{"id":686,"date":"2025-01-29T07:35:31","date_gmt":"2025-01-29T07:35:31","guid":{"rendered":"https:\/\/janusai.pro\/?p=686"},"modified":"2025-01-29T07:37:05","modified_gmt":"2025-01-29T07:37:05","slug":"i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive","status":"publish","type":"post","link":"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/","title":{"rendered":"Jag destillerade DeepSeek-R1: s kunskap om resonemangsf\u00f6rm\u00e5ga till Qwen2, och resultaten var verkligen explosiva !!!"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Inneh\u00e5llsf\u00f6rteckning<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"V\u00e4xla inneh\u00e5llsf\u00f6rteckning\"><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 .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><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A0_What_is_knowledge_distillation\" >\u2160. Vad \u00e4r kunskapsdestillation?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#IICore_concepts\" >II.Centrala begrepp<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#21_Template_design\" >2.1 Utformning av mall<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\" >2.2 Resonemangets bana: \"Tankekedjan\" f\u00f6r modellens l\u00f6sning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\" >2.3 Avvisande provtagning: Filtrering av bra data fr\u00e5n \"trial and error<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A2Generation_of_distilled_data\" >Generering av destillerade data (\u2162)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Data_sources\" >Datak\u00e4llor:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Distillation_data_generation_process\" >Process f\u00f6r generering av destillationsdata:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A3Distillation_process\" >\u2163.Destillationsprocess<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Teacher_and_student_roles\" >L\u00e4rar- och elevroller:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#Training_steps\" >Utbildningssteg:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A4_Example_demonstration\" >\u2164. Exempel p\u00e5 demonstration<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/janusai.pro\/sv\/i-distilled-deepseek-r1s-reasoning-ability-knowledge-into-qwen2-and-the-results-were-really-explosive\/#%E2%85%A5_Summary\" >\u2165. Sammanfattning<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A0_What_is_knowledge_distillation\"><\/span><strong>\u2160. <\/strong>Vad \u00e4r kunskapsdestillation?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Kunskapsdestillation \u00e4r en modellkomprimeringsteknik som anv\u00e4nds f\u00f6r att \u00f6verf\u00f6ra kunskap fr\u00e5n en stor, komplex modell (l\u00e4rarmodellen) till en liten modell (studentmodellen). <\/p>\n\n\n\n<p>Grundprincipen \u00e4r att l\u00e4rarmodellen undervisar studentmodellen genom att f\u00f6ruts\u00e4ga resultat (t.ex. sannolikhetsf\u00f6rdelningar eller slutledningsprocesser), och studentmodellen f\u00f6rb\u00e4ttrar sin prestanda genom att l\u00e4ra sig av dessa f\u00f6ruts\u00e4gelser. <\/p>\n\n\n\n<p>Denna metod \u00e4r s\u00e4rskilt l\u00e4mplig f\u00f6r resursbegr\u00e4nsade enheter som mobiltelefoner eller inb\u00e4ddade enheter.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"IICore_concepts\"><\/span>II.Centrala begrepp<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_Template_design\"><\/span>2.1 Utformning av mall<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Mall: Ett strukturerat format som anv\u00e4nds f\u00f6r att standardisera modellutdata. Till exempel\n<ul class=\"wp-block-list\">\n<li>: Markerar b\u00f6rjan p\u00e5 resonemangsprocessen.<\/li>\n\n\n\n<li>: Markerar slutet p\u00e5 resonemangsprocessen.<\/li>\n\n\n\n<li>: Markerar b\u00f6rjan p\u00e5 det slutliga svaret.<\/li>\n\n\n\n<li>: Markerar slutet p\u00e5 det slutliga svaret.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Funktion:\n<ul class=\"wp-block-list\">\n<li>Tydlighet: Precis som \"uppmaningsorden\" i en fyll-i-blanketten-fr\u00e5ga talar det om f\u00f6r modellen att \"tankeprocessen g\u00e5r hit och svaret g\u00e5r dit\".<\/li>\n\n\n\n<li>Enhetlighet: S\u00e4kerst\u00e4ller att alla utdata f\u00f6ljer samma struktur, vilket underl\u00e4ttar efterf\u00f6ljande bearbetning och analys.<\/li>\n\n\n\n<li>L\u00e4sbarhet: M\u00e4nniskor kan enkelt skilja mellan resonemangsprocessen och svaret, vilket f\u00f6rb\u00e4ttrar anv\u00e4ndarupplevelsen.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_Reasoning_trajectory_The_%E2%80%9Cthinking_chain%E2%80%9D_of_the_models_solution\"><\/span>2.2 Resonemangets bana: \"Tankekedjan\" f\u00f6r modellens l\u00f6sning<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Resonemangets bana: De detaljerade steg som genereras av modellen n\u00e4r ett problem ska l\u00f6sas visar modellens logiska kedja.<\/li>\n\n\n\n<li>Exempel:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"290\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png\" alt=\"\" class=\"wp-image-689\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-300x115.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b8eff676-f9d7-436c-9ee7-1e423242825d-18x7.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_Rejection_sampling_Filtering_good_data_from_%E2%80%9Ctrial_and_error\"><\/span>2.3 Avvisande provtagning: Filtrering av bra data fr\u00e5n \"trial and error<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Provtagning av avslag: Generera flera kandidaters svar och beh\u00e5ll de bra, ungef\u00e4r som n\u00e4r man skriver ett utkast och sedan kopierar det r\u00e4tta svaret p\u00e5 ett prov.