{"id":686,"date":"2025-01-29T07:35:31","date_gmt":"2025-01-29T07:35:31","guid":{"rendered":"https:\/\/janusai.pro\/?p=686"},"modified":"2025-01-29T07:37:05","modified_gmt":"2025-01-29T07:37:05","slug":"i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive","status":"publish","type":"post","link":"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/","title":{"rendered":"DeepSeek-R1'in muhakeme yetene\u011fi bilgisini Qwen2'ye dam\u0131tt\u0131m ve sonu\u00e7lar ger\u00e7ekten patlay\u0131c\u0131yd\u0131!!!"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0130\u00e7indekiler<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u0130\u00e7erik Tablosunu De\u011fi\u015ftir\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Ge\u00e7i\u015f<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A0_What_is_knowledge_distillation\" >\u2160. Bilgi dam\u0131tma nedir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#IICore_concepts\" >II.Temel kavramlar<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#21_Template_design\" >2.1 \u015eablon tasar\u0131m\u0131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\" >2.2 Ak\u0131l y\u00fcr\u00fctme y\u00f6r\u00fcngesi: Modelin \u00e7\u00f6z\u00fcm\u00fcn\u00fcn \"d\u00fc\u015f\u00fcnme zinciri\"<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\" >2.3 Reddetme \u00f6rneklemesi: \u0130yi verilerin \"deneme yan\u0131lma\" y\u00f6ntemiyle filtrelenmesi<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A2Generation_of_distilled_data\" >\u2162.Dam\u0131t\u0131lm\u0131\u015f verilerin olu\u015fturulmas\u0131<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Data_sources\" >Veri kaynaklar\u0131:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Distillation_data_generation_process\" >Distilasyon verisi olu\u015fturma s\u00fcreci:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A3Distillation_process\" >\u2163.Dam\u0131tma i\u015flemi<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Teacher_and_student_roles\" >\u00d6\u011fretmen ve \u00f6\u011frenci rolleri:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Training_steps\" >E\u011fitim ad\u0131mlar\u0131:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A4_Example_demonstration\" >\u2164. \u00d6rnek g\u00f6sterim<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/janusai.pro\/tr\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A5_Summary\" >\u2165. \u00d6zet<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A0_What_is_knowledge_distillation\"><\/span><strong>\u2160. <\/strong>Bilgi dam\u0131tma nedir?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Bilgi dam\u0131tma, bilgiyi b\u00fcy\u00fck ve karma\u015f\u0131k bir modelden (\u00f6\u011fretmen modeli) k\u00fc\u00e7\u00fck bir modele (\u00f6\u011frenci modeli) aktarmak i\u00e7in kullan\u0131lan bir model s\u0131k\u0131\u015ft\u0131rma tekni\u011fidir. <\/p>\n\n\n\n<p>Temel ilke, \u00f6\u011fretmen modelinin sonu\u00e7lar\u0131 (olas\u0131l\u0131k da\u011f\u0131l\u0131mlar\u0131 veya \u00e7\u0131kar\u0131m s\u00fcre\u00e7leri gibi) tahmin ederek \u00f6\u011frenci modeline \u00f6\u011fretmesi ve \u00f6\u011frenci modelinin bu tahminlerden \u00f6\u011frenerek performans\u0131n\u0131 geli\u015ftirmesidir. <\/p>\n\n\n\n<p>Bu y\u00f6ntem \u00f6zellikle cep telefonlar\u0131 veya g\u00f6m\u00fcl\u00fc cihazlar gibi kaynaklar\u0131 k\u0131s\u0131tl\u0131 cihazlar i\u00e7in uygundur.