{"version":"1.0","provider_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","provider_url":"https:\/\/fatihsoysal.com\/blog","author_name":"Fatih Soysal","author_url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/","title":"Uzun Ba\u011flam Modelleme Neden Bu Kadar Zorlay\u0131c\u0131?","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"uVJk03p3J2\"><a href=\"https:\/\/fatihsoysal.com\/blog\/uzun-baglam-modelleme-neden-bu-kadar-zorlayici\/\">Uzun Ba\u011flam Modelleme Neden Bu Kadar Zorlay\u0131c\u0131?<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/fatihsoysal.com\/blog\/uzun-baglam-modelleme-neden-bu-kadar-zorlayici\/embed\/#?secret=uVJk03p3J2\" width=\"600\" height=\"338\" title=\"&#8220;Uzun Ba\u011flam Modelleme Neden Bu Kadar Zorlay\u0131c\u0131?&#8221; &#8212; Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" data-secret=\"uVJk03p3J2\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n<\/script>\n","description":"Yapay zeka modellerinin, \u00f6zellikle de b\u00fcy\u00fck dil modellerinin (LLM'ler) g\u00fcn\u00fcm\u00fczdeki y\u00fckseli\u015fi, uzun ve karma\u015f\u0131k metinleri anlama ve \u00fcretme kapasiteleriyle dikkat \u00e7ekiyor. Ancak bu modellerin kar\u015f\u0131la\u015ft\u0131\u011f\u0131 en b\u00fcy\u00fck zorluklardan biri, i\u015flemeleri gereken ba\u011flam\u0131n uzunlu\u011fu artt\u0131k\u00e7a ortaya \u00e7\u0131kan hesaplama maliyeti ve bellek t\u00fcketimi sorunlar\u0131d\u0131r. \u0130\u015fte tam da bu noktada, \"Sliding Window Attention\" (Kayd\u0131rmal\u0131 Pencere Dikkat Mekanizmas\u0131) devreye girerek, uzun ba\u011flaml\u0131 modellemede verimlili\u011fi art\u0131rmak i\u00e7in yenilik\u00e7i bir \u00e7\u00f6z\u00fcm sunuyor. Bu makalede, bu g\u00fc\u00e7l\u00fc tekni\u011fin ne oldu\u011funu, nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 ve ger\u00e7ek d\u00fcnya uygulamalar\u0131nda nas\u0131l bir fark yaratt\u0131\u011f\u0131n\u0131 ad\u0131m ad\u0131m ke\u015ffedece\u011fiz."}