gerekli kan\u0131tlar\u0131 koruyup korumad\u0131\u011f\u0131 ve transkriptteki hatalar\u0131n yol a\u00e7abilece\u011fi sonu\u00e7lara uygun bir inceleme s\u00fcrecini destekleyip desteklemedi\u011fidir.<\/span><\/p>\n<h2><b>S\u0131k\u00e7a Sorulan Sorular<\/b><\/h2>\n<h3><b>Transkripsiyonda yapay zeka hal\u00fcsinasyonu nedir?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Transkripsiyonda yapay zeka hal\u00fcsinasyonu, bir konu\u015fma-metin d\u00f6n\u00fc\u015ft\u00fcrme sisteminin kaynak kay\u0131ttaki anlaml\u0131 bir dayana\u011f\u0131 olmayan bir kelime, kelime \u00f6be\u011fi veya c\u00fcmle \u00fcretmesiyle ortaya \u00e7\u0131kar. S\u0131radan bir ikame i\u015fleminden farkl\u0131 olarak, bir hal\u00fcsinasyon tamamen yeni bir i\u00e7erik getirebilir. 13.140 k\u0131sa ses segmentini inceleyen bir \u00e7al\u0131\u015fmada, ara\u015ft\u0131rmac\u0131lar 187 hal\u00fcsinasyon tespit etmi\u015f ve bunlar\u0131n 38%'sini \u015fiddet i\u00e7eren dil, yanl\u0131\u015f \u00e7a\u011fr\u0131\u015f\u0131mlar, uydurma bilgiler veya sahte otorite gibi a\u00e7\u0131k zararlar i\u00e7eren olarak s\u0131n\u0131fland\u0131rm\u0131\u015ft\u0131r.<\/span><\/p>\n<h3><b>Whisper AI neden bazen kelimeler ya da ifadeler uyduruyor?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Whisper, ses verisine ba\u011fl\u0131 olarak metin belirte\u00e7leri \u00fcreten bir kodlay\u0131c\u0131-kod \u00e7\u00f6z\u00fcc\u00fc Transformer modelidir. Akustik kan\u0131tlar\u0131n zay\u0131f oldu\u011fu durumlarda \u2014 \u00f6rne\u011fin sessizlik, uzun duraklamalar, arka plan g\u00fcr\u00fclt\u00fcs\u00fc, m\u00fczik veya kesik kesik konu\u015fma s\u0131ras\u0131nda \u2014 kod \u00e7\u00f6z\u00fcc\u00fc bazen kayda yeterince dayanmayan ak\u0131c\u0131 metinler \u00fcretebilir. E\u011fitim verileri, segmentasyon, komutlar, model s\u00fcr\u00fcm\u00fc ve kod \u00e7\u00f6zme ayarlar\u0131 da sonucu etkileyebilir.<\/span><\/p>\n<h3><b>AI taraf\u0131ndan olu\u015fturulan transkriptlerdeki hal\u00fcsinasyonlar\u0131 nas\u0131l azaltabilirim?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Uygun oldu\u011fu durumlarda Ses Etkinli\u011fi Alg\u0131lama veya di\u011fer konu\u015fma d\u0131\u015f\u0131 filtreleme y\u00f6ntemlerini kullan\u0131n, segmentasyon ve kod \u00e7\u00f6zme ayarlar\u0131n\u0131 temsili kay\u0131tlar \u00fczerinde test edin, \u015f\u00fcpheli tekrarlar\u0131 veya sessizlik s\u0131ras\u0131nda ortaya \u00e7\u0131kan metinleri i\u015faretleyin, orijinal ses kayd\u0131n\u0131 retain i\u015fleminden ge\u00e7irin ve \u00f6nemli i\u00e7eriklerde insan taraf\u0131ndan inceleme yap\u0131lmas\u0131n\u0131 zorunlu k\u0131l\u0131n. Risk azaltma \u00f6nlemleri riski d\u00fc\u015f\u00fcrebilir, ancak hi\u00e7bir \u00f6n i\u015fleme y\u00f6ntemi hatas\u0131z bir transkripti garanti etmez.<\/span><\/p>\n<h3><b>\u00dccretsiz yapay zeka transkripsiyon ara\u00e7lar\u0131, yanl\u0131\u015f sonu\u00e7lara daha m\u0131 yatk\u0131nd\u0131r?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0130lle de \u00f6yle de\u011fil. Yanl\u0131\u015f alg\u0131lama riski yaln\u0131zca fiyatla belirlenmez. Bu risk, sistemin modeline, mimarisine, uygulamas\u0131na, ses ko\u015fullar\u0131na ve kalite kontrollerine ba\u011fl\u0131d\u0131r. Paid platformlar\u0131 daha iyi inceleme, g\u00fcvenlik, i\u015fbirli\u011fi ve denetim \u00f6zellikleri sunabilir; ancak kullan\u0131c\u0131lar, fiyat\u0131n do\u011frulu\u011fu garanti etti\u011fini varsaymak yerine bu yetenekleri do\u011frudan de\u011ferlendirmelidir.<\/span><\/p>\n<h3><b>Sonix, yapay zeka transkripsiyonundaki hatal\u0131 sonu\u00e7lar\u0131 ele al\u0131yor mu?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Sonix, kaynak kay\u0131tla senkronize edilmi\u015f taray\u0131c\u0131 tabanl\u0131 bir d\u00fczenleyici, kelime d\u00fczeyinde gezinme, konu\u015fmac\u0131 ara\u00e7lar\u0131, \u00f6zel s\u00f6zl\u00fckler ve ortak inceleme denetimleri sunar. Bu \u00f6zellikler, kullan\u0131c\u0131lar\u0131n transkripsiyon hatalar\u0131n\u0131 tespit etmelerine ve d\u00fczeltmelerine yard\u0131mc\u0131 olur. Bu \u00f6zellikler, \u00f6zellikle i\u00e7erik sa\u011fl\u0131k, hukuk, ara\u015ft\u0131rma veya di\u011fer kritik kararlar\u0131 etkileyecekse, otomatik transkripsiyonun hatas\u0131z oldu\u011funu kan\u0131tlayan unsurlar olarak de\u011fil, do\u011frulama \u00f6nlemleri olarak de\u011ferlendirilmelidir.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>You\u2019ve just transcribed a critical patient consultation, legal deposition, or hours of research interviews\u2014only to discover that the AI transcription tool inserted words, phrases, or entire sentences that were never spoken. This is a documented failure mode known as transcription hallucination, and it can create serious problems when transcripts are used without verification. In one [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":775,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-774","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-education"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Can Whisper Hallucinate Transcriptions? Why AI Transcription Makes Things Up - Moving AI Forward<\/title>\n<meta name=\"description\" content=\"Can Whisper hallucinate transcriptions? Learn why AI transcription generates false text, common causes, hallucination risks, and ways to improve transcript accuracy.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sonix.ai\/ai\/tr\/fisildayabilir-halusinasyon-gorebilir-transkripsiyonlar\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Can Whisper Hallucinate Transcriptions? Why AI Transcription Makes Things Up - Moving AI Forward\" \/>\n<meta property=\"og:description\" content=\"Can Whisper hallucinate transcriptions? 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