{"id":2428,"date":"2026-08-28T20:15:17","date_gmt":"2026-08-28T20:15:17","guid":{"rendered":"https:\/\/convly.ai\/?p=2428"},"modified":"2026-08-28T20:15:17","modified_gmt":"2026-08-28T20:15:17","slug":"hugging-face-paper","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/hugging-face-paper\/","title":{"rendered":"\u0635\u0641\u062d\u0627\u062a \u0623\u0628\u062d\u0627\u062b \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633: \u0623\u0628\u062d\u0627\u062b \u064a\u0648\u0645\u064a\u0629\u060c \u0631\u0648\u0627\u0628\u0637 arXiv\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0645\u0648\u0630\u062c\u064a\u0629"},"content":{"rendered":"<div class=\"convly-tldr\">\n<ul>\n<li><strong>\u062a\u0642\u0639 \u0635\u0641\u062d\u0629 \u0628\u062d\u062b \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633 \u0639\u0646\u062f <code>huggingface.co\/papers\/&lt;arXiv-ID&gt;<\/code>.<\/strong> \u0627\u0633\u062a\u0628\u062f\u0644 <code>arxiv.org\/abs\/<\/code> \u0644\u0640 <code>huggingface.co\/papers\/<\/code> \u0641\u064a \u0623\u064a \u0631\u0627\u0628\u0637 arXiv \u0644\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u0625\u0644\u0649 \u0627\u0644\u0635\u0641\u062d\u0629.<\/li>\n<li><strong><code>huggingface.co\/papers<\/code> \u0647\u064a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u064a\u0648\u0645\u064a\u0629<\/strong> \u2014 \u0648\u0647\u064a \u062e\u062f\u0645\u0629 \u062a\u064f\u0642\u062f\u0650\u0651\u0645 \u062a\u063a\u0630\u064a\u0629\u064b \u0645\u0631\u062a\u0628\u0629\u064b \u0632\u0645\u0646\u064a\u064b\u0651\u0627 \u0648\u0645\u064f\u0635\u0648\u064e\u0651\u062a\u0629\u064b. \u0648\u064a\u0642\u062a\u0635\u0631 \u0625\u062f\u062e\u0627\u0644 \u0628\u062d\u062b\u064d \u0625\u0644\u064a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0646 \u0627\u0644\u0645\u064f\u0648\u062b\u064e\u0651\u0642\u064a\u0646 \u0644\u0630\u0644\u0643 \u0627\u0644\u0628\u062d\u062b.<\/li>\n<li><strong>\u062a\u0638\u0647\u0631 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0636\u0645\u0646 \u0642\u0633\u0645 \u00ab\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0634\u0647\u062f \u0628\u0647\u0630\u0627 \u0627\u0644\u0628\u062d\u062b\u00bb<\/strong> \u0639\u0646\u062f \u0648\u062c\u0648\u062f \u0631\u0627\u0628\u0637 arXiv \u0623\u0648 \u0639\u0644\u0627\u0645\u0629 <code>arxiv:&lt;id&gt;<\/code> \u0641\u064a \u0645\u0644\u0641 <code>README.md<\/code>. \u0623\u0645\u0627 \u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0641\u062a\u0648\u062c\u062f \u0641\u064a \u0643\u062a\u0644\u0629 <code>model-index<\/code> \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0645\u0644\u0641.<\/li>\n<li><strong>\u0627\u0633\u062a\u0634\u0647\u062f \u0628\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0645\u0646\u0634\u0648\u0631 \u0639\u0644\u0649 arXiv \u0623\u0648 \u0641\u064a \u0627\u0644\u0645\u062c\u0644\u0629 \u0623\u0648 \u0627\u0644\u0645\u0624\u062a\u0645\u0631\u060c \u0648\u0644\u064a\u0633 \u0628\u0635\u0641\u062d\u0629 \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633.<\/strong> \u0627\u0644\u0635\u0641\u062d\u0629 \u0647\u064a \u0646\u0633\u062e\u0629 \u0637\u0628\u0642 \u0627\u0644\u0623\u0635\u0644 \u0645\u0639 \u0637\u0628\u0642\u0629 \u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629 \u0648\u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629.<\/li>\n<\/ul>\n<\/div>\n<p>\u062a\u0642\u0639 \u0635\u0641\u062d\u0629 \u0628\u062d\u062b \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633 \u0639\u0646\u062f <code>huggingface.co\/papers\/&lt;arXiv-ID&gt;<\/code> (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 <code>\/papers\/2310.06825<\/code>, the Mistral 7B paper). It mirrors the arXiv abstract and adds upvotes, comments, verified authors, and auto-built lists of the models, datasets and Spaces that cite the paper. <code>huggingface.co\/papers<\/code> \u0646\u0641\u0633\u0647\u0627 \u0647\u064a \u062e\u062f\u0645\u0629 \u00ab\u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u00bb\u060c \u0648\u0647\u064a \u062a\u063a\u0630\u064a\u0629 \u0645\u064f\u0646\u062a\u0642\u0627\u0629 \u0648\u0645\u064f\u0642\u062f\u064e\u0651\u0645\u0629 \u0639\u0628\u0631 \u0625\u062f\u062e\u0627\u0644\u0627\u062a.<\/p>\n<p>\u0648\u0647\u0646\u0627\u0643 \u0623\u0645\u0648\u0631\u0627\u0646 \u0623\u062e\u0631\u064a\u0627\u0646 \u064a\u0642\u0635\u062f\u0647\u0645\u0627 \u0627\u0644\u0646\u0627\u0633 \u0639\u0627\u062f\u0629\u064b \u0628\u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a: \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062a\u064a \u0646\u0634\u0631\u062a\u0647\u0627 \u0641\u0631\u064a\u0642 \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633 \u0646\u0641\u0633\u0647\u060c \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0628\u0637 \u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0632\u064a\u0644. \u0648\u0643\u0644\u0627 \u0627\u0644\u0623\u0645\u0631\u064a\u0646 \u0645\u063a\u0637\u0649 \u0623\u062f\u0646\u0627\u0647.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_86 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a92173323bf6\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" 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: #000000;color:#000000\" 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><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a92173323bf6\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/hugging-face-paper\/#What_is_actually_on_a_paper_page\" >\u0645\u0627 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0635\u0641\u062d\u0629 \u0627\u0644\u0628\u062d\u062b<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/hugging-face-paper\/#Daily_Papers_versus_paper_pages\" >\u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u00ab\u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u00bb \u0648\u00ab\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0623\u0628\u062d\u0627\u062b\u00bb<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/hugging-face-paper\/#How_models_get_linked_to_a_paper_READMEmd_and_model-index\" >\u0643\u064a\u0641 \u062a\u0631\u062a\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0644\u0628\u062d\u062b: \u0645\u0644\u0641 README.md \u0648\u0643\u062a\u0644\u0629 