\u0645\u0646\u0627\u0642\u0634\u0629 \u0623\u0637\u0631\u0648\u062d\u0629 \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u064a \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a – \u0642\u0633\u0645 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628<\/p>\n
\u0628\u0639\u0646\u0648\u0627\u0646<\/p>\n
Intelligent Textual Plagiarism Detection Model<\/strong><\/p>\n <\/p>\n \u0627\u0633\u062a\u0645\u0631\u0627\u0631\u0627 \u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u0648\u0628\u0645\u062a\u0627\u0628\u0639\u0629 \u0648\u062d\u0636\u0648\u0631 \u0627\u0644\u0633\u064a\u062f\u0629 \u0639\u0645\u064a\u062f \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0636\u062d\u0649 \u0628\u0634\u064a\u0631 \u0639\u0628\u062f \u0627\u0644\u0644\u0647 \u0627\u0644\u0645\u062d\u062a\u0631\u0645\u0629 <\/strong><\/p>\n \u0646\u0648\u0642\u0634\u062a \u0641\u064a \u0642\u0627\u0639\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0628\u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0645\u0648\u0635\u0644 \u064a\u0648\u0645 \u0627\u0644\u0627\u062d\u062f 14 \u2013 5 – 2023<\/p>\n \u0627\u0637\u0631\u0648\u062d\u0629 \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0644\u0644\u0637\u0627\u0644\u0628 \u0623\u064a\u0648\u0628 \u0639\u0644\u064a \u0645\u062d\u0645\u062f \u0633\u0639\u064a\u062f \u0648\u0628\u0625\u0634\u0631\u0627\u0641 \u0623.\u0645.\u062f. \u0627\u0644\u0627\u0621 \u064a\u0627\u0633\u064a\u0646 \u0637\u0647<\/p>\n \u062a\u0646\u0627\u0648\u0644\u062a \u0627\u0644\u0627\u0637\u0631\u0648\u062d\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645 \u0628\u0647\u0627 \u0627\u0644\u0637\u0627\u0644\u0628<\/p>\n \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0648 \u0627\u0644\u0633\u0631\u0642\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0631\u0641 \u0628\u0627\u0646\u0647\u0627 \u062a\u0642\u062f\u064a\u0645 \u0623\u0639\u0645\u0627\u0644 \u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u062e\u0631\u064a\u0646 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u0623\u0639\u0645\u0627\u0644 \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0628\u0627\u062d\u062b \u0627\u0644\u062d\u0627\u0644\u064a \u062f\u0648\u0646 \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u0649 \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0623\u0635\u0644\u064a \u0644\u0647\u0630\u0647 \u0627\u0644\u0627\u0639\u0645\u0627\u0644. \u0627\u0646 \u0627\u0647\u0645\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0632\u062f\u0627\u062f\u062a \u0641\u064a \u0627\u0644\u0622\u0648\u0646\u0629 \u0627\u0644\u0627\u062e\u064a\u0631\u0629 \u0644\u0623\u0646 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0623\u0635\u0628\u062d \u062c\u0632\u0621\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0645\u0646 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629.<\/p>\n \u062a\u0645 \u0627\u0644\u062a\u0637\u0631\u0642 \u0627\u0644\u0649 \u0643\u062b\u064a\u0631 \u0645\u0646 \u0623\u0635\u0646\u0627\u0641 \u0648\u0637\u0631\u0627\u0626\u0642 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0648\u0643\u0630\u0644\u0643 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0648\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644.<\/p>\n \u0627\u0642\u062a\u0631\u062d\u062a \u0647\u0630\u0647 \u0627\u0644\u0623\u0637\u0631\u0648\u062d\u0629 \u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u0646\u0635\u064a.<\/p>\n \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644 \u064a\u0633\u0645\u0649 “\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u0646\u0635\u064a” \u0648\u0627\u0644\u0630\u064a \u064a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0645\u0631\u062d\u0644\u062a\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u062a\u064a\u0646: \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0639\u0646\u0642\u062f\u0629 Mini Batch Kmeans \u0623\u0648 \u062a\u0642\u0646\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0648\u064a\u0628 web scrape \u0644\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0635\u062f\u0631 \u0630\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0647. \u062a\u0628\u062f\u0623 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0628\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0648\u062a\u062c\u0632\u0626\u0629 \u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0642\u064a\u062f \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0635\u062f\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)\u060c \u062b\u0645 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0631\u0628\u0639\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0642\u062a\u0631\u062d\u0629. \u0627\u0644\u0623\u0648\u0644\u0649 \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0643\u0634\u0641 \u0627\u0644\u0633\u0631\u0642\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 (EPD) \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u062f\u0642\u064a\u0642 (\u0627\u0644\u0646\u0633\u062e \u0648\u0627\u0644\u0644\u0635\u0642)\u060c \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u0645\u0639\u062c\u0645\u064a (LPD) \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u062c\u0645\u064a\u0629 \u0641\u064a \u0646\u0635 \u0627\u0644\u0645\u0635\u062f\u0631 \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u062f\u0644\u0627\u0644\u064a (SPD) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c (USE) \u0627\u0644\u0645\u062f\u0631\u0628 \u0645\u0633\u0628\u0642\u064b\u0627 \u0627\u0644\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (DL). \u0623\u062e\u064a\u0631\u064b\u0627\u060c \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u0645\u0639\u062c\u0645\u064a-\u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 (MLSPD) \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u062c\u0645\u064a\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629.