{"id":73863,"date":"2024-08-18T08:21:21","date_gmt":"2024-08-18T04:51:21","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/experimenting-with-ai-scientist-an-ai-powered-paper-review-tool-4mhh\/"},"modified":"2024-08-18T08:21:21","modified_gmt":"2024-08-18T04:51:21","slug":"experimenting-with-ai-scientist-an-ai-powered-paper-review-tool-4mhh","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/experimenting-with-ai-scientist-an-ai-powered-paper-review-tool-4mhh\/","title":{"rendered":"\u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0627 AI-Scientist: \u0627\u0628\u0632\u0627\u0631 \u0628\u0631\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc"},"content":{"rendered":"<p>Summarize this content to 400 words in Persian Lang <\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062d\u0642\u0642\u060c \u0645\u0646 \u0647\u0645\u06cc\u0634\u0647 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\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0633\u0631\u06cc\u0639 \u0627\u0632 \u0645\u0631\u0627\u062d\u0644 \u0627\u0633\u062a:<\/p>\n<p>1. \u0645\u062e\u0632\u0646 \u0631\u0627 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<p>   git clone https:\/\/github.com\/SakanaAI\/AI-Scientist.git<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>2. \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<p>   pip install -q anthropic aider-chat backoff openai<br \/>\n   pip install -q pypdf pymupdf4llm<br \/>\n   pip install -q torch numpy transformers datasets tiktoken wandb tqdm<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0637\u0628\u0642 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0631\u0633\u0645\u06cc\u060c \u062a\u06a9\u0633\u0644\u0627\u06cc\u0648 \u0641\u0648\u0644 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0627\u063a\u0630 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0648\u0644\u0628 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0646\u06af\u06cc\u0646 \u0627\u0633\u062a.\u0645\u0646 \u0641\u0642\u0637 \u0645\u06cc \u062e\u0648\u0627\u0633\u062a\u0645 \u0627\u06cc\u0646 \u0628\u0627\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u0645\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0631\u062f \u06a9\u0631\u062f\u0646 \u0622\u0646 \u0645\u0634\u06a9\u0644\u06cc \u0628\u0647 \u0646\u0638\u0631 \u0646\u0645\u06cc \u0631\u0633\u06cc\u062f.<\/p>\n<p>3. \u06a9\u0644\u06cc\u062f OpenAI API \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f (\u0645\u0646 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc Google Colab \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645):<\/p>\n<p>   import os<br \/>\n   from google.colab import userdata<br \/>\n   api_key = userdata.get(&#8216;OPENAI_API_KEY&#8217;)<br \/>\n   os.environ[&#8216;OPENAI_API_KEY&#8217;] = api_key<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>  \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/p>\n<p>\u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637\u060c \u0645\u0646 \u0622\u0645\u0627\u062f\u0647 \u0628\u0648\u062f\u0645 \u062a\u0627 AI-Scientist \u0631\u0627 \u0631\u0648\u06cc \u0645\u0642\u0627\u0644\u0627\u062a\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u0645. \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u0631\u0633\u06cc \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645:<\/p>\n<p>import openai<br \/>\nfrom ai_scientist.perform_review import load_paper, perform_review<\/p>\n<p>client = openai.OpenAI()<br \/>\nmodel = &#8220;gpt-4o-mini-2024-07-18&#8221;<\/p>\n<p>paper_txt = load_paper(&#8220;my-paper.pdf&#8221;)<br \/>\nreview = perform_review(<br \/>\n    paper_txt,<br \/>\n    model,<br \/>\n    client,<br \/>\n    num_reflections=5,<br \/>\n    num_fs_examples=1,<br \/>\n    num_reviews_ensemble=5,<br \/>\n    temperature=0.1,<br \/>\n)<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>  \u0646\u062a\u0627\u06cc\u062c<\/p>\n<p>\u0645\u0646 AI-Scientist \u0631\u0627 \u0631\u0648\u06cc \u062f\u0648 \u0645\u0642\u0627\u0644\u0647 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062e\u0648\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0645:<\/p>\n<p>&#8220;\u0627\u0644\u06af\u0648\u06cc \u0645\u0634\u0627\u0631\u06a9\u062a \u062f\u0627\u0646\u0634 \u0622\u0645\u0648\u0632\u0627\u0646 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\u06cc\u06a9 \u0645\u062d\u0642\u0642\u060c \u0645\u0646 \u0647\u0645\u06cc\u0634\u0647 \u0645\u062c\u0630\u0648\u0628 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0647\u0633\u062a\u0645 