{"id":4592,"date":"2024-11-18T22:44:35","date_gmt":"2024-11-18T19:44:35","guid":{"rendered":"https:\/\/marketing-byai.com\/?p=4592"},"modified":"2026-03-05T17:32:41","modified_gmt":"2026-03-05T17:32:41","slug":"beam-search","status":"publish","type":"post","link":"https:\/\/mahira.app\/ar\/beam-search\/","title":{"rendered":"\u0645\u0627 \u0647\u0648 Beam Search \u0648\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u061f!"},"content":{"rendered":"<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"4e9f845b-4989-49d3-b584-1adc57cf48f0\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<h3><strong>\u0645\u0627 \u0647\u0648 Beam Search\u061f<\/strong><\/h3>\n<p><strong>Beam Search<\/strong> \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062e\u0627\u0635\u0629 \u0641\u064a <strong>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629 (Sequence Models)<\/strong> \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635. \u062a\u064f\u0639\u062a\u0628\u0631 Beam Search \u062a\u062d\u0633\u064a\u0646\u064b\u0627 \u0639\u0644\u0649 Greedy Decoding\u060c \u062d\u064a\u062b \u062a\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u062d\u0633\u0628\u0627\u0646 <strong>\u0623\u0643\u062b\u0631 \u0645\u0646 \u062e\u064a\u0627\u0631<\/strong> \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629 \u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062a\u0633\u0644\u0633\u0644 \u0645\u062b\u0627\u0644\u064a.<\/p>\n<hr \/>\n<h3><strong>\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 Beam Search\u061f<\/strong><\/h3>\n<p>\u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0643\u0644\u0645\u0629 \u0623\u0648 \u0627\u0644\u0639\u0646\u0635\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629 (\u0643\u0645\u0627 \u0641\u064a Greedy Decoding)\u060c \u062a\u0642\u0648\u0645 Beam Search \u0628\u0640:<\/p>\n<ol>\n<li><strong>\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0645\u0643\u0646\u0629<\/strong> (\u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a) \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a.\n<ul>\n<li>\u062a\u0633\u0645\u0649 \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u0640 <strong>&#8220;\u0627\u0644\u062d\u0632\u0645\u0629&#8221; \u0623\u0648 &#8220;\u0627\u0644\u0634\u0639\u0627\u0639&#8221; (Beam)<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<li>\u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629:\n<ul>\n<li>\u064a\u062a\u0645 <strong>\u062d\u0633\u0627\u0628 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a<\/strong> \u0644\u062c\u0645\u064a\u0639 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0645\u0643\u0646\u0629.<\/li>\n<li>\u062a\u064f\u062e\u062a\u0627\u0631 \u0641\u0642\u0637 \u0623\u0641\u0636\u0644 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a (\u0648\u0641\u0642\u064b\u0627 \u0644\u062d\u062c\u0645 \u0627\u0644\u062d\u0632\u0645\u0629 \u0623\u0648 \u0627\u0644\u0640 Beam Width).<\/li>\n<\/ul>\n<\/li>\n<li>\u064a\u062a\u0645 \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062d\u062a\u0649 \u064a\u062a\u0645 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u062a\u0633\u0644\u0633\u0644 \u0623\u0648 \u0634\u0631\u0637 \u0627\u0644\u0625\u064a\u0642\u0627\u0641.<\/li>\n<\/ol>\n<hr \/>\n<h3><strong>\u0645\u0635\u0637\u0644\u062d\u0627\u062a Beam Search:<\/strong><\/h3>\n<ol>\n<li><strong>Beam Width (\u0639\u0631\u0636 \u0627\u0644\u0634\u0639\u0627\u0639):<\/strong>\n<ul>\n<li>\u0639\u062f\u062f \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a (\u0627\u0644\u0623\u0641\u0636\u0644) \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0647\u0627 \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629.<\/li>\n<li>Beam Width \u0623\u0643\u0628\u0631 \u064a\u0639\u0646\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0623\u0648\u0633\u0639 (\u0648\u0644\u0643\u0646 \u0645\u0639 \u062a\u0643\u0644\u0641\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0623\u0639\u0644\u0649).<\/li>\n<\/ul>\n<\/li>\n<li><strong>Score (\u0627\u0644\u062f\u0631\u062c\u0629):<\/strong>\n<ul>\n<li>\u064a\u062a\u0645 \u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0629 \u0644\u0643\u0644 \u0645\u0633\u0627\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0639\u0628\u0631 \u062c\u0645\u064a\u0639 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Pruning (\u0627\u0644\u062a\u0642\u0644\u064a\u0645):<\/strong>\n<ul>\n<li>\u064a\u062a\u0645 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0642\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u064b\u0627\u060c \u0648\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0641\u0642\u0637 \u0628\u0627\u0644\u0623\u0641\u0636\u0644.