{"id":2593,"date":"2025-08-02T19:57:11","date_gmt":"2025-08-02T19:57:11","guid":{"rendered":"https:\/\/www.uaefuture.org\/?p=2593"},"modified":"2025-08-02T19:57:11","modified_gmt":"2025-08-02T19:57:11","slug":"%d9%86%d9%85%d9%88%d8%b0%d8%ac-%d8%b1%d8%a4%d9%8a%d8%a9-%d8%ac%d8%af%d9%8a%d8%af-%d9%85%d9%86-cohere-%d9%8a%d8%b9%d9%85%d9%84-%d8%b9%d9%84%d9%89-%d9%88%d8%ad%d8%af%d8%a7%d8%aa-%d9%85%d8%b9%d8%a7%d9%84","status":"publish","type":"post","link":"https:\/\/www.uaefuture.org\/?p=2593","title":{"rendered":"\u0646\u0645\u0648\u0630\u062c \u0631\u0624\u064a\u0629 \u062c\u062f\u064a\u062f \u0645\u0646 Cohere \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u060c \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 VLMS \u0645\u0646 \u0627\u0644\u062f\u0631\u062c\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0635\u0631\u064a\u0629"},"content":{"rendered":" \r\n
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\n<\/div>

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\u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646\u0647 \u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 Command A \u060c \u0641\u0625\u0646 Command A \u062a\u062a\u0637\u0644\u0628 \u0631\u0624\u064a\u0629 \u0627\u062b\u0646\u064a\u0646 \u0623\u0648 \u0623\u0642\u0644 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u060c \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u062b\u0644 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0646\u0635. \u064a\u062d\u062a\u0641\u0638 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0631\u0624\u064a\u0629 \u0623\u064a\u0636\u064b\u0627 \u0628\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0646\u0635 \u0639\u0644\u0649 \u0627\u0644\u0623\u0645\u0631 A \u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u064a\u0641\u0647\u0645 \u0645\u0627 \u0644\u0627 \u064a\u0642\u0644 \u0639\u0646 23 \u0644\u063a\u0629. \u0642\u0627\u0644 Cohere \u0625\u0646\u0647 \u060c \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u062e\u0631\u0649 \u060c \u0641\u0625\u0646 \u0627\u0644\u0631\u0624\u064a\u0629 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0644\u0643\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u064a\u062a\u0645 \u062a\u062d\u0633\u064a\u0646\u0647\u0627 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0644\u0644\u0634\u0631\u0643\u0627\u062a. <\/p>\n\n\n\n

\u0643\u064a\u0641 \u062a\u062a\u0645\u062b\u0644 \u0641\u064a \u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0623\u0645\u0631 \u0623<\/h2>\n\n\n\n

\u0642\u0627\u0644 Cohere \u0625\u0646\u0647 \u064a\u062a\u0628\u0639 \u0623 LLAVA \u0627\u0644\u0639\u0645\u0627\u0631\u0629<\/a> \u0644\u0628\u0646\u0627\u0621 \u0623\u0645\u0631\u0647\u0627 A Fashions \u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0631\u0626\u064a. \u062a\u062d\u0648\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0625\u0644\u0649 \u0631\u0645\u0648\u0632 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0646\u0627\u0639\u0645\u0629 \u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0625\u0644\u0649 \u0628\u0644\u0627\u0637\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. <\/p>\n\n\n\n

\u0648\u0642\u0627\u0644\u062a \u0627\u0644\u0634\u0631\u0643\u0629 \u0625\u0646 \u0647\u0630\u0647 \u0627\u0644\u0628\u0644\u0627\u0637 \u064a\u062a\u0645 \u062a\u0645\u0631\u064a\u0631\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u0628\u0631\u062c \u0627\u0644\u0646\u0635 \u060c “\u0645\u0639\u0644\u0645\u0627\u062a \u0643\u062b\u064a\u0641\u0629 \u060c 111 \u0628. “\u0628\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u060c \u062a\u0633\u062a\u0647\u0644\u0643 \u0635\u0648\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 3328 \u0631\u0645\u0632\u064b\u0627.”<\/p>\n\n\n\n