model-index<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/hugging-face-paper\/#Reproducing_a_papers_model_locally\" >\u0625\u0639\u0627\u062f\u0629 \u0625\u0646\u062a\u0627\u062c \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u062d\u062b \u0645\u062d\u0644\u064a\u064b\u0651\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/hugging-face-paper\/#Papers_published_by_Hugging_Face_itself\" >\u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633 \u0630\u0627\u062a\u0647\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/hugging-face-paper\/#Pulling_paper_data_programmatically\" >\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0628\u0631\u0645\u062c\u064a\u064b\u0651\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/hugging-face-paper\/#Frequently_asked_questions\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_is_actually_on_a_paper_page\"><\/span>\u0645\u0627 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0635\u0641\u062d\u0629 \u0627\u0644\u0628\u062d\u062b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0642\u0633\u0645<\/th>\n<th>\u0645\u0627 \u0647\u0648 \u0647\u0630\u0627 \u0627\u0644\u0634\u064a\u0621<\/th>\n<th>\u0645\u0646 \u064a\u062a\u062d\u0643\u0645 \u0641\u064a\u0647\u0627\u061f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u062c\u0631\u064a\u062f\u064a<\/td>\n<td>\u0646\u0635\u064c\u0651 \u0645\u0646\u0642\u0648\u0644\u064c\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0631\u0627\u0628\u0637\u064d \u0644\u0645\u0644\u0641 PDF \u0639\u0644\u0649 arXiv<\/td>\n<td>arXiv<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0635\u0648\u064a\u062a\u0627\u062a<\/td>\n<td>\u0645\u0624\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u0634\u0639\u0628\u064a\u0629. \u0648\u0644\u064a\u0633 \u0645\u0631\u0627\u062c\u0639\u0629\u064b \u0648\u0644\u0627 \u0625\u0639\u0627\u062f\u0629 \u062a\u0646\u0641\u064a\u0630<\/td>\n<td>\u0623\u064a \u062d\u0633\u0627\u0628 \u0645\u0633\u062c\u0644 \u062f\u062e\u0648\u0644\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0645\u0624\u0644\u0641\u0648\u0646<\/td>\n<td>\u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0646\u060c \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0645\u0644\u0641\u0627\u062a\u0647\u0645 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0635\u0629 \u0628\u0639\u062f \u0627\u062f\u0639\u0627\u0621 \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0629 \u0648\u062a\u0623\u0643\u064a\u062f\u0647\u0627<\/td>\n<td>\u062a\u062a\u062d\u0642\u0642 \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633 \u0645\u0646 \u0627\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \/ \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \/ \u0627\u0644\u0645\u0633\u0627\u062d\u0627\u062a (Spaces) \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0634\u0647\u062f \u0628\u0647\u0630\u0627 \u0627\u0644\u0628\u062d\u062b<\/td>\n<td>\u062a\u064f\u0633\u062a\u062e\u0644\u0635 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0645\u0646 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0631\u0641 arXiv<\/td>\n<td>\u0645\u0627\u0644\u0643\u0648 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u0628\u0648\u064a\u0628 \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629<\/td>\n<td>\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0645\u062a\u0633\u0644\u0633\u0644\u0629\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0636\u0645\u0646 \u0631\u062f\u0648\u062f \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0646<\/td>\n<td>\u0623\u064a \u062d\u0633\u0627\u0628 \u0645\u0633\u062c\u0644 \u062f\u062e\u0648\u0644\u0647<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0639\u0645\u0644\u064a\u064b\u0651\u0627\u060c \u062a\u0648\u062c\u062f \u0635\u0641\u062d\u0629 \u0628\u062d\u062b \u0628\u0645\u062c\u0631\u062f \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0628\u062d\u062b \u0625\u0644\u0649 \u062e\u062f\u0645\u0629 \u00ab\u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u00bb \u0623\u0648 \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0625\u0644\u064a\u0647 \u0645\u0646 \u0645\u0633\u062a\u0648\u062f\u0639 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0635\u0629. \u0641\u0625\u0630\u0627 \u0627\u062a\u0628\u0639\u062a \u0631\u0627\u0628\u0637 arXiv \u0648\u0627\u0646\u062a\u0647\u064a\u062a \u0625\u0644\u0649 \u0635\u0641\u062d\u0629 \u062e\u0637\u0623 404\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0623\u062d\u062f\u064b\u0627 \u0644\u0645 \u064a\u0631\u0628\u0637\u0647 \u0628\u0639\u062f \u0628\u0627\u0644\u0645\u0646\u0635\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Daily_Papers_versus_paper_pages\"><\/span>\u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u00ab\u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u00bb \u0648\u00ab\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0623\u0628\u062d\u0627\u062b\u00bb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0625\u0646\u0647\u0627 \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u0641\u0635\u0641\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u062f\u0627\u0626\u0645\u0629 \u0648\u0645\u064f\u0639\u0631\u064e\u0651\u0641\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u0639\u0631\u0641 arXiv\u060c \u0628\u064a\u0646\u0645\u0627 \u00ab\u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u00bb \u0647\u064a \u062a\u063a\u0630\u064a\u0629 \u0645\u0631\u062a\u0628\u0629 \u0632\u0645\u0646\u064a\u064b\u0651\u0627 \u062a\u0642\u0639 \u0639\u0646\u062f <code>huggingface.co\/papers<\/code>\u060c \u062d\u064a\u062b \u062a\u064f\u062c\u0645\u064e\u0639 \u0625\u062f\u062e\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u064a\u0648\u0645\u064a\u064b\u0651\u0627 \u0648\u062a\u0631\u062a\u0628 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u062a\u0635\u0648\u064a\u062a\u0627\u062a.