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h3><strong>\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a:<\/strong><\/h3>\n<h4><strong>\u0627\u0644\u0645\u0634\u0643\u0644\u0629: \u062a\u0631\u062c\u0645\u0629 \u062c\u0645\u0644\u0629<\/strong><\/h4>\n<ul>\n<li>\u062c\u0645\u0644\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644: &#8220;I am happy.&#8221;<\/li>\n<li><strong>\u062e\u0637\u0648\u0627\u062a Beam Search<\/strong>:\n<ol>\n<li><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 (\u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0648\u0644 \u0643\u0644\u0645\u0629):<\/strong>\n<ul>\n<li>\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c: &#8220;Je (0.6)&#8221;\u060c &#8220;Moi (0.3)&#8221;\u060c &#8220;Nous (0.1)&#8221;<\/li>\n<li>\u064a\u062a\u0645 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0623\u0641\u0636\u0644 2 \u062e\u064a\u0627\u0631\u0627\u062a (\u0625\u0630\u0627 \u0643\u0627\u0646 Beam Width = 2): &#8220;Je&#8221; \u0648 &#8220;Moi&#8221;.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 (\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0643\u0644\u0645\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0644\u0643\u0644 \u062e\u064a\u0627\u0631):<\/strong>\n<ul>\n<li>&#8220;Je&#8221; \u2192 &#8220;suis (0.7)&#8221;\u060c &#8220;vais (0.2)&#8221;<\/li>\n<li>&#8220;Moi&#8221; \u2192 &#8220;suis (0.5)&#8221;\u060c &#8220;vais (0.4)&#8221;<\/li>\n<li>\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a:\n<ul>\n<li>&#8220;Je suis (0.6 \u00d7 0.7 = 0.42)&#8221;<\/li>\n<li>&#8220;Moi suis (0.3 \u00d7 0.5 = 0.15)&#8221;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629:<\/strong> \u062a\u0633\u062a\u0645\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062d\u062a\u0649 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u062c\u0645\u0644\u0629.<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<hr \/>\n<h3><strong>\u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Beam Search \u0648Greedy Decoding:<\/strong><\/h3>\n<table>\n<thead>\n<tr>\n<th><strong>\u0627\u0644\u0645\u064a\u0632\u0629<\/strong><\/th>\n<th><strong>Greedy Decoding<\/strong><\/th>\n<th><strong>Beam Search<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0639\u062f\u062f \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a<\/strong><\/td>\n<td>\u0645\u0633\u0627\u0631 \u0648\u0627\u062d\u062f \u0641\u0642\u0637 (\u0623\u0643\u062b\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u064b\u0627 \u0644\u062d\u0638\u064a\u064b\u0627)<\/td>\n<td>\u0645\u0633\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 (\u0623\u0641\u0636\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629)<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062f\u0642\u0629<\/strong><\/td>\n<td>\u0623\u0642\u0644 \u062f\u0642\u0629 (\u0642\u062f \u064a\u0641\u0648\u062a \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644)<\/td>\n<td>\u0623\u0639\u0644\u0649 \u062f\u0642\u0629 (\u064a\u0633\u062a\u0643\u0634\u0641 \u062e\u064a\u0627\u0631\u0627\u062a \u0623\u0643\u062b\u0631)<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u0633\u0631\u0639\u0629<\/strong><\/td>\n<td>\u0623\u0633\u0631\u0639<\/td>\n<td>\u0623\u0628\u0637\u0623 (\u0628\u0633\u0628\u0628 \u062d\u0633\u0627\u0628 \u0645\u0633\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629)<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062a\u0646\u0648\u0639<\/strong><\/td>\n<td>\u0623\u0642\u0644 \u062a\u0646\u0648\u0639<\/td>\n<td>\u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u064b\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3><strong>\u0645\u0632\u0627\u064a\u0627 Beam Search:<\/strong><\/h3>\n<ol>\n<li><strong>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062f\u0642\u0629:<\/strong> \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062e\u064a\u0627\u0631\u0627\u062a \u0623\u0643\u062b\u0631\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062a\u0633\u0644\u0633\u0644 \u0645\u062b\u0627\u0644\u064a.<\/li>\n<li><strong>\u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629:<\/strong> \u064a\u0645\u0643\u0646 \u062a\u0639\u062f\u064a\u0644 Beam Width \u062d\u0633\u0628 \u0627\u0644\u062d\u0627\u062c\u0629.