\u0642\u0627\u0644 \u0643\u0648\u064a\u062f\u0644 \u0625\u0646\u0647 \u0642\u0627\u0645 \u0628\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u0635\u0631\u064a \u0641\u064a \u062b\u0644\u0627\u062b \u0645\u0631\u0627\u062d\u0644: \u0645\u062d\u0627\u0630\u0627\u0629 \u0644\u063a\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u060c \u0648\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 (SFT) \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629 (RLHF).<\/p>\n\n\n\n

\u0648\u0642\u0627\u0644\u062a \u0627\u0644\u0634\u0631\u0643\u0629: “\u064a\u062a\u064a\u062d \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u062a\u0639\u064a\u064a\u0646 \u0645\u064a\u0632\u0627\u062a \u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0645\u0633\u0627\u062d\u0629 \u062a\u0636\u0645\u064a\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629”. “\u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u064a\u0636 \u0645\u0646 \u0630\u0644\u0643 \u060c \u062e\u0644\u0627\u0644 \u0645\u0631\u062d\u0644\u0629 SFT \u060c \u0642\u0645\u0646\u0627 \u0628\u062a\u062f\u0631\u064a\u0628 \u0645\u0634\u0641\u0631 \u0627\u0644\u0631\u0624\u064a\u0629 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f \u060c \u0648\u0645\u062d\u0648\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0645\u062a\u0627\u0628\u0639\u0629 \u0644\u0644\u062a\u0639\u0644\u064a\u0645.”<\/p>\n\n\n\n

\u062a\u0635\u0648\u0631 \u0627\u0644\u0645\u0624\u0633\u0633\u0629 AI <\/h2>\n\n\n\n

\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0623\u0646 \u0627\u0644\u0631\u0624\u064a\u0629 \u062a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0623\u062e\u0631\u0649 \u0630\u0627\u062a \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0645\u0631\u0626\u064a\u0629 \u0645\u0645\u0627\u062b\u0644\u0629. <\/p>\n\n\n\n

COLELE COMPET Command \u0631\u0624\u064a\u0629 \u0636\u062f Openai<\/a>GPT 4.1 \u060c \u0645\u064a\u062a\u0627<\/a>\u0644\u0627\u0645\u0627 4 \u0645\u0627\u0641\u0631\u064a\u0643 \u060c \u062e\u0637\u0623<\/a>'s pixtral \u0643\u0628\u064a\u0631\u0629 \u0648\u0633\u0648\u0621 \u0627\u0644\u062e\u0627\u0637\u0626 3 \u0641\u064a \u062a\u0633\u0639\u0629 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629. \u0644\u0645 \u062a\u0630\u0643\u0631 \u0627\u0644\u0634\u0631\u0643\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0642\u062f \u0627\u062e\u062a\u0628\u0631\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0636\u062f Mistral \u0627\u0644\u0630\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 API \u060c Mistral OCR<\/a>. <\/p>\n\n\n\n

\n

\u0625\u0646\u0647 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u0646 \u0631\u0624\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0644\u0645\u0624\u0633\u0633\u062a\u0643 \u0628\u0634\u0643\u0644 \u0622\u0645\u0646 \u060c \u0648\u0625\u0644\u063a\u0627\u0621 \u062a\u0623\u0633\u064a\u0633 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0634\u0627\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u0637\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u060c \u0648\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u060c \u0648 PDF \u060c \u0648\u0627\u0644\u0635\u0648\u0631. pic.twitter.com\/ihznuwekrk<\/a><\/p>– Cohere (@coery) 31 \u064a\u0648\u0644\u064a\u0648 2025<\/a><\/blockquote>\n<\/div><\/figure>\n\n\n\n