<\/p>\n<p>\u064a\u062a\u0645 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644: \u0641\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0623\u0645\u0631 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0624\u0644\u0641\u064b\u0627 \u0645\u0648\u062b\u064e\u0651\u0642\u064b\u0627 \u0644\u0647\u0630\u0627 \u0627\u0644\u0628\u062d\u062b \u0644\u0648\u0636\u0639\u0647 \u0641\u064a \u0627\u0644\u062a\u063a\u0630\u064a\u0629\u060c \u0643\u0645\u0627 \u064a\u0648\u062c\u062f \u062d\u062f\u064c\u0651 \u0623\u0642\u0635\u0649 \u0644\u0639\u062f\u062f \u0627\u0644\u0625\u062f\u062e\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0648\u062d \u0628\u0647\u0627. \u0648\u0642\u062f \u062a\u063a\u064a\u0631 \u0647\u0630\u0627 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0648\u0648\u0642\u062a \u0627\u0644\u0625\u063a\u0644\u0627\u0642 \u062e\u0644\u0627\u0644 \u0639\u0645\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629\u060c \u0644\u0630\u0627 \u064a\u064f\u0631\u062c\u0649 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0625\u0634\u0639\u0627\u0631 \u0627\u0644\u0645\u0648\u062c\u0648\u062f \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0631\u0642\u0645 \u0648\u062c\u062f\u062a\u0647 \u0641\u064a \u0645\u0646\u0634\u0648\u0631 \u0645\u062f\u0648\u0651\u0646\u0629.<\/p>\n<h3>\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u062d\u0633\u0646 \u0645\u0639\u0631\u0641\u062a\u0647\u0627<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0631\u0627\u0628\u0637 \u0648\u064a\u0628<\/th>\n<th>\u0645\u0627 \u062a\u062d\u0635\u0644 \u0639\u0644\u064a\u0647<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>huggingface.co\/papers<\/code><\/td>\n<td>\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u064a\u0648\u0645\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td><code>huggingface.co\/papers?date=2026-03-04<\/code><\/td>\n<td>\u062a\u063a\u0630\u064a\u0629 \u0630\u0644\u0643 \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0645\u062d\u062f\u062f<\/td>\n<\/tr>\n<tr>\n<td><code>huggingface.co\/papers\/2310.06825<\/code><\/td>\n<td>\u0635\u0641\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0630\u0627 \u0627\u0644\u0645\u064f\u0639\u0631\u0650\u0651\u0641 \u0639\u0644\u0649 arXiv<\/td>\n<\/tr>\n<tr>\n<td><code>huggingface.co\/papers?q=speculative+decoding<\/code><\/td>\n<td>\u0627\u0644\u0628\u062d\u062b \u0639\u0628\u0631 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0645\u0641\u0647\u0631\u0633\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0648\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0628\u062d\u062b \u0645\u0633\u062a\u0642\u0631\u0629\u064c \u0628\u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u0625\u0636\u0627\u0641\u062a\u0647\u0627 \u0643\u0625\u0634\u0627\u0631\u0627\u062a \u0645\u0631\u062c\u0639\u064a\u0629. \u0623\u0645\u0627 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u062a\u0628\u0648\u064a\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u0635\u0641\u062d\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (\u0645\u062b\u0644: \u0627\u0644\u0623\u0643\u062b\u0631 \u0631\u0648\u0627\u062c\u064b\u0627\u060c \u0648\u0627\u0644\u0645\u0634\u0627\u0647\u062f\u0627\u062a \u0627\u0644\u0623\u0633\u0628\u0648\u0639\u064a\u0629\u060c \u0648\u0627\u0644\u0634\u0647\u0631\u064a\u0629) \u0641\u0642\u062f \u062a\u0645 \u0625\u0639\u0627\u062f\u0629 \u062a\u0631\u062a\u064a\u0628\u0647\u0627 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u0631\u0629\u060c \u0644\u0630\u0627 \u064a\u064f\u0631\u062c\u0649 \u0627\u0644\u062a\u0646\u0642\u0644 \u0628\u064a\u0646\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0645\u0646 \u0627\u0644\u0635\u0641\u062d\u0629 \u0646\u0641\u0633\u0647\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_models_get_linked_to_a_paper_READMEmd_and_model-index\"><\/span>\u0643\u064a\u0641 \u062a\u0631\u062a\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0644\u0628\u062d\u062b: \u0645\u0644\u0641 README.md \u0648\u0643\u062a\u0644\u0629 model-index<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0643\u0644 \u0645\u0633\u062a\u0648\u062f\u0639 \u0639\u0644\u0649 Hub \u2014 \u0633\u0648\u0627\u0621 \u0643\u0627\u0646 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0645\u0633\u0627\u062d\u0629 (Space) \u2014 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0644\u0641 <code>README.md<\/code> \u0641\u064a \u062c\u0630\u0631\u0647. \u0648\u064a\u064f\u0639\u0631\u0650\u0651\u0641 \u0647\u0630\u0627 \u0627\u0644\u0645\u0644\u0641 <em>\u0647\u0648<\/em> \u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639. \u0648\u064a\u0628\u062f\u0623 \u0628\u0643\u062a\u0644\u0629 YAML \u0645\u062d\u0635\u0648\u0631\u0629 \u0628\u064a\u0646 \u0633\u0637\u0631\u064a\u0646 \u0645\u0646 \u0639\u0644\u0627\u0645\u0627\u062a <code>---<\/code> \u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0642\u0648\u0645 Hub \u0628\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0627\u0644\u0645\u0646\u0638\u0645\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0639\u0631\u0636 \u0643\u0644 \u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0643\u0646\u0635 \u0628\u0635\u064a\u063a\u0629 Markdown.<\/p>\n<h3>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0642\u0633\u0645 \u00ab\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u0627\u0633\u062a\u0634\u0647\u062f\u062a \u0628\u0647\u0630\u0627 \u0627\u0644\u0628\u062d\u062b\u00bb<\/h3>\n<p>\u062a\u0648\u062c\u062f \u0622\u0644\u0650\u064a\u064e\u062a\u0627\u0646 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0645\u0627 \u0645\u0639\u064b\u0627 \u0623\u0648 \u0645\u0646\u0641\u0631\u062f\u0629\u064b:<\/p>\n<ul>\n<li>\u0623\u062f\u062e\u0644 \u0631\u0627\u0628\u0637 arXiv \u0627\u0644\u0628\u062d\u062a (<code>https:\/\/arxiv.org\/abs\/2310.06825<\/code>) \u0641\u064a \u0646\u0635 <code>README.md<\/code>\u060c \u0648\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0630\u0644\u0643 \u0636\u0645\u0646 \u0643\u062a\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f\u0627\u062a. \u0648\u064a\u0642\u0648\u0645 Hub \u0628\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0631\u0648\u0627\u0628\u0637 arXiv \u0645\u0646 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a.<\/li>\n<li>\u0623\u0636\u0641 \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0635\u0631\u064a\u062d\u0629 <code>arxiv:2310.06825<\/code> \u0625\u0644\u0649 \u0642\u0627\u0626\u0645\u0629 <code>tags<\/code> \u0641\u064a \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0645\u0627\u0645\u064a (YAML front matter). \u0648\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0635\u064a\u063a\u0629 \u063a\u064a\u0631 \u0627\u0644\u063a\u0627\u0645\u0636\u0629\u060c \u0648\u0647\u064a \u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0635\u0641\u064a\u0629 \u062d\u0633\u0628 \u062a\u0644\u0643 \u0627\u0644\u0639\u0644\u0627\u0645\u0629.