\n
\n\tOxford ekibi, d\u00fcnyan\u0131n \u00f6nde gelen ara\u015ft\u0131rma kurumlar\u0131ndan 30\u2019dan fazla bilim insan\u0131yla birlikte y\u00fcr\u00fctt\u00fc\u011f\u00fc \u00e7al\u0131\u015fmada, YZ modellerinin performans\u0131n\u0131 de\u011ferlendirmede yayg\u0131n olarak kullan\u0131lan 445 test ve \u00f6l\u00e7\u00fcm y\u00f6ntemini (benchmark) inceledi.<\/p>\n
\n\tTestlerin \u00e7o\u011fu ne \u00f6l\u00e7t\u00fc\u011f\u00fcn\u00fc tan\u0131mlam\u0131yor<\/h2>\n
\n\tAra\u015ft\u0131rmaya g\u00f6re, bir\u00e7ok \u00fcst d\u00fczey test ne \u00f6l\u00e7mek istedi\u011fini a\u00e7\u0131k\u00e7a tan\u0131mlam\u0131yor, \u00f6nceki testlerden veri ve y\u00f6ntemleri kopyal\u0131yor ve modeller aras\u0131 kar\u015f\u0131la\u015ft\u0131rmalarda g\u00fcvenilir istatistiksel y\u00f6ntemler kullanm\u0131yor.<\/p>\n
\n\t\u00c7al\u0131\u015fman\u0131n ba\u015fyazarlar\u0131ndan Oxford \u0130nternet Enstit\u00fcs\u00fc k\u0131demli ara\u015ft\u0131rmac\u0131s\u0131 Adam Mahdi, bu testlerin yan\u0131lt\u0131c\u0131 olabilece\u011fini vurgulad\u0131:<\/p>\n
\n\t\u201cYapay zekaya belli g\u00f6revler verdi\u011fimizde, asl\u0131nda \u00f6l\u00e7mek istedi\u011fimiz kavramdan tamamen farkl\u0131 \u015feyleri \u00f6l\u00e7\u00fcyor olabiliriz\u201d dedi.<\/p>\n
\n\tBir di\u011fer yazar Andrew Bean de, \u201cBir modelin \u2018doktora d\u00fczeyinde zekaya ula\u015ft\u0131\u011f\u0131\u2019 iddialar\u0131n\u0131 duydu\u011funuzda bunu temkinle kar\u015f\u0131lamak gerekir. \u00c7\u00fcnk\u00fc bu \u00f6l\u00e7\u00fcmler her zaman sa\u011fl\u0131kl\u0131 yap\u0131lm\u0131yor\u201d ifadelerini kulland\u0131.<\/p>\n
\n\t\u2018Matematikte iyi\u2019 g\u00f6r\u00fcnen model asl\u0131nda ezber yap\u0131yor olabilir<\/h2>\n
\n\tAra\u015ft\u0131rmada \u00f6rnek olarak GSM8K adl\u0131 test ele al\u0131nd\u0131. Bu test, yapay zekalar\u0131n temel matematik problemlerini \u00e7\u00f6zme kabiliyetini \u00f6l\u00e7\u00fcyor ve genellikle \u201cmodelin matematiksel ak\u0131l y\u00fcr\u00fctme becerisi y\u00fcksek\u201d \u015feklinde yorumlan\u0131yor.<\/p>\n
\n\tAncak Mahdi\u2019ye g\u00f6re do\u011fru cevab\u0131 vermek, ger\u00e7ek anlamda matematiksel muhakeme yap\u0131ld\u0131\u011f\u0131 anlam\u0131na gelmiyor:<\/p>\n
\n\t\u201cBir \u00e7ocu\u011fa iki art\u0131 be\u015f ka\u00e7 eder diye sordu\u011funuzda yedi cevab\u0131n\u0131 vermesi do\u011fru olabilir, ama bu onun aritmetik muhakemeyi kavrad\u0131\u011f\u0131 anlam\u0131na gelmez.\u201d<\/p>\n
\n\tBilim insanlar\u0131ndan daha g\u00fcvenilir test \u00e7a\u011fr\u0131s\u0131<\/h2>\n
\n\tAra\u015ft\u0131rma, testlerin \u201cyap\u0131 ge\u00e7erlili\u011fi\u201d (construct validity) sorununa dikkat \u00e7ekiyor; yani testlerin ger\u00e7ekten \u00f6l\u00e7mek istedikleri olguyu \u00f6l\u00e7\u00fcp \u00f6l\u00e7medikleri belirsiz.<\/p>\n
\n\tYazarlar, yeni \u00e7al\u0131\u015fmada testlerin daha g\u00fcvenilir hale getirilmesi i\u00e7in sekiz \u00f6neri ve bir kontrol listesi sundu.<\/p>\n