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"IICore_concepts\"><\/span>II.Temel kavramlar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_Template_design\"><\/span>2.1 \u015eablon tasar\u0131m\u0131<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u015eablon: Model \u00e7\u0131kt\u0131s\u0131n\u0131 standartla\u015ft\u0131rmak i\u00e7in kullan\u0131lan yap\u0131land\u0131r\u0131lm\u0131\u015f bir format. \u00d6rne\u011fin\n<ul class=\"wp-block-list\">\n<li>: Muhakeme s\u00fcrecinin ba\u015flang\u0131c\u0131n\u0131 i\u015faret eder.<\/li>\n\n\n\n<li>: Muhakeme s\u00fcrecinin sonunu i\u015faretler.<\/li>\n\n\n\n<li>: Nihai cevab\u0131n ba\u015flang\u0131c\u0131n\u0131 i\u015faretler.<\/li>\n\n\n\n<li>: Son cevab\u0131n sonunu i\u015faretler.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Fonksiyon:\n<ul class=\"wp-block-list\">\n<li>Netlik: Bo\u015fluk doldurma sorusundaki \"ipucu kelimeleri\" gibi, modele \"d\u00fc\u015f\u00fcnme s\u00fcreci buraya, cevap da \u015furaya gider\" der.<\/li>\n\n\n\n<li>Tutarl\u0131l\u0131k: T\u00fcm \u00e7\u0131kt\u0131lar\u0131n ayn\u0131 yap\u0131y\u0131 takip etmesini sa\u011flayarak sonraki i\u015flem ve analizleri kolayla\u015ft\u0131r\u0131r.<\/li>\n\n\n\n<li>Okunabilirlik: \u0130nsanlar muhakeme s\u00fcreci ile cevab\u0131 kolayca ay\u0131rt edebilir ve bu da kullan\u0131c\u0131 deneyimini iyile\u015ftirir.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\"><\/span>2.2 Ak\u0131l y\u00fcr\u00fctme y\u00f6r\u00fcngesi: Modelin \u00e7\u00f6z\u00fcm\u00fcn\u00fcn \"d\u00fc\u015f\u00fcnme zinciri\"<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Muhakeme y\u00f6r\u00fcngesi: Bir problemi \u00e7\u00f6zerken model taraf\u0131ndan olu\u015fturulan ayr\u0131nt\u0131l\u0131 ad\u0131mlar, modelin mant\u0131ksal zincirini g\u00f6sterir.<\/li>\n\n\n\n<li>\u00d6rnek:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"290\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png\" alt=\"\" class=\"wp-image-689\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-300x115.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-18x7.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\"><\/span>2.3 Reddetme \u00f6rneklemesi: \u0130yi verilerin \"deneme yan\u0131lma\" y\u00f6ntemiyle filtrelenmesi<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reddetme \u00f6rneklemesi: Bir s\u0131navda taslak yaz\u0131p ard\u0131ndan do\u011fru cevab\u0131 kopyalamaya benzer \u015fekilde birden fazla aday cevab\u0131 olu\u015fturun ve iyi olanlar\u0131 saklay\u0131n.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A2Generation_of_distilled_data\"><\/span>\u2162.Dam\u0131t\u0131lm\u0131\u015f verilerin olu\u015fturulmas\u0131<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Bilgi dam\u0131tman\u0131n ilk ad\u0131m\u0131, k\u00fc\u00e7\u00fck modellerin \u00f6\u011frenmesi i\u00e7in y\u00fcksek kaliteli '\u00f6\u011fretim verileri' \u00fcretmektir.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_sources\"><\/span><strong>Veri kaynaklar\u0131<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>80% taraf\u0131ndan \u00fcretilen muhakeme verilerinden <a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-R1\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DeepSeek-R1<\/a><\/li>\n\n\n\n<li>DeepSeek-V3 genel g\u00f6rev verilerinden 20%.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Distillation_data_generation_process\"><\/span><strong>Distilasyon verisi olu\u015fturma s\u00fcreci<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Kural filtreleme<\/strong>: cevab\u0131n do\u011frulu\u011funu otomatik olarak kontrol eder (\u00f6rne\u011fin matematiksel cevab\u0131n form\u00fcle uygun olup olmad\u0131\u011f\u0131).