<\/li>\n<\/ul>\n<h3>\u0625\u0628\u0644\u0627\u063a \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 model-index<\/h3>\n<p><code>model-index<\/code> \u0647\u064a \u0645\u0641\u062a\u0627\u062d YAML \u0645\u0648\u062c\u0648\u062f \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0645\u0627\u0645\u064a (front matter)\u060c \u0648\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062c\u0639\u0644 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u064f\u0628\u0644\u064e\u0651\u063a \u0639\u0646\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0651\u0627 \u0642\u0627\u0628\u0644\u0629\u064b \u0644\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0623\u0646 \u062a\u0628\u0642\u0649 \u0641\u064a \u062c\u062f\u0648\u0644 Markdown \u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0623\u062d\u062f \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646\u0647. \u0648\u0647\u064a \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u0635\u0641\u0648\u0641\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u0627\u0626\u0645\u0629 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0648\u0643\u0644 \u0646\u062a\u064a\u062c\u0629 \u062a\u0631\u0628\u0637 \u0628\u064a\u0646 \u0645\u0647\u0645\u0629 (task) \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a (dataset) \u0648\u0648\u0627\u062d\u062f\u0629 \u0623\u0648 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 (metrics):<\/p>\n<pre><code>---\nlicense: apache-2.0\nlanguage:\n- en\nlibrary_name: transformers\npipeline_tag: text-generation\nbase_model: mistralai\/Mistral-7B-v0.3\ndatasets:\n- squad\ntags:\n- arxiv:2310.06825\nmodel-index:\n- name: my-paper-reproduction\n  results:\n  - task:\n      type: question-answering\n      name: Question Answering\n    dataset:\n      type: squad\n      name: SQuAD v1.1\n      split: validation\n    metrics:\n    - type: exact_match\n      value: 87.3\n      name: Exact Match\n      verified: false\n---\n<\/code><\/pre>\n<p>\u062b\u0644\u0627\u062b\u0629 \u062a\u0641\u0627\u0635\u064a\u0644 \u062a\u0633\u0628\u0628 \u0627\u0631\u062a\u0628\u0627\u0643\u064b\u0627 \u0644\u062f\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646. \u0623\u0648\u0644\u0647\u0627 \u0623\u0646 \u0627\u0644\u0645\u0641\u062a\u0627\u062d \u0645\u0643\u0648\u064e\u0651\u0646 \u0645\u0646 \u0643\u0644\u0645\u062a\u064a\u0646 \u0645\u0641\u0635\u0648\u0644\u062a\u064a\u0646 \u0628\u0634\u0631\u0637\u0629 (-) (<code>model-index<\/code>model-index <code>model_index<\/code>). <code>task.type<\/code> \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u064a\u0645\u0629 <code>text-generation<\/code> \u0623\u0648 <code>question-answering<\/code>\u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0627\u062a \u0627\u0644\u0635\u0627\u0644\u062d\u0629 \u0644\u0645\u0647\u0645\u0627\u062a Hub\u060c \u0648\u0625\u0644\u0627 \u0641\u0625\u0646 \u0627\u0644\u0643\u062a\u0644\u0629 \u062a\u064f\u0647\u0645\u064e\u0644 \u062f\u0648\u0646 \u0625\u0635\u062f\u0627\u0631 \u0631\u0633\u0627\u0644\u0629 \u062e\u0637\u0623 \u0635\u0631\u064a\u062d\u0629. \u0648\u0623\u0645\u0627 <code>verified: false<\/code> \u0641\u0647\u064a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0627\u0644\u0635\u0627\u062f\u0642\u0629 \u2014 \u0641\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u064f\u062d\u0642\u064e\u0651\u0642\u0629 \u062a\u0623\u062a\u064a \u0645\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062a\u064a \u062a\u062c\u0631\u064a\u0647\u0627 Hugging Face \u0646\u0641\u0633\u0647\u0627\u060c \u0648\u0644\u064a\u0633 \u0645\u0646 \u0627\u062f\u0639\u0627\u0626\u0643 \u0644\u0647\u0627.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0628\u0646\u064a\u0629 \u0645\u0644\u0641 YAML \u063a\u064a\u0631 \u0635\u062d\u064a\u062d\u0629\u060c \u0641\u0633\u062a\u0638\u0644 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u062a\u064f\u0639\u0631\u0636 \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a\u060c \u0644\u0643\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0633\u062a\u062e\u062a\u0641\u064a \u0628\u0635\u0645\u062a. \u0644\u0630\u0627 \u064a\u064f\u0631\u062c\u0649 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u0641\u062d\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0628\u0639\u062f \u0627\u0644\u0625\u0631\u0633\u0627\u0644 (commit)\u060c \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0648\u0636\u0629 \u0641\u064a \u0628\u0637\u0627\u0642\u062a\u0643 \u0645\u0639 \u0645\u0631\u062c\u0639\u064d \u0645\u062b\u0644 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0645\u0627\u0630\u062c <a href=\"https:\/\/convly.ai\/ar\/models\/\">Convly<\/a> \u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u062d\u0642\u0648\u0644 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0642\u062f \u0638\u0647\u0631\u062a \u0641\u0639\u0644\u064b\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Reproducing_a_papers_model_locally\"><\/span>\u0625\u0639\u0627\u062f\u0629 \u0625\u0646\u062a\u0627\u062c \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u062d\u062b \u0645\u062d\u0644\u064a\u064b\u0651\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u062a\u0646\u0632\u064a\u0644 \u0623\u0648\u0632\u0627\u0646 \u0628\u062d\u062c\u0645 30 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u060c \u062a\u0623\u0643\u064e\u0651\u062f \u0623\u0648\u0644\u064b\u0627 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0628\u0637\u0627\u0642\u062a\u0643 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629. \u0623\u062f\u062e\u0644 \u0627\u0644\u0631\u0642\u0645 \u0641\u064a <a href=\"https:\/\/convly.ai\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM<\/a>\u060c \u0623\u0648 \u0627\u0628\u062d\u062b \u0639\u0646\u0647 \u0641\u064a <a href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/\">\u062c\u062f\u0648\u0644 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0640 VRAM \u062d\u0633\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/a>. \u0641\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u064f\u062d\u0642\u064e\u0651\u0642 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 8 \u0648\u062d\u062f\u0627\u062a H100\u061b \u0648\u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u0645\u064f\u0631\u0641\u0642 \u0641\u064a \u0635\u0641\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0647\u0648 \u0646\u0633\u062e\u0629 \u0645\u064f\u0635\u063a\u064e\u0651\u0631\u0629 (distillation) \u0623\u0635\u063a\u0631 \u0628\u0643\u062b\u064a\u0631.