\n\tBu \u00f6neriler aras\u0131nda;<\/p>\n
\n\t\u00d6l\u00e7\u00fclen eylemin kapsam\u0131n\u0131n a\u00e7\u0131k\u00e7a tan\u0131mlanmas\u0131,<\/p>\n
\n\tGer\u00e7ek becerileri temsil edecek g\u00f6rev setleri haz\u0131rlanmas\u0131,<\/p>\n
\n\tSonu\u00e7lar\u0131n istatistiksel y\u00f6ntemlerle kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131 gibi ad\u0131mlar yer al\u0131yor.<\/p>\n
\n\tMETR AI ara\u015ft\u0131rma merkezinden Nikola Jurkovic, \u00e7al\u0131\u015fmay\u0131 \u201cYZ testlerinin yorumlanabilirli\u011fi i\u00e7in \u00f6nemli bir ba\u015flang\u0131\u00e7 noktas\u0131\u201d olarak de\u011ferlendirdi.<\/p>\n
\n\tGer\u00e7ek d\u00fcnyaya dayal\u0131 yeni testler yolda<\/h2>\n
\n\tSon d\u00f6nemde baz\u0131 ara\u015ft\u0131rma gruplar\u0131, YZ modellerinin ekonomik ve pratik g\u00f6revlerdeki performans\u0131n\u0131 \u00f6l\u00e7mek i\u00e7in yeni test dizileri geli\u015ftirmeye ba\u015flad\u0131.<\/p>\n
\n\tEyl\u00fcl sonunda OpenAI, yapay zekan\u0131n 44 farkl\u0131 meslek i\u00e7in gerekli g\u00f6revlerdeki ba\u015far\u0131s\u0131n\u0131 \u00f6l\u00e7en bir test serisi yay\u0131mlad\u0131. Bu testler, \u00f6rne\u011fin sanal bir sat\u0131\u015f analisti i\u00e7in Excel faturalar\u0131ndaki tutars\u0131zl\u0131klar\u0131 d\u00fczeltme veya sanal bir video yap\u0131mc\u0131s\u0131 i\u00e7in 60 saniyelik bir \u00e7ekim plan\u0131 haz\u0131rlama gibi g\u00f6revleri kaps\u0131yor.<\/p>\n
\n\tBenzer \u015fekilde AI Safety Center direkt\u00f6r\u00fc Dan Hendrycks ve ekibi, uzaktan \u00e7al\u0131\u015fmada gerekli becerileri test eden yeni bir \u00f6l\u00e7\u00fcm seti geli\u015ftirdi. Hendrycks, \u201cYZ sistemleri bazen testlerde y\u00fcksek puan al\u0131yor ama testin as\u0131l amac\u0131n\u0131 ger\u00e7ekte yerine getiremiyor,\u201d dedi.<\/p>\n
\n\t\u2018Bilimsel \u00f6l\u00e7\u00fcm yolculu\u011funun ba\u015f\u0131nday\u0131z\u2019<\/h2>\n
\n\tMahdi, mevcut testlerin yeniden de\u011ferlendirilmesi gerekti\u011fini belirterek, \u201cYapay zeka sistemlerinin bilimsel olarak de\u011ferlendirilmesinde hen\u00fcz yolun ba\u015f\u0131nday\u0131z\u201d ifadelerini kulland\u0131.<\/p>\n
\n\tAra\u015ft\u0131rma, mevcut yapay zeka de\u011ferlendirmelerinde \u201c\u00f6l\u00e7\u00fcm g\u00fcvenilirli\u011fi\u201d konusunun g\u00f6z ard\u0131 edilmesinin, sistemlerin ger\u00e7ek yeteneklerini abart\u0131l\u0131 bi\u00e7imde g\u00f6stermesine yol a\u00e7t\u0131\u011f\u0131n\u0131 ortaya koyuyor.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"
Oxford ekibi, d\u00fcnyan\u0131n \u00f6nde gelen ara\u015ft\u0131rma kurumlar\u0131ndan 30\u2019dan fazla bilim insan\u0131yla birlikte y\u00fcr\u00fctt\u00fc\u011f\u00fc \u00e7al\u0131\u015fmada, YZ modellerinin performans\u0131n\u0131 de\u011ferlendirmede yayg\u0131n olarak kullan\u0131lan 445 test ve \u00f6l\u00e7\u00fcm y\u00f6ntemini (benchmark) inceledi.