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0648\u0646\u062f \u062a\u062d\u0635\u06cc\u0644\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u0646\u062f. \u0627\u062e\u06cc\u0631\u0627\u064b \u0628\u0627 \u067e\u0631\u0648\u0698\u0647 \u062c\u0627\u0644\u0628\u06cc \u0628\u0647 \u0646\u0627\u0645 AI-Scientist \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u0645 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Sakana \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0646\u0648\u06cc\u062f \u0628\u0631\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0627\u062a 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class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" 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: #999;color:#999\" 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 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\u0645\u0635\u0646\u0648\u0639\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/experimenting-with-ai-scientist-an-ai-powered-paper-review-tool-4mhh\/#%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\" >\u0646\u062a\u0627\u06cc\u062c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/experimenting-with-ai-scientist-an-ai-powered-paper-review-tool-4mhh\/#%D9%86%D9%82%D8%A7%D8%B7_%D9%82%D9%88%D8%AA\" >\u0646\u0642\u0627\u0637 \u0642\u0648\u062a:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/experimenting-with-ai-scientist-an-ai-powered-paper-review-tool-4mhh\/#%D9%86%D9%82%D8%A7%D8%B7_%D8%B6%D8%B9%D9%81\" >\u0646\u0642\u0627\u0637 \u0636\u0639\u0641:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/experimenting-with-ai-scientist-an-ai-powered-paper-review-tool-4mhh\/#%D8%B3%D9%88%D8%A7%D9%84%D8%A7%D8%AA_%D9%85%D8%B7%D8%B1%D8%AD_%D8%B4%D8%AF%D9%87_%D8%AA%D9%88%D8%B3%D8%B7_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\" >\u0633\u0648\u0627\u0644\u0627\u062a \u0645\u0637\u0631\u062d \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/experimenting-with-ai-scientist-an-ai-powered-paper-review-tool-4mhh\/#%D8%A8%D8%A7%D8%B2%D8%AA%D8%A7%D8%A8_%D9%87%D8%A7\" >\u0628\u0627\u0632\u062a\u0627\u0628 \u0647\u0627<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%85%D8%AD%DB%8C%D8%B7\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0646 \u0631\u0648\u0646\u062f \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0647 \u062f\u0631 \u06cc\u06a9 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af \u0648 \u0645\u062e\u0632\u0646 \u0631\u0633\u0645\u06cc GitHub \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0628\u0648\u062f \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f\u0645. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0633\u0631\u06cc\u0639 \u0627\u0632 \u0645\u0631\u0627\u062d\u0644 \u0627\u0633\u062a:<\/p>\n<p>1. \u0645\u062e\u0632\u0646 \u0631\u0627 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>   git clone https:\/\/github.com\/SakanaAI\/AI-Scientist.git\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>2. \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>   pip install -q anthropic aider-chat backoff openai\n   pip install -q pypdf pymupdf4llm\n   pip install -q torch numpy transformers datasets tiktoken wandb tqdm\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0637\u0628\u0642 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0631\u0633\u0645\u06cc\u060c \u062a\u06a9\u0633\u0644\u0627\u06cc\u0648 \u0641\u0648\u0644 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0627\u063a\u0630 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0648\u0644\u0628 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0646\u06af\u06cc\u0646 \u0627\u0633\u062a.<br \/>\u0645\u0646 \u0641\u0642\u0637 \u0645\u06cc \u062e\u0648\u0627\u0633\u062a\u0645 \u0627\u06cc\u0646 \u0628\u0627\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u0645\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0631\u062f \u06a9\u0631\u062f\u0646 \u0622\u0646 \u0645\u0634\u06a9\u0644\u06cc \u0628\u0647 \u0646\u0638\u0631 \u0646\u0645\u06cc \u0631\u0633\u06cc\u062f.<\/p>\n<p>3. \u06a9\u0644\u06cc\u062f OpenAI API \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f (\u0645\u0646 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc Google Colab \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645):<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>   <span class=\"kn\">import<\/span> <span class=\"n\">os<\/span>\n   <span class=\"kn\">from<\/span> <span class=\"n\">google.colab<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">userdata<\/span>\n   <span class=\"n\">api_key<\/span> <span class=\"o\">=<\/span> <span class=\"n\">userdata<\/span><span class=\"p\">.