<\/li>\n<li><strong>\u0623\u0641\u0636\u0644 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629:<\/strong> \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0637\u0648\u064a\u0644\u0629.<\/li>\n<\/ol>\n<hr \/>\n<h3><strong>\u0639\u064a\u0648\u0628 Beam Search:<\/strong><\/h3>\n<ol>\n<li><strong>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629:<\/strong> \u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0632\u064a\u0627\u062f\u0629 Beam Width.<\/li>\n<li><strong>\u0642\u062f \u0644\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062b\u0644:<\/strong> \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0644\u0649 Beam Width\u060c \u0648\u0642\u062f \u064a\u062e\u0637\u0626 \u0641\u064a \u062a\u0633\u0644\u0633\u0644 \u0646\u0627\u062f\u0631 \u0644\u0643\u0646\u0647 \u0623\u0641\u0636\u0644.<\/li>\n<\/ol>\n<hr \/>\n<h3><strong>\u0628\u062f\u0627\u0626\u0644 Beam Search:<\/strong><\/h3>\n<ol>\n<li><strong>Sampling Decoding:<\/strong> \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0643\u0644\u0645\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u064b\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a.<\/li>\n<li><strong>Diverse Beam Search:<\/strong> \u062a\u062d\u0633\u064a\u0646 \u062a\u0646\u0648\u0639 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0646 Beam Search.<\/li>\n<li><strong>Top-k Sampling:<\/strong> \u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0639\u0644\u0649 k \u062e\u064a\u0627\u0631\u0627\u062a \u0641\u0642\u0637 \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629.<\/li>\n<\/ol>\n<hr \/>\n<h3><strong>\u0623\u0647\u0645 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 (Machine Translation):<\/strong> \u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0641\u0636\u0644 \u062a\u0631\u062c\u0645\u0629 \u0645\u062d\u062a\u0645\u0644\u0629.<\/li>\n<li><strong>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 (Text Generation):<\/strong> \u0645\u062b\u0644 \u0643\u062a\u0627\u0628\u0629 \u062c\u0645\u0644 \u0637\u0648\u064a\u0644\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u062a (Speech Recognition):<\/strong> \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0646\u0637\u0648\u0642\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0622\u0644\u064a (Summarization):<\/strong> \u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u062e\u0635\u0627\u062a \u062f\u0642\u064a\u0642\u0629.<\/li>\n<\/ul>\n<hr \/>\n<h3><strong>\u0627\u0644\u062e\u0644\u0627\u0635\u0629:<\/strong><\/h3>\n<p>Beam Search \u0637\u0631\u064a\u0642\u0629 \u0641\u0639\u0627\u0644\u0629 \u0648\u0645\u062b\u0644\u0649 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u062a\u0646\u062a\u062c\u0647\u0627 \u0646\u0645\u0627\u0630\u062c Sequence Models. \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u0633\u0627\u0631 \u0648\u0627\u062d\u062f \u0641\u0642\u0637\u060c \u0645\u0645\u0627 \u064a\u064f\u0639\u0632\u0632 \u062f\u0642\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u064a\u064f\u0642\u062f\u0645 \u062d\u0644\u0648\u0644\u064b\u0627 \u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u064b\u0627 \u0648\u0648\u0627\u0642\u0639\u064a\u0629.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0627 \u0647\u0648 Beam Search\u061f Beam Search \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062e\u0627\u0635\u0629 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629 (Sequence Models) \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635. \u062a\u064f\u0639\u062a\u0628\u0631 Beam Search \u062a\u062d\u0633\u064a\u0646\u064b\u0627 \u0639\u0644\u0649 Greedy Decoding\u060c \u062d\u064a\u062b \u062a\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u062d\u0633\u0628\u0627\u0646 \u0623\u0643\u062b\u0631 \u0645\u0646 \u062e\u064a\u0627\u0631 \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629 \u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062a\u0633\u0644\u0633\u0644 \u0645\u062b\u0627\u0644\u064a. \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 Beam Search\u061f \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0643\u0644\u0645\u0629 \u0623\u0648 \u0627\u0644\u0639\u0646\u0635\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629 (\u0643\u0645\u0627 \u0641\u064a Greedy Decoding)\u060c \u062a\u0642\u0648\u0645 Beam Search \u0628\u0640: \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0645\u0643\u0646\u0629 (\u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a) \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a. \u062a\u0633\u0645\u0649 \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u0640 &#8220;\u0627\u0644\u062d\u0632\u0645\u0629&#8221; \u0623\u0648 &#8220;\u0627\u0644\u0634\u0639\u0627\u0639&#8221; (Beam). \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629: \u064a\u062a\u0645 \u062d\u0633\u0627\u0628 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0644\u062c\u0645\u064a\u0639 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0645\u0643\u0646\u0629. \u062a\u064f\u062e\u062a\u0627\u0631 \u0641\u0642\u0637 \u0623\u0641\u0636\u0644 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a (\u0648\u0641\u0642\u064b\u0627 \u0644\u062d\u062c\u0645 \u0627\u0644\u062d\u0632\u0645\u0629 \u0623\u0648 \u0627\u0644\u0640 Beam Width). \u064a\u062a\u0645 \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062d\u062a\u0649 \u064a\u062a\u0645 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u062a\u0633\u0644\u0633\u0644 \u0623\u0648 \u0634\u0631\u0637 \u0627\u0644\u0625\u064a\u0642\u0627\u0641. \u0645\u0635\u0637\u0644\u062d\u0627\u062a Beam Search: Beam Width (\u0639\u0631\u0636 \u0627\u0644\u0634\u0639\u0627\u0639): \u0639\u062f\u062f \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a (\u0627\u0644\u0623\u0641\u0636\u0644) \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0647\u0627 \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629. Beam Width \u0623\u0643\u0628\u0631 \u064a\u0639\u0646\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0623\u0648\u0633\u0639 (\u0648\u0644\u0643\u0646 \u0645\u0639 \u062a\u0643\u0644\u0641\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0623\u0639\u0644\u0649). Score (\u0627\u0644\u062f\u0631\u062c\u0629): \u064a\u062a\u0645 \u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0629 \u0644\u0643\u0644 \u0645\u0633\u0627\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0639\u0628\u0631 \u062c\u0645\u064a\u0639 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629. Pruning (\u0627\u0644\u062a\u0642\u0644\u064a\u0645): \u064a\u062a\u0645 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0642\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u064b\u0627\u060c \u0648\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0641\u0642\u0637 \u0628\u0627\u0644\u0623\u0641\u0636\u0644. \u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a: \u0627\u0644\u0645\u0634\u0643\u0644\u0629: \u062a\u0631\u062c\u0645\u0629 \u062c\u0645\u0644\u0629 \u062c\u0645\u0644\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644: &#8220;I am happy.&#8221; \u062e\u0637\u0648\u0627\u062a Beam Search: \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 (\u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0648\u0644 \u0643\u0644\u0645\u0629): \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c: &#8220;Je (0.6)&#8221;\u060c &#8220;Moi (0.3)&#8221;\u060c &#8220;Nous (0.1)&#8221; \u064a\u062a\u0645 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0623\u0641\u0636\u0644 2 \u062e\u064a\u0627\u0631\u0627\u062a (\u0625\u0630\u0627 \u0643\u0627\u0646 Beam Width = 2): &#8220;Je&#8221; \u0648 &#8220;Moi&#8221;. \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 (\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0643\u0644\u0645\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0644\u0643\u0644 \u062e\u064a\u0627\u0631): &#8220;Je&#8221; \u2192 &#8220;suis (0.7)&#8221;\u060c &#8220;vais (0.2)&#8221; &#8220;Moi&#8221; \u2192 &#8220;suis (0.5)&#8221;\u060c &#8220;vais (0.4)&#8221; \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a: &#8220;Je suis (0.6 \u00d7 0.7 = 0.42)&#8221; &#8220;Moi suis (0.3 \u00d7 0.5 = 0.15)&#8221; \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629: \u062a\u0633\u062a\u0645\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062d\u062a\u0649 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u062c\u0645\u0644\u0629. &nbsp; \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Beam Search \u0648Greedy Decoding: \u0627\u0644\u0645\u064a\u0632\u0629 Greedy Decoding Beam Search \u0639\u062f\u062f \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0645\u0633\u0627\u0631 \u0648\u0627\u062d\u062f \u0641\u0642\u0637 (\u0623\u0643\u062b\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u064b\u0627 \u0644\u062d\u0638\u064a\u064b\u0627) \u0645\u0633\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 (\u0623\u0641\u0636\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629) \u0627\u0644\u062f\u0642\u0629 \u0623\u0642\u0644 \u062f\u0642\u0629 (\u0642\u062f \u064a\u0641\u0648\u062a \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644) \u0623\u0639\u0644\u0649 \u062f\u0642\u0629 (\u064a\u0633\u062a\u0643\u0634\u0641 \u062e\u064a\u0627\u0631\u0627\u062a \u0623\u0643\u062b\u0631) \u0627\u0644\u0633\u0631\u0639\u0629 \u0623\u0633\u0631\u0639 \u0623\u0628\u0637\u0623 (\u0628\u0633\u0628\u0628 \u062d\u0633\u0627\u0628 \u0645\u0633\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629) \u0627\u0644\u062a\u0646\u0648\u0639 \u0623\u0642\u0644 \u062a\u0646\u0648\u0639 \u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u064b\u0627 \u0645\u0632\u0627\u064a\u0627 Beam Search: \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062f\u0642\u0629: \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062e\u064a\u0627\u0631\u0627\u062a \u0623\u0643\u062b\u0631\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062a\u0633\u0644\u0633\u0644 \u0645\u062b\u0627\u0644\u064a. \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629: \u064a\u0645\u0643\u0646 \u062a\u0639\u062f\u064a\u0644 Beam Width \u062d\u0633\u0628 \u0627\u0644\u062d\u0627\u062c\u0629. \u0623\u0641\u0636\u0644 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629: \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0637\u0648\u064a\u0644\u0629. \u0639\u064a\u0648\u0628 Beam Search: \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629: \u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0632\u064a\u0627\u062f\u0629 Beam Width. \u0642\u062f \u0644\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062b\u0644: \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0644\u0649 Beam Width\u060c \u0648\u0642\u062f \u064a\u062e\u0637\u0626 \u0641\u064a \u062a\u0633\u0644\u0633\u0644 \u0646\u0627\u062f\u0631 \u0644\u0643\u0646\u0647 \u0623\u0641\u0636\u0644. \u0628\u062f\u0627\u0626\u0644 Beam Search: Sampling Decoding: \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0643\u0644\u0645\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u064b\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a. Diverse Beam Search: \u062a\u062d\u0633\u064a\u0646 \u062a\u0646\u0648\u0639 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0646 Beam Search. Top-k Sampling: \u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0639\u0644\u0649 k \u062e\u064a\u0627\u0631\u0627\u062a \u0641\u0642\u0637 \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629. \u0623\u0647\u0645 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a: \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 (Machine Translation): \u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0641\u0636\u0644 \u062a\u0631\u062c\u0645\u0629 \u0645\u062d\u062a\u0645\u0644\u0629. \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 (Text Generation): \u0645\u062b\u0644 \u0643\u062a\u0627\u0628\u0629 \u062c\u0645\u0644 \u0637\u0648\u064a\u0644\u0629. \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u062a (Speech Recognition): \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0646\u0637\u0648\u0642\u0629. \u0627\u0644\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0622\u0644\u064a (Summarization): \u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u062e\u0635\u0627\u062a \u062f\u0642\u064a\u0642\u0629. \u0627\u0644\u062e\u0644\u0627\u0635\u0629: Beam Search \u0637\u0631\u064a\u0642\u0629 \u0641\u0639\u0627\u0644\u0629 \u0648\u0645\u062b\u0644\u0649 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u062a\u0646\u062a\u062c\u0647\u0627 \u0646\u0645\u0627\u0630\u062c Sequence Models. \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u0633\u0627\u0631 \u0648\u0627\u062d\u062f \u0641\u0642\u0637\u060c \u0645\u0645\u0627 \u064a\u064f\u0639\u0632\u0632 \u062f\u0642\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u064a\u064f\u0642\u062f\u0645 \u062d\u0644\u0648\u0644\u064b\u0627 \u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u064b\u0627 \u0648\u0648\u0627\u0642\u0639\u064a\u0629.<\/p>\n","protected":false},"author":4,"featured_media":4593,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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