<\/li>\n\n\n\n<li><strong>Okunabilirlik kontrol\u00fc<\/strong>: kar\u0131\u015f\u0131k dilleri (\u00f6rne\u011fin \u00c7ince ve \u0130ngilizce kar\u0131\u015f\u0131k) veya uzun paragraflar\u0131 ortadan kald\u0131r\u0131r.<\/li>\n\n\n\n<li><strong>\u015eablon g\u00fcd\u00fcml\u00fc \u00fcretim<\/strong>: DeepSeek-R1'in \u015fablona g\u00f6re \u00e7\u0131kar\u0131m y\u00f6r\u00fcngeleri \u00fcretmesini gerektirir.<\/li>\n\n\n\n<li><strong>Reddetme \u00f6rnekleme filtreleme<\/strong>:<\/li>\n\n\n\n<li><strong>Veri entegrasyonu<\/strong>: Sonunda yakla\u015f\u0131k 600.000 \u00e7\u0131kar\u0131m verisi ve yakla\u015f\u0131k 200.000 genel veri dahil olmak \u00fczere 800.000 y\u00fcksek kaliteli \u00f6rnek \u00fcretildi.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A3Distillation_process\"><\/span>\u2163.Dam\u0131tma i\u015flemi<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Teacher_and_student_roles\"><\/span>\u00d6\u011fretmen ve \u00f6\u011frenci rolleri:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u00d6\u011fretmen modeli olarak DeepSeek-R1;<\/li>\n\n\n\n<li>\u00d6\u011frenci modeli olarak Qwen serisi modeller.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_steps\"><\/span>E\u011fitim ad\u0131mlar\u0131:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0130lk olarak, veri giri\u015fi: 800.000 \u00f6rne\u011fin soru k\u0131sm\u0131n\u0131 Qwen modeline girmeniz ve ondan \u015fablona g\u00f6re eksiksiz bir \u00e7\u0131kar\u0131m y\u00f6r\u00fcngesi (d\u00fc\u015f\u00fcnme s\u00fcreci + cevap) olu\u015fturmas\u0131n\u0131 istemeniz gerekir. Bu \u00e7ok \u00f6nemli bir ad\u0131md\u0131r<\/p>\n\n\n\n<p>Ard\u0131ndan, kay\u0131p hesaplamas\u0131: \u00f6\u011frenci modeli taraf\u0131ndan \u00fcretilen \u00e7\u0131kt\u0131y\u0131 \u00f6\u011fretmen modelinin \u00e7\u0131kar\u0131m y\u00f6r\u00fcngesiyle kar\u015f\u0131la\u015ft\u0131r\u0131n ve metin dizisini denetimli ince ayar (SFT) yoluyla hizalay\u0131n. SFT'nin ne oldu\u011fundan emin de\u011filseniz, daha fazla bilgi edinmek i\u00e7in bu anahtar kelimeyi arayaca\u011f\u0131n\u0131z\u0131 umuyorum<\/p>\n\n\n\n<p>\u00d6\u011frencinin daha b\u00fcy\u00fck modeli i\u00e7in parametre g\u00fcncellemelerini tamamlay\u0131n: \u00d6\u011fretmen modelinin \u00e7\u0131kt\u0131s\u0131na yakla\u015fmak i\u00e7in Qwen modelinin parametrelerini geri yay\u0131l\u0131m yoluyla optimize edin.<\/p>\n\n\n\n<p>Bu e\u011fitim s\u00fcrecinin bir\u00e7ok kez tekrarlanmas\u0131 bilginin yeterince aktar\u0131lmas\u0131n\u0131 sa\u011flar. Bu, as\u0131l e\u011fitim hedefine ula\u015f\u0131lmas\u0131n\u0131 sa\u011flar. Bunu g\u00f6stermek i\u00e7in size bir \u00f6rnek verece\u011fiz ve anlayaca\u011f\u0131n\u0131z\u0131 umuyoruz<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A4_Example_demonstration\"><\/span>\u2164. \u00d6rnek g\u00f6sterim<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Makale, dam\u0131tma etkisini belirli bir denklem \u00e7\u00f6zme g\u00f6revi (denklem \u00e7\u00f6zme) arac\u0131l\u0131\u011f\u0131yla g\u00f6stermektedir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u00d6\u011fretmen modelinin standart \u00e7\u0131kt\u0131s\u0131:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"771\" height=\"328\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png\" alt=\"\" class=\"wp-image-690\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png 771w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-300x128.