<\/span><span class=\"nf\">get<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">OPENAI_API_KEY<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n   <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">OPENAI_API_KEY<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">api_key<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\"><\/span>\n<p>  \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637\u060c \u0645\u0646 \u0622\u0645\u0627\u062f\u0647 \u0628\u0648\u062f\u0645 \u062a\u0627 AI-Scientist \u0631\u0627 \u0631\u0648\u06cc \u0645\u0642\u0627\u0644\u0627\u062a\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u0645. \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u0631\u0633\u06cc \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">openai<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">ai_scientist.perform_review<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">load_paper<\/span><span class=\"p\">,<\/span> <span class=\"n\">perform_review<\/span>\n\n<span class=\"n\">client<\/span> <span class=\"o\">=<\/span> <span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"nc\">OpenAI<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">gpt-4o-mini-2024-07-18<\/span><span class=\"sh\">\"<\/span>\n\n<span class=\"n\">paper_txt<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">load_paper<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">my-paper.pdf<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">review<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">perform_review<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">paper_txt<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">model<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">client<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">num_reflections<\/span><span class=\"o\">=<\/span><span class=\"mi\">5<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">num_fs_examples<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">num_reviews_ensemble<\/span><span class=\"o\">=<\/span><span class=\"mi\">5<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">temperature<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\"><\/span>\n<p>  \u0646\u062a\u0627\u06cc\u062c<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0646 AI-Scientist \u0631\u0627 \u0631\u0648\u06cc \u062f\u0648 \u0645\u0642\u0627\u0644\u0647 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062e\u0648\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0645:<\/p>\n<ol>\n<li>&#8220;\u0627\u0644\u06af\u0648\u06cc \u0645\u0634\u0627\u0631\u06a9\u062a \u062f\u0627\u0646\u0634 \u0622\u0645\u0648\u0632\u0627\u0646 \u0645\u0639\u062f\u0646 \u062f\u0631 \u062a\u06a9\u0644\u06cc\u0641 \u062a\u0639\u0637\u06cc\u0644\u0627\u062a \u062a\u0627\u0628\u0633\u062a\u0627\u0646\u06cc&#8221;<\/li>\n<li>&#8220;\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062a\u062f\u0631\u06cc\u0633 \u0627\u0646\u0639\u06a9\u0627\u0633\u06cc \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc&#8221;<\/li>\n<\/ol>\n<p>\u0628\u0627 \u06a9\u0645\u0627\u0644 \u062a\u0639\u062c\u0628\u060c \u0647\u0631 \u062f\u0648 \u0645\u0642\u0627\u0644\u0647 \u06cc\u06a9 \u062a\u0635\u0645\u06cc\u0645 &#8220;\u0631\u062f&#8221; \u0631\u0627 \u0627\u0632 \u062f\u0627\u0648\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062f\u0646\u062f\u060c \u0628\u0627 \u0646\u0645\u0631\u0627\u062a \u06a9\u0644\u06cc 4 \u0627\u0632 10. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0627\u0632 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0645\u0642\u0627\u0644\u0647 \u0627\u0648\u0644 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%D9%82%D8%A7%D8%B7_%D9%82%D9%88%D8%AA\"><\/span>\n<p>  \u0646\u0642\u0627\u0637 \u0642\u0648\u062a:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0628\u0647 \u06cc\u06a9 \u0645\u0648\u0636\u0648\u0639 \u0645\u0631\u062a\u0628\u0637 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 K-12 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f<\/li>\n<li>\u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644 \u0645\u062a\u0645\u0627\u06cc\u0632 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u062c\u0631\u0628\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0634\u0627\u0631\u06a9\u062a \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0627\u0646\u0634 \u0622\u0645\u0648\u0632\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%D9%82%D8%A7%D8%B7_%D8%B6%D8%B9%D9%81\"><\/span>\n<p>  \u0646\u0642\u0627\u0637 \u0636\u0639\u0641:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0641\u0642\u062f\u0627\u0646 \u062c\u0632\u0626\u06cc\u0627\u062a \u0631\u0648\u0634 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class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0648\u0634 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc<\/li>\n<li>\u067e\u0631\u0633 \u0648 \u062c\u0648 \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627 \u062f\u0631 \u06a9\u0627\u0631 \u0622\u06cc\u0646\u062f\u0647<\/li>\n<\/ul>\n<p>\u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0645\u0642\u0627\u0644\u0647 \u062f\u0648\u0645 \u0645\u0634\u0627\u0628\u0647 \u0628\u0648\u062f \u0648 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0631\u0627 \u062f\u0631 \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0645\u0633\u0627\u0626\u0644 \u0645\u0647\u0645 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631\u062c\u0633\u062a\u0647 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\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0645\u0642\u0627\u0644\u0627\u062a \u0642\u0628\u0644 \u0627\u0632 \u0627\u0631\u0633\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/li>\n<li>\u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0622\u06a9\u0627\u062f\u0645\u06cc\u06a9 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0627\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0642\u0636\u0627\u0648\u062a \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062a\u0641\u0633\u06cc\u0631 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ol>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0627 \u0628\u0647 \u0627\u062f\u063a\u0627\u0645 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u06cc\u0645\u060c \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0633\u062a\u06cc\u0627\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0628\u06cc\u0646\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u06cc. \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0627\u0648\u0644\u06cc\u0647 \u0648 \u0633\u0631\u06cc\u0639 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u060c \u0627\u0645\u0627 \u062f\u0631\u06a9 \u062f\u0642\u06cc\u0642 \u0632\u0645\u06cc\u0646\u0647 \u0648 \u0627\u0647\u0645\u06cc\u062a \u062a\u062d\u0642\u06cc\u0642 \u0647\u0646\u0648\u0632 \u0628\u0647 \u062a\u062e\u0635\u0635 \u0627\u0646\u0633\u0627\u0646\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0622\u06cc\u0627 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u062d\u0642\u06cc\u0642 \u062e\u0648\u062f \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u061f \u0645\u0646 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u0645 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u062c\u0631\u0628\u06cc\u0627\u062a \u0634\u0645\u0627 \u062f\u0631 \u0646\u0638\u0631\u0627\u062a \u0628\u0634\u0646\u0648\u0645!<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Summarize this content to 400 words in Persian Lang \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062d\u0642\u0642\u060c \u0645\u0646 \u0647\u0645\u06cc\u0634\u0647 \u0645\u062c\u0630\u0648\u0628 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0647\u0633\u062a\u0645 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0648\u0646\u062f \u062a\u062d\u0635\u06cc\u0644\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u0646\u062f. \u0627\u062e\u06cc\u0631\u0627\u064b \u0628\u0627 \u067e\u0631\u0648\u0698\u0647 \u062c\u0627\u0644\u0628\u06cc \u0628\u0647 \u0646\u0627\u0645 AI-Scientist \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u0645 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Sakana \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0646\u0648\u06cc\u062f \u0628\u0631\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc &hellip;<\/p>\n","protected":false},"author":2,"featured_media":73864,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-73863","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/73863","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=73863"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/73863\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/73864"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=73863"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=73863"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=73863"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}