\u062a\u062a\u0641\u0648\u0642\u062a \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u062b\u0644 Chartqa \u0648 Ocrbench \u0648 AI2D \u0648 TextVQA. \u0628\u0634\u0643\u0644 \u0639\u0627\u0645 \u060c \u0628\u0644\u063a\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u062f\u0631\u062c\u0629 83.1 \u066a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 GPT 4.1's 78.6 \u066a \u060c \u0648 Llama 4 Maverick's 80.5 \u066a \u0648 78.3 \u066a \u0645\u0646 Mistral Medium 3. <\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u0645\u0639\u0638\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0647\u0630\u0647 \u0627\u0644\u0623\u064a\u0627\u0645 \u0647\u064a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0646\u0634\u0626 \u0623\u0648 \u0641\u0647\u0645 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u0648\u0645\u0639 \u0630\u0644\u0643 \u060c \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0639\u0645\u0648\u0645\u064b\u0627 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0648 PDFs \u060c \u0644\u0630\u0644\u0643 \u0641\u0625\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0647\u064a\u0643\u0644\u0629 \u0647\u0630\u0647 \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u062b\u0628\u062a \u0635\u0639\u0648\u0628\u0629. <\/p>\n\n\n\n

\u0645\u0639 \u0648\u062c\u0648\u062f \u0628\u062d\u062b \u0639\u0645\u064a\u0642 \u0641\u064a \u0627\u0631\u062a\u0641\u0627\u0639 \u060c \u0641\u0625\u0646 \u0623\u0647\u0645\u064a\u0629 \u062c\u0644\u0628 \u0646\u0645\u0627\u0630\u062c \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u062d\u062a\u0649 \u062a\u0646\u0632\u064a\u0644 \u063a\u064a\u0631 \u0645\u0646\u0638\u0645<\/a> \u0646\u0645\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n\n\n\n

\u0642\u0627\u0644\u062a Cohere \u0623\u064a\u0636\u064b\u0627 \u0625\u0646\u0647\u0627 \u062a\u0642\u062f\u0645 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0631\u0624\u064a\u0629 \u0641\u064a \u0646\u0638\u0627\u0645 \u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d \u060c \u0639\u0644\u0649 \u0623\u0645\u0644 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0639 \u0625\u0644\u0649 \u0627\u0644\u0627\u0628\u062a\u0639\u0627\u062f \u0639\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u063a\u0644\u0642\u0629 \u0623\u0648 \u0627\u0644\u0645\u0644\u0643\u064a\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u062a\u062c\u0627\u062a\u0647\u0627. \u062d\u062a\u0649 \u0627\u0644\u0622\u0646 \u060c \u0647\u0646\u0627\u0643 \u0628\u0639\u0636 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0645\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646.<\/p>\n\n\n\n

\n

\u0623\u0639\u062c\u0628\u062a \u062c\u062f\u0627 \u0628\u062f\u0642\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f \u0645\u0646 \u0635\u0648\u0631\u0629!<\/p>– \u0622\u062f\u0645 \u0633\u0627\u0631\u062f\u0648 (sardo_adam) 31 \u064a\u0648\u0644\u064a\u0648 2025<\/a><\/blockquote>\n<\/div><\/figure>\n\n\n\n

\n

\u0623\u062e\u064a\u0631\u064b\u0627 \u060c \u0645\u0646\u0638\u0645\u0629 \u0627\u0644\u0639\u0641\u0648 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0644\u0646 \u062a\u062d\u0643\u0645 \u0639\u0644\u0649 \u0631\u0633\u0648\u0645\u0627\u062a\u062a\u064a \u0627\u0644\u0631\u0647\u064a\u0628\u0629.<\/p>– \u0645\u0627\u0631\u062b\u0627 \u0648\u064a\u0633\u0646\u0631\u061f (martwisener) 1 \u0623\u063a\u0633\u0637\u0633 2025<\/a><\/blockquote>\n<\/div><\/figure>\n