Testlerin \u00e7o\u011fu ne \u00f6l\u00e7t\u00fc\u011f\u00fcn\u00fc tan\u0131mlam\u0131yor
Ara\u015ft\u0131rmaya g\u00f6re, bir\u00e7ok \u00fcst d\u00fczey test ne \u00f6l\u00e7mek istedi\u011fini a\u00e7\u0131k\u00e7a tan\u0131mlam\u0131yor, \u00f6nceki testlerden veri ve y\u00f6ntemleri kopyal\u0131yor ve modeller […]<\/p>\n","protected":false},"author":1,"featured_media":31452,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jnews-multi-image_gallery":[],"jnews_single_post":[],"jnews_primary_category":[],"footnotes":""},"categories":[2],"tags":[],"class_list":["post-31451","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dunya"],"yoast_head":"\n
Yapay zekan\u0131n yetenekleri hatal\u0131 testler nedeniyle abart\u0131l\u0131yor olabilir - Haber Kuzey<\/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:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay zekan\u0131n yetenekleri hatal\u0131 testler nedeniyle abart\u0131l\u0131yor olabilir - Haber Kuzey\" \/>\n<meta property=\"og:description\" content=\"
Oxford ekibi, d\u00fcnyan\u0131n \u00f6nde gelen ara\u015ft\u0131rma kurumlar\u0131ndan 30\u2019dan fazla bilim insan\u0131yla birlikte y\u00fcr\u00fctt\u00fc\u011f\u00fc \u00e7al\u0131\u015fmada, YZ modellerinin performans\u0131n\u0131 de\u011ferlendirmede yayg\u0131n olarak kullan\u0131lan 445 test ve \u00f6l\u00e7\u00fcm y\u00f6ntemini (benchmark) inceledi.
Testlerin \u00e7o\u011fu ne \u00f6l\u00e7t\u00fc\u011f\u00fcn\u00fc tan\u0131mlam\u0131yor
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Haber Kuzey","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:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/","og_locale":"tr_TR","og_type":"article","og_title":"Yapay zekan\u0131n yetenekleri hatal\u0131 testler nedeniyle abart\u0131l\u0131yor olabilir - Haber Kuzey","og_description":"
Oxford ekibi, d\u00fcnyan\u0131n \u00f6nde gelen ara\u015ft\u0131rma kurumlar\u0131ndan 30\u2019dan fazla bilim insan\u0131yla birlikte y\u00fcr\u00fctt\u00fc\u011f\u00fc \u00e7al\u0131\u015fmada, YZ modellerinin performans\u0131n\u0131 de\u011ferlendirmede yayg\u0131n olarak kullan\u0131lan 445 test ve \u00f6l\u00e7\u00fcm y\u00f6ntemini (benchmark) inceledi.
Testlerin \u00e7o\u011fu ne \u00f6l\u00e7t\u00fc\u011f\u00fcn\u00fc tan\u0131mlam\u0131yor
Ara\u015ft\u0131rmaya g\u00f6re, bir\u00e7ok \u00fcst d\u00fczey test ne \u00f6l\u00e7mek istedi\u011fini a\u00e7\u0131k\u00e7a tan\u0131mlam\u0131yor, \u00f6nceki testlerden veri ve y\u00f6ntemleri kopyal\u0131yor ve modeller […]","og_url":"https:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/","og_site_name":"Haber Kuzey","article_published_time":"2025-11-06T20:15:35+00:00","og_image":[{"url":"https:\/\/trthaberstatic.cdn.wp.trt.com.tr\/resimler\/1476000\/yapay-zekabilisim-1476134.jpg","type":"","width":"","height":""}],"author":"haberkuzey","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"haberkuzey","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/#article","isPartOf":{"@id":"https:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/"},"author":{"name":"haberkuzey","@id":"https:\/\/haberkuzey.com\/#\/schema\/person\/3372109ec735f9333f4fa47ebb9605ca"},"headline":"Yapay zekan\u0131n yetenekleri hatal\u0131 testler nedeniyle abart\u0131l\u0131yor olabilir","datePublished":"2025-11-06T20:15:35+00:00","mainEntityOfPage":{"@id":"https:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/"},"wordCount":621,"commentCount":0,"image":{"@id":"https:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/#primaryimage"},"thumbnailUrl":"https:\/\/haberkuzey.com\/wp-content\/uploads\/2025\/11\/yapay-zekabilisim-1476134.jpg","articleSection":["D\u00fcnya"],"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/","url":"https:\/\/haberkuzey.com\/index.php\/2025\/11\/06\/yapay-zekanin-yetenekleri-hatali-testler-nedeniyle-abartiliyor-olabilir\/","name":"Yapay zekan\u0131n yetenekleri hatal\u0131 testler nedeniyle abart\u0131l\u0131yor olabilir - 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