<\/p>\n<p>\u0623\u062f\u0648\u0627\u062a CLI \u0645\u062a\u0648\u0641\u0631\u0629 \u0643\u062d\u0632\u0645\u0629 Python \u0648\u0627\u062d\u062f\u0629 \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b:<\/p>\n<pre><code>pip install -U huggingface_hub\nhf auth login\nhf download mistralai\/Mistral-7B-Instruct-v0.3 --include \"*.safetensors\" \"*.json\" \"tokenizer*\"\n<\/code><\/pre>\n<p>\u062a\u0645 \u062a\u063a\u064a\u064a\u0631 \u0627\u0633\u0645 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 (CLI) \u0645\u0646 <code>huggingface-cli<\/code> \u0641\u064a \u0639\u0645\u064a\u0644 OpenAI \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0625\u0644\u0649 <code>hf<\/code> \u0641\u064a \u0625\u0635\u062f\u0627\u0631 \u0639\u0627\u0645 2025 \u0645\u0646 <code>huggingface_hub<\/code>. \u0623\u0645\u0627 \u0627\u0644\u062a\u062b\u0628\u064a\u062a\u0627\u062a \u0627\u0644\u0623\u0642\u062f\u0645 \u0641\u062a\u0633\u062a\u062e\u062f\u0645 <code>huggingface-cli download<\/code> \u0648 <code>huggingface-cli login<\/code>huggingface-cli <code>hf<\/code> hf <code>hf --help<\/code> \u0623\u0648 <code>pip show huggingface_hub<\/code> \u0644\u0645\u0639\u0631\u0641\u0629 \u0623\u064a \u0625\u0635\u062f\u0627\u0631 \u0644\u062f\u064a\u0643.<\/p>\n<h3>\u0644\u064a\u0646\u0643\u0633<\/h3>\n<p>\u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u062c\u0644\u062f \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0643\u0627\u0634 (cache) \u0647\u0648 <code>~\/.cache\/huggingface\/hub<\/code>. \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u063a\u064a\u064a\u0631 \u0645\u0648\u0642\u0639\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 <code>export HF_HOME=\/mnt\/models\/hf<\/code> \u0642\u0628\u0644 \u062a\u0634\u063a\u064a\u0644 \u0623\u064a \u0623\u0645\u0631. \u0648\u0644\u0644\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u064a\u064f\u0648\u0635\u0649 \u0628\u062a\u0646\u0641\u064a\u0630 <code>pip install hf_transfer<\/code> \u0648 <code>\u0635\u062f\u0651\u0631 HF_HUB_ENABLE_HF_TRANSFER=1<\/code> \u064a\u0631\u0641\u0639 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0628\u0634\u0643\u0644\u064d \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0639\u0629. \u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0630\u064a \u062a\u064f\u0628\u0646\u0649 \u0641\u064a\u0647 \u0646\u0648\u0649 CUDA \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0627\u0644\u0645\u0631\u0641\u0642\u0629 \u0645\u0639 \u0643\u0648\u062f \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061b \u0627\u0646\u0638\u0631 <a href=\"https:\/\/convly.ai\/ar\/best-gpus-for-local-llms-2026\/\">\u062e\u064a\u0627\u0631\u0627\u062a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU) \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 (LLMs)<\/a> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062e\u062a\u0627\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0644\u0623\u063a\u0631\u0627\u0636 \u0625\u0639\u0627\u062f\u0629 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u062a\u062c\u0631\u0628\u0629.<\/p>\n<h3>macOS<\/h3>\n<p>\u0646\u0641\u0633 \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a\u060c <code>~\/.cache\/huggingface\/hub<\/code>. \u0648\u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0627\u062a Apple Silicon\u060c \u064a\u063a\u0637\u064a \u062d\u0632\u0645\u0629 MPS \u0641\u064a PyTorch \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0639\u0627\u062f\u064a\u0629 (transformer inference)\u060c \u0644\u0643\u0646 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0645\u062a\u062f\u0627\u062f\u0627\u062a CUDA \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u064a\u062f\u0648\u064a\u064b\u0651\u0627 \u0644\u0646 \u062a\u064f\u0631\u0643\u064e\u0651\u0628 \u0625\u0637\u0644\u0627\u0642\u064b\u0627. \u0648\u0639\u0646\u062f \u062d\u062f\u0648\u062b \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u062d\u0644 \u0627\u0644\u0639\u0645\u0644\u064a \u0647\u0648 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 GGUF \u0627\u0644\u0645\u064f\u0643\u0645\u064e\u0651\u0646 \u0639\u0628\u0631 <a href=\"https:\/\/convly.ai\/ar\/what-is-ollama-complete-guide-2026\/\">Ollama<\/a> \u2014 \u0648\u0628\u0630\u0644\u0643 \u062a\u0641\u0642\u062f \u0627\u0644\u062a\u0645\u0627\u062b\u0644 \u0627\u0644\u0639\u062f\u062f\u064a \u0627\u0644\u062f\u0642\u064a\u0642 \u0645\u0639 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629\u060c \u0644\u0630\u0627 \u0644\u0627 \u062a\u064f\u0628\u0644\u0650\u0651\u063a \u0639\u0646\u0647 \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647 \u0625\u0639\u0627\u062f\u0629 \u0625\u0646\u062a\u0627\u062c.<\/p>\n<h3>\u0648\u064a\u0646\u062f\u0648\u0632<\/h3>\n<p>\u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u062c\u0644\u062f \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0643\u0627\u0634 (cache) \u0647\u0648 <code>C:\\Users\\\\.cache\\huggingface\\hub<\/code>. \u0639\u064a\u0650\u0651\u0646 \u0645\u0648\u0642\u0639\u064b\u0627 \u0645\u062e\u062a\u0644\u0641\u064b\u0627 \u0641\u064a PowerShell \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 <code>$env:HF_HOME=\"D:\\hf\"<\/code> \u0644\u062c\u0644\u0633\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0627\u0644\u064a\u0629\u060c \u0623\u0648 \u0639\u0628\u0631 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0646\u0638\u0627\u0645 \u0644\u0625\u0639\u062f\u0627\u062f \u062f\u0627\u0626\u0645. \u0648\u0628\u062f\u0648\u0646 \u062a\u0641\u0639\u064a\u0644 \u0648\u0636\u0639 \u0627\u0644\u0645\u0637\u0648\u0631 (Developer Mode) \u0623\u0648 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0635\u062f\u0641\u0629 \u0628\u0635\u0644\u0627\u062d\u064a\u0627\u062a \u0645\u0631\u062a\u0641\u0639\u0629 (elevated shell)\u060c \u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0645\u062e\u0628\u0623 Hub \u0625\u0646\u0634\u0627\u0621 \u0631\u0648\u0627\u0628\u0637 \u0631\u0645\u0632\u064a\u0629 (symlinks)\u060c \u0641\u064a\u0639\u0648\u062f \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0625\u0644\u0649 \u0646\u0633\u062e \u0627\u0644\u0645\u0644\u0641\u0627\u062a\u060c \u0645\u0627 \u064a\u0633\u062a\u0647\u0644\u0643 \u0645\u0633\u0627\u062d\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635 \u0648\u064a\u064f\u0638\u0647\u0631 \u062a\u062d\u0630\u064a\u0631\u064b\u0627 \u0639\u0646\u062f \u0643\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0646\u0632\u064a\u0644\u061b <code>HF_HUB_DISABLE_SYMLINKS_WARNING=1<\/code> \u064a\u064f\u0633\u0643\u0650\u062a \u0647\u0630\u0647 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u062f\u0648\u0646 \u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0633\u0644\u0648\u0643. \u0648\u062a\u0641\u062a\u0631\u0636 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0648\u062c\u0648\u062f \u063a\u0644\u0627\u0641 \u0646\u0638\u0627\u0645 \u062a\u0634\u063a\u064a\u0644 \u064a\u0648\u0646\u064a\u0643\u0633\u064a (Unix shell)\u060c \u0644\u0630\u0627 \u064a\u0643\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 WSL2 \u0639\u0627\u062f\u0629\u064b \u0623\u0642\u0644 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 Windows \u0641\u064a \u0623\u064a \u0645\u0647\u0645\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0641\u0642\u0637.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0645\u0646\u0635\u0629<\/th>\n<th>\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a<\/th>\n<th>\u0623\u0628\u0631\u0632 \u0646\u0642\u0637\u0629 \u062a\u0633\u0628\u0628 \u0645\u0634\u0643\u0644\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0644\u064a\u0646\u0643\u0633<\/td>\n<td><code>~\/.cache\/huggingface\/hub<\/code><\/td>\n<td>\u0644\u0627 \u0634\u064a\u0621\u061b \u0628\u064a\u0626\u0629 \u0627\u0644\u0645\u0631\u062c\u0639<\/td>\n<\/tr>\n<tr>\n<td>macOS<\/td>\n<td><code>~\/.cache\/huggingface\/hub<\/code><\/td>\n<td>\u0644\u0627 \u064a\u0648\u062c\u062f \u062f\u0639\u0645 \u0644\u0640 CUDA\u061b \u0644\u0646 \u062a\u064f\u0628\u0646\u064e\u0649 \u0627\u0644\u0646\u0648\u0649 \u0627\u0644\u0645\u062e\u0635\u0635\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u064a\u0646\u062f\u0648\u0632<\/td>\n<td><code>C:\\Users\\\\.cache\\huggingface\\hub<\/code><\/td>\n<td>\u064a\u0639\u0648\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u0631\u0645\u0632\u064a\u0629 \u0643\u062e\u064a\u0627\u0631 \u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0625\u0644\u0649 \u0646\u0633\u062e \u0627\u0644\u0645\u0644\u0641\u0627\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Papers_published_by_Hugging_Face_itself\"><\/span>\u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633 \u0630\u0627\u062a\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0623\u0643\u062b\u0631 \u0648\u0631\u0642\u062a\u064a\u0646 \u0628\u062d\u062b\u064a\u062a\u064a\u0646 \u0645\u0631\u062c\u0639\u064b\u0627 \u0633\u0647\u0644\u0627\u0646 \u062c\u062f\u064b\u0651\u0627 \u0641\u064a \u062a\u062d\u062f\u064a\u062f\u0647\u0645\u0627:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629<\/th>\n<th>\u0645\u0639\u0631\u0641 arXiv<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Transformers: State-of-the-Art Natural Language Processing<\/td>\n<td>1910.03771<\/td>\n<\/tr>\n<tr>\n<td>DistilBERT\u060c \u0648\u0647\u064a \u0646\u0633\u062e\u0629 \u0645\u064f\u0643\u062b\u064e\u0651\u0641\u0629 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c BERT<\/td>\n<td>1910.01108<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0623\u0645\u0627 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0644\u0627\u062d\u0642\u0629 \u2014 \u0645\u062b\u0644 \u0623\u0648\u0631\u0627\u0642 \u0645\u062d\u0627\u0630\u0627\u0629 Zephyr\u060c \u0648\u0648\u0631\u0642\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a FineWeb\u060c \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0646\u0645\u0627\u0630\u062c SmolLM \u2014 \u0641\u0645\u0646 \u0627\u0644\u0623\u0641\u0636\u0644 \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0645\u0646 \u0627\u0644\u0645\u0635\u062f\u0631 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0639\u0631\u0641 arXiv \u0627\u0644\u0630\u064a \u062a\u062a\u0630\u0643\u0631\u0647. \u0627\u0641\u062a\u062d \u0645\u0644\u0641 \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0631\u0633\u0645\u064a \u0644\u0644\u0645\u0646\u0638\u0645\u0629 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 (\u0645\u062b\u0644<code>huggingface.co\/HuggingFaceTB<\/code>) \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u0628\u0648\u064a\u0628 Papers (\u0627\u0644\u0623\u0628\u062d\u0627\u062b) \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a\u0647\u060c \u0623\u0648 \u0627\u0641\u062a\u062d \u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (model card) \u0648\u0627\u0642\u0631\u0623 \u0643\u062a\u0644\u0629 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633\u0627\u062a (citation block) \u0641\u064a\u0647\u0627. \u0648\u0643\u0644\u0627 \u0627\u0644\u0637\u0631\u064a\u0642\u062a\u064a\u0646 \u064a\u064f\u0639\u0637\u064a\u0627\u0646\u0643 \u0627\u0644\u0645\u0631\u062c\u0639 \u0627\u0644\u0631\u0633\u0645\u064a \u0648\u0627\u0644\u0645\u0639\u062a\u0645\u062f \u062d\u0627\u0644\u064a\u064b\u0651\u0627\u061b \u0623\u0645\u0627 \u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0627\u0644\u0645\u064f\u0636\u0645\u064e\u0651\u0646\u0629 \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0641\u0647\u064a \u063a\u064a\u0631 \u0645\u0636\u0645\u0648\u0646\u0629 \u0627\u0644\u062f\u0642\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Pulling_paper_data_programmatically\"><\/span>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0628\u0631\u0645\u062c\u064a\u064b\u0651\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0631 \u0648\u0627\u0644\u0645\u064f\u0648\u062b\u064e\u0651\u0642 \u0647\u0648 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u062f\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0631\u0643\u0632 (Hub API)\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0644\u0623\u0646 <code>arxiv:&lt;id&gt;<\/code> \u0639\u0644\u0627\u0645\u0629 \u0639\u0627\u062f\u064a\u0629 \u062a\u0645\u0627\u0645\u064b\u0627:<\/p>\n<pre><code>curl \"https:\/\/huggingface.co\/api\/models?filter=arxiv:2310.06825\"\n<\/code><\/pre>\n<p>\u0648\u0647\u0630\u0627 \u064a\u064f\u0639\u064a\u062f \u0644\u0643 \u062c\u0645\u064a\u0639 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0634\u064a\u0631 \u0635\u0631\u0627\u062d\u0629\u064b \u0625\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629. \u0648\u0647\u0646\u0627\u0643 \u0623\u064a\u0636\u064b\u0627 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 JSON \u062e\u0644\u0641 \u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 (Daily Papers feed)\u060c \u0644\u0643\u0646\u0647\u0627 \u063a\u064a\u0631 \u0645\u0648\u062b\u064e\u0651\u0642\u0629 \u0648\u0644\u0627 \u062a\u0648\u062c\u062f \u0636\u0645\u0627\u0646\u0627\u062a \u0628\u0634\u0623\u0646 \u062a\u0648\u0627\u0641\u0642\u0647\u0627 \u2014 \u0648\u0647\u064a \u0645\u0646\u0627\u0633\u0628\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0634\u062e\u0635\u064a \u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0644\u062e\u0635\u0627\u062a\u060c \u0644\u0643\u0646\u0647\u0627 \u0644\u064a\u0633\u062a \u0623\u0633\u0627\u0633\u064b\u0627 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0628\u0646\u0627\u0621 \u0645\u0646\u062a\u062c \u062a\u062c\u0627\u0631\u064a. \u0648\u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0635\u0641\u064a\u0629 \u0645\u0633\u062a\u0642\u0631\u0629 \u0644\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0628\u062d\u062b\u064a\u0629\u060c \u0641\u0642\u0645 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c (scraping) \u0645\u0646 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0644\u0645\u0648\u0642\u0639 arXiv \u0648\u0627\u062f\u0645\u062c \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u0631\u0641 (ID).<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Frequently_asked_questions\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0647\u0644 \u062a\u064f\u0639\u062f \u0635\u0641\u062d\u0629 \u0628\u062d\u062b \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633 \u0647\u064a \u0646\u0641\u0633\u0647\u0627 \u0635\u0641\u062d\u0629 arXiv\u061f<\/h3>\n<p>\u0643\u0644\u0627. \u0641\u0647\u064a \u062a\u064f\u0639\u064a\u062f \u0639\u0631\u0636 \u0627\u0644\u0645\u0644\u062e\u0635 \u0641\u0642\u0637 \u0648\u062a\u0648\u0641\u0631 \u0631\u0627\u0628\u0637\u064b\u0627 \u0645\u0628\u0627\u0634\u0631\u064b\u0627 \u0644\u0645\u0644\u0641 PDF \u0639\u0644\u0649 arXiv\u060c \u0644\u0643\u0646\u0647\u0627 \u0643\u0627\u0626\u0646\u064c \u0645\u0646\u0641\u0635\u0644\u064c \u064a\u0645\u062a\u0644\u0643 \u062a\u0635\u0648\u064a\u062a\u0627\u062a\u0647 \u0627\u0644\u062e\u0627\u0635\u0629 \u0648\u062a\u0639\u0644\u064a\u0642\u0627\u062a\u0647 \u0648\u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647. \u0648\u0644\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f \u0628\u0627\u0644\u0628\u062d\u062b\u060c \u064a\u062c\u0628 \u062f\u0627\u0626\u0645\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u062f\u062e\u0627\u0644 arXiv \u0623\u0648 \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0644\u0629 \u0623\u0648 \u0627\u0644\u0645\u0624\u062a\u0645\u0631. \u0648\u064a\u064f\u0639\u062f \u0627\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f \u0628\u0631\u0627\u0628\u0637 \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633 \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u062c\u0639 \u062e\u0637\u0623\u064b \u0634\u0627\u0626\u0639\u064b\u0627 \u0641\u064a \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0645\u0628\u062f\u0626\u064a\u0629 (preprints)\u060c \u0648\u064a\u0644\u0627\u062d\u0638 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u062e\u0637\u0623.<\/p>\n<h3>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u064a \u062c\u0639\u0644 \u0646\u0645\u0648\u0630\u062c\u064a \u064a\u0638\u0647\u0631 \u0636\u0645\u0646 \u0642\u0633\u0645 \u00ab\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0634\u0647\u062f \u0628\u0647\u0630\u0627 \u0627\u0644\u0628\u062d\u062b\u00bb\u061f<\/h3>\n<p>\u0623\u0636\u0641 \u0631\u0627\u0628\u0637 arXiv \u0625\u0644\u0649 \u0642\u0633\u0645 <code>README.md<\/code>, \u0623\u0648 \u0623\u0636\u0641 <code>arxiv:&lt;id&gt;<\/code> \u0625\u0644\u0649 \u0642\u0627\u0626\u0645\u0629 <code>tags<\/code> \u0641\u064a \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0645\u0627\u0645\u064a \u0645\u0646 \u0645\u0644\u0641 YAML \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0627. \u0648\u064a\u064f\u0648\u0644\u064e\u0651\u062f \u0647\u0630\u0627 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0641\u064a \u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (card metadata)\u060c \u0644\u0630\u0627 \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062b\u0647\u0627 \u0628\u0639\u062f \u0623\u0646 \u062a\u0642\u0648\u0645 \u0628\u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a (commit) \u0639\u0644\u0649 \u0627\u0644\u0628\u0637\u0627\u0642\u0629\u060c \u0648\u0644\u064a\u0633 \u0639\u0646\u062f \u0631\u0641\u0639 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (weights). \u0648\u0625\u0630\u0627 \u0644\u0645 \u062a\u0638\u0647\u0631 \u0627\u0644\u0642\u0627\u0626\u0645\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0633\u0628\u0628 \u0627\u0644\u0634\u0627\u0626\u0639 \u0639\u0627\u062f\u0629\u064b \u0647\u0648 \u0648\u062c\u0648\u062f \u062e\u0637\u0623 \u0641\u064a \u0628\u0646\u064a\u0629 YAML \u0641\u064a \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0645\u0627\u0645\u064a \u0645\u0646 \u0627\u0644\u0645\u0644\u0641.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0625\u0631\u0633\u0627\u0644 \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0644\u0634\u062e\u0635\u064d \u0622\u062e\u0631 \u0625\u0644\u0649 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 (Daily Papers)\u061f<\/h3>\n<p>\u0628\u0634\u0643\u0644 \u0639\u0627\u0645 \u0644\u0627 \u2014 \u0641\u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0645\u0642\u064a\u062f\u064c \u0644\u0644\u0645\u0624\u0644\u0641\u064a\u0646 \u0627\u0644\u0645\u064f\u0648\u062b\u064e\u0651\u0642\u064a\u0646 \u0644\u0647\u0630\u0627 \u0627\u0644\u0628\u062d\u062b \u0641\u0642\u0637. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0635\u0648\u064a\u062a \u0644\u0635\u0627\u0644\u062d \u0627\u0644\u0635\u0641\u062d\u0629 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u0648 \u0627\u0644\u062a\u0639\u0644\u064a\u0642 \u0639\u0644\u064a\u0647\u0627 \u0623\u0648 \u0645\u0634\u0627\u0631\u0643\u062a\u0647\u0627\u060c \u0643\u0645\u0627 \u0623\u0646 \u0625\u062f\u0631\u0627\u062c \u0645\u0639\u0631\u0641 arXiv \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639 \u062a\u0645\u0644\u0643\u0647 \u064a\u0643\u0641\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u0635\u0641\u062d\u0629 \u0628\u062d\u062b \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647. \u0648\u062a\u062a\u0645 \u0639\u0645\u0644\u064a\u0629 \u0627\u062f\u0639\u0627\u0621 \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0635\u0641\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0646\u0641\u0633\u0647\u0627\u060c \u0648\u062a\u064f\u0624\u0643\u064e\u0651\u062f \u0645\u0646 \u0642\u0650\u0628\u0644 \u0647\u0627\u063a\u064a\u0646\u063a \u0641\u064a\u0633.<\/p>\n<h3>\u0647\u0644 \u062a\u0639\u0646\u064a \u0627\u0644\u062a\u0635\u0648\u064a\u062a\u0627\u062a \u0623\u0646 \u0627\u0644\u0628\u062d\u062b \u062c\u064a\u0650\u0651\u062f\u061f<\/h3>\n<p>\u0623\u064a \u0623\u0646\u0647\u0627 \u062d\u0638\u064a\u062a \u0628\u0627\u0647\u062a\u0645\u0627\u0645\u064d \u0643\u0628\u064a\u0631 \u0641\u064a \u0627\u0644\u064a\u0648\u0645 \u0646\u0641\u0633\u0647 \u0627\u0644\u0630\u064a \u0646\u064f\u0634\u0650\u0631\u062a \u0641\u064a\u0647. \u0648\u062a\u064f\u0643\u0627\u0641\u0626 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0632\u0645\u0646 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u060c \u0648\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0646 \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629\u060c \u0648\u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u062c\u0630\u0651\u0627\u0628 \u0628\u0646\u0641\u0633 \u0627\u0644\u0642\u062f\u0631 \u0627\u0644\u0630\u064a \u062a\u064f\u0643\u0627\u0641\u0626 \u0628\u0647 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u0648\u0639\u0644\u064a\u0647\u060c \u0641\u0639\u0644\u064a\u0643 \u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0627\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a (benchmarks) \u063a\u064a\u0631 \u0645\u064f\u062d\u0642\u064e\u0651\u0642\u0629 \u062d\u062a\u0649 \u062a\u0631\u0627\u0647\u0627 \u0645\u064f\u062b\u0628\u062a\u0629 \u0628\u0634\u0643\u0644\u064d \u0645\u0633\u062a\u0642\u0644 \u2014 \u0625\u0630 \u0625\u0646 <a href=\"https:\/\/convly.ai\/ar\/llm-leaderboard\/\">\u0644\u0648\u062d\u0629 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM)<\/a> \u064a\u064f\u0634\u0643\u0650\u0651\u0644 \u0633\u0637\u062d \u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u0641\u0636\u0644 \u0645\u0646 \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u0642\u062f\u064e\u0651\u0645 \u0641\u064a \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0646\u0641\u0633\u0647\u0627\u060c \u0643\u0645\u0627 \u0623\u0646 <a href=\"https:\/\/convly.ai\/ar\/ai-api-cost-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/a> \u0623\u0643\u062b\u0631 \u0641\u0627\u0626\u062f\u0629 \u0645\u0646 \u0627\u0644\u0627\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0642\u0631\u0631 \u0645\u0627 \u062a\u0631\u064a\u062f \u0646\u0634\u0631\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627.<\/p>\n<h3>\u0645\u0646 \u0623\u064a\u0646 \u062a\u0623\u062a\u064a \u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0641\u064a \u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u061f<\/h3>\n<p>\u0645\u0646 \u0642\u0633\u0645 <code>model-index<\/code> \u0641\u064a \u0645\u0644\u0641 <code>README.md<\/code>, \u0648\u0627\u0644\u0630\u064a \u064a\u0643\u062a\u0628\u0647 \u0645\u0627\u0644\u0643 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u064a\u062f\u0648\u064a\u064b\u0651\u0627. \u0648\u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0645 \u0645\u064f\u0628\u0644\u064e\u0651\u063a \u0639\u0646\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0651\u0627 \u0645\u0627 \u0644\u0645 \u064a\u062d\u062a\u0648\u0650 \u0623\u062d\u062f \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0639\u0644\u0649 \u0639\u0644\u0627\u0645\u0629 <code>verified: true<\/code>\u060c \u0648\u0647\u064a \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0623\u0646 \u0634\u0631\u0643\u0629 Hugging Face \u0623\u062c\u0631\u062a \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0641\u0639\u0644\u064a\u064b\u0651\u0627. \u0648\u0639\u0644\u064a\u0643 \u0645\u0639\u0627\u0645\u0644\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u064f\u062d\u0642\u064e\u0651\u0642\u0629 \u0628\u0646\u0641\u0633 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0628\u0647\u0627 \u0645\u0639 \u0623\u064a \u0631\u0642\u0645 \u0648\u0627\u0631\u062f \u0641\u064a \u0646\u0633\u062e\u0629 \u0623\u0648\u0644\u064a\u0629 (preprint): \u0623\u064a \u0623\u0646\u0647 \u0642\u062f \u064a\u0628\u062f\u0648 \u0645\u0639\u0642\u0648\u0644\u064b\u0627\u060c \u0644\u0643\u0646\u0647 \u063a\u064a\u0631 \u0645\u062f\u0642\u064e\u0651\u0642\u060c \u0648\u064a\u0633\u062a\u062d\u0642 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629.<\/p>","protected":false},"excerpt":{"rendered":"<p>A Hugging Face paper page is at huggingface.co\/papers\/&lt;arXiv-ID&gt;. Swap arxiv.org\/abs\/ for huggingface.co\/papers\/ in any arXiv URL to jump straight to [\u2026]<\/p>\n","protected":false},"author":1,"featured_media":2429,"comment_status":"closed","ping_status":"closed","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":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[7],"tags":[],"class_list":["post-2428","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-news"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/2428","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/comments?post=2428"}],"version-history":[{"count":1,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/2428\/revisions"}],"predecessor-version":[{"id":2430,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/2428\/revisions\/2430"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/2429"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=2428"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=2428"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=2428"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}