<\/p>\n \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062b\u0627\u0646\u064a \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u064a\u0633\u0645\u0649 “\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0648\u0632\u0646” \u0648\u0627\u0644\u0630\u064a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0645\u062e\u0635\u0635 \u0644\u0643\u0644 \u0645\u0642\u0637\u0639 \u0646\u0635\u064a \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0642\u064a\u062f \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631. \u0643\u0645\u0627 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644 \u064a\u062a\u0636\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u064a\u0636\u0627 \u0623\u0631\u0628\u0639 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0642\u062a\u0631\u062d\u0629. \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0643\u0634\u0641 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u0645\u0639\u062c\u0645\u064a \u0628\u0646\u0641\u0633 \u0627\u0644\u0627\u0648\u0632\u0627\u0646 (SWLPD) \u060c \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0643\u0634\u0641 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0628\u0646\u0641\u0633 \u0627\u0644\u0627\u0648\u0632\u0627\u0646 (SWSPD) \u060c \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0643\u0634\u0641 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u0645\u0639\u062c\u0645\u064a \u0628\u0623\u0648\u0632\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u0629 (VWLPD) \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0628\u0623\u0648\u0632\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u0629 (VWSPD). \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u0646\u062a\u062d\u0627\u0644 \u0641\u064a \u062d\u0627\u0644\u062a\u064a\u0646\u060c \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0642\u064a\u0645 \u0627\u0644\u0627\u0648\u0632\u0627\u0646 \u0647\u064a \u0646\u0641\u0633\u0647\u0627 \u0644\u062c\u0645\u064a\u0639 \u0623\u0642\u0633\u0627\u0645 \u0627\u0644\u0646\u0635 \u0642\u064a\u062f \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0623\u0648 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0644\u0647\u0627 \u0642\u064a\u0645 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n \u0628\u0639\u062f \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0639\u0644\u0649 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646\u060c \u0633\u062c\u0644\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 MLSPD \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u0639\u0627\u0645\u0644 (\u0623\u0648) \u0623\u0639\u0644\u0649 \u0646\u0633\u0628\u0629 \u062f\u0642\u0629 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0628\u0646\u0633\u0628\u0629 30.3\u066a \u0628\u064a\u0646\u0645\u0627 \u062d\u0635\u0644\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 EPD \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0643\u0641\u0627\u0621\u0629 \u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0645\u0639\u062f\u0644 \u0648\u0642\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630.<\/p>\n <\/p>\n \u062a\u0637\u0631\u0642\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0633\u0644\u0648\u0628<\/p>\n \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0639\u0646\u0642\u062f\u0629 Minibatch Kmeans \u0644\u062a\u0642\u0633\u064a\u0645 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0649 \u0645\u062c\u0627\u0645\u064a\u0639 \u0648\u0643\u0630\u0644\u0643 \u062a\u0642\u0646\u064a\u0627\u062a Web scrape \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u0646 \u0627\u0644\u0648\u064a\u0628.<\/p>\n \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 NLP \u0644\u0623\u062c\u0631\u0627\u0621 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0646\u0635\u0648\u0635. \u0637\u0631\u064a\u0642\u0629 k-gram \u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u0635\u0648\u0635 . \u062a\u0642\u0646\u064a\u0627\u062a TF-IDF \u0648 USE \u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648 \u0643\u0630\u0644\u0643 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 cosine \u00a0\u0648 \u0642\u064a\u0645\u0629 \u0627\u0644\u0628\u0633\u0637 \u0641\u064a \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 Jaccard \u0644\u0625\u064a\u062c\u0627\u062f \u0646\u0633\u0628\u0629 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0628\u064a\u0646 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\u0627\u0644\u062f\u064a\u0646 \u0645\u062c\u064a\u062f \u0639\u0636\u0648\u0627\u064e<\/p>\n \u0627.\u0645.\u062f. \u063a\u064a\u062f\u0627\u0621 \u0639\u0628\u062f \u0627\u0644\u0639\u0632\u064a\u0632 \u0645\u062c\u064a\u062f \u200b\u0639\u0636\u0648\u0627\u064e<\/p>\n \u0627.\u0645.\u062f. \u200b\u0645\u064a\u0648\u0627\u0646 \u0628\u0647\u062c\u062a \u0639\u0628\u062f \u0627\u0644\u0631\u0632\u0627\u0642 \u0639\u0636\u0648\u0627\u064e<\/p>\n \u0627.\u0645.\u062f. \u0627\u0644\u0627\u0621 \u064a\u0627\u0633\u064a\u0646 \u0637\u0647 \u0639\u0636\u0648\u0627\u064e \u0648\u0645\u0634\u0631\u0641\u0627<\/p>\n","protected":false},"excerpt":{"rendered":" \u0645\u0646\u0627\u0642\u0634\u0629 \u0623\u0637\u0631\u0648\u062d\u0629 \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u064a \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a – \u0642\u0633\u0645 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