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-768x327.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-18x8.png 18w\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dam\u0131tmadan \u00f6nce Qwen-7B \u00e7\u0131kt\u0131s\u0131:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"766\" height=\"178\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png\" alt=\"\" class=\"wp-image-688\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png 766w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-300x70.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-18x4.png 18w\" sizes=\"auto, (max-width: 766px) 100vw, 766px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dam\u0131tmadan sonra Qwen-7B \u00e7\u0131kt\u0131s\u0131:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"260\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png\" alt=\"\" class=\"wp-image-687\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-300x103.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-18x6.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Optimize edilmi\u015f \u00e7\u00f6z\u00fcm: Yap\u0131land\u0131r\u0131lm\u0131\u015f bir \u00e7\u0131kar\u0131m s\u00fcreci olu\u015fturulur ve cevap \u00f6\u011fretmen modeliyle ayn\u0131d\u0131r.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A5_Summary\"><\/span>\u2165. \u00d6zet<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Bilgi dam\u0131tma yoluyla, DeepSeek-R1'in \u00e7\u0131kar\u0131m yetene\u011fi verimli bir \u015fekilde Qwen serisi k\u00fc\u00e7\u00fck modellere ta\u015f\u0131n\u0131r. Bu s\u00fcre\u00e7, \u015fablonla\u015ft\u0131r\u0131lm\u0131\u015f \u00e7\u0131kt\u0131 ve reddetme \u00f6rneklemesine odaklan\u0131r. Yap\u0131land\u0131r\u0131lm\u0131\u015f veri \u00fcretimi ve rafine e\u011fitim sayesinde, k\u00fc\u00e7\u00fck modeller kaynak k\u0131s\u0131tl\u0131 senaryolarda karma\u015f\u0131k \u00e7\u0131kar\u0131m g\u00f6revlerini de yerine getirebilir. Bu teknoloji, yapay zeka modellerinin hafif bir \u015fekilde konu\u015fland\u0131r\u0131lmas\u0131 i\u00e7in \u00f6nemli bir referans sa\u011flamaktad\u0131r.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u2160. Bilgi dam\u0131tma nedir? Bilgi dam\u0131tma, bilgiyi b\u00fcy\u00fck ve karma\u015f\u0131k bir modelden (\u00f6\u011fretmen modeli) k\u00fc\u00e7\u00fck bir modele (\u00f6\u011frenci modeli) aktarmak i\u00e7in kullan\u0131lan bir model s\u0131k\u0131\u015ft\u0131rma tekni\u011fidir. Temel ilke, \u00f6\u011fretmen modelinin \u00f6\u011frenci modeline sonu\u00e7lar\u0131 (olas\u0131l\u0131k da\u011f\u0131l\u0131mlar\u0131 veya \u00e7\u0131kar\u0131m s\u00fcre\u00e7leri gibi) tahmin ederek \u00f6\u011fretmesi ve...<\/p>","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-686","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/posts\/686","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/comments?post=686"}],"version-history":[{"count":2,"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/posts\/686\/revisions"}],"predecessor-version":[{"id":692,"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/posts\/686\/revisions\/692"}],"wp:attachment":[{"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/media?parent=686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/categories?post=686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/janusai.pro\/tr\/wp-json\/wp\/v2\/tags?post=686"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}