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A2Generation_of_distilled_data\"><\/span>Generering av destillerade data (\u2162)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Det f\u00f6rsta steget i kunskapsdestillationen \u00e4r att generera h\u00f6gkvalitativa \"undervisningsdata\" som sm\u00e5 modeller kan l\u00e4ra sig av.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_sources\"><\/span><strong>Datak\u00e4llor<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>80% fr\u00e5n resonemangsdata som genererats av <a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-R1\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DeepSeek-R1<\/a><\/li>\n\n\n\n<li>20% fr\u00e5n DeepSeek-V3 allm\u00e4n uppgiftsdata.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Distillation_data_generation_process\"><\/span><strong>Process f\u00f6r generering av destillationsdata<\/strong>:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Regel f\u00f6r filtrering<\/strong>: kontrollerar automatiskt att svaret \u00e4r korrekt (t.ex. om det matematiska svaret \u00f6verensst\u00e4mmer med formeln).<\/li>\n\n\n\n<li><strong>Kontroll av l\u00e4sbarhet<\/strong>: eliminerar blandade spr\u00e5k (t.ex. kinesiska och engelska blandat) eller l\u00e5nga stycken.<\/li>\n\n\n\n<li><strong>Mallstyrd generering<\/strong>: kr\u00e4ver att DeepSeek-R1 matar ut inferensbanor i enlighet med mallen.<\/li>\n\n\n\n<li><strong>Filtrering av avvisningsprovtagning<\/strong>:<\/li>\n\n\n\n<li><strong>Integration av data<\/strong>: 800.000 h\u00f6gkvalitativa prover genererades slutligen, inklusive cirka 600.000 inferensdata och cirka 200.000 allm\u00e4nna data.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A3Distillation_process\"><\/span>\u2163.Destillationsprocess<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Teacher_and_student_roles\"><\/span>L\u00e4rar- och elevroller:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepSeek-R1 som l\u00e4rarmodell;<\/li>\n\n\n\n<li>Qwen-serien modellerar som studentmodell.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_steps\"><\/span>Utbildningssteg:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>F\u00f6rst, datainmatning: du m\u00e5ste mata in fr\u00e5gedelen av de 800.000 proven i Qwen-modellen och be den generera en komplett slutledningsbana (tankeprocess + svar) enligt mallen. Detta \u00e4r ett mycket viktigt steg<\/p>\n\n\n\n<p>D\u00e4refter f\u00f6rlustber\u00e4kning: j\u00e4mf\u00f6r utdata som genereras av studentmodellen med l\u00e4rarmodellens inferensbana och anpassa textsekvensen genom \u00f6vervakad finjustering (SFT). Om du inte \u00e4r s\u00e4ker p\u00e5 vad SFT \u00e4r hoppas jag att du kommer att s\u00f6ka efter det h\u00e4r nyckelordet f\u00f6r att l\u00e4ra dig mer<\/p>\n\n\n\n<p>Slutf\u00f6r parameteruppdateringar f\u00f6r studentens st\u00f6rre modell: Optimera parametrarna f\u00f6r Qwen-modellen genom backpropagation f\u00f6r att approximera utdata fr\u00e5n l\u00e4rarmodellen.<\/p>\n\n\n\n<p>Genom att upprepa denna utbildningsprocess flera g\u00e5nger s\u00e4kerst\u00e4lls att kunskapen \u00f6verf\u00f6rs i tillr\u00e4cklig omfattning. D\u00e4rmed uppn\u00e5s det ursprungliga utbildningsm\u00e5let. Vi kommer att ge dig ett exempel f\u00f6r att visa detta, och vi hoppas att du kommer att f\u00f6rst\u00e5<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A4_Example_demonstration\"><\/span>\u2164. Exempel p\u00e5 demonstration<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Artikeln visar destillationseffekten genom en specifik ekvationsl\u00f6sningsuppgift (solve equation):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Standardutdata f\u00f6r l\u00e4rarmodellen:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"771\" height=\"328\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png\" alt=\"\" class=\"wp-image-690\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352.png 771w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-300x128.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-768x327.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/3a53b6a8-36d2-4251-ab0f-8646d7646352-18x8.png 18w\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Qwen-7B utg\u00e5ng f\u00f6re destillation:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"766\" height=\"178\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png\" alt=\"\" class=\"wp-image-688\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb.png 766w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-300x70.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/51c44a52-01a0-474a-8d47-5483613286fb-18x4.png 18w\" sizes=\"auto, (max-width: 766px) 100vw, 766px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Qwen-7B utg\u00e5ng efter destillation:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"759\" height=\"260\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png\" alt=\"\" class=\"wp-image-687\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c.png 759w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-300x103.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/61c7fb80-d903-4339-971c-9613b5ac199c-18x6.png 18w\" sizes=\"auto, (max-width: 759px) 100vw, 759px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Optimerad l\u00f6sning: En strukturerad slutledningsprocess genereras och svaret \u00e4r detsamma som l\u00e4rarmodellen.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%85%A5_Summary\"><\/span>\u2165. Sammanfattning<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Genom kunskapsdestillation \u00f6verf\u00f6rs slutledningsf\u00f6rm\u00e5gan hos DeepSeek-R1 effektivt till Qwen-serien med sm\u00e5 modeller. Denna process fokuserar p\u00e5 mallar f\u00f6r utdata och urval av avslag. Genom strukturerad datagenerering och f\u00f6rfinad tr\u00e4ning kan sm\u00e5 modeller \u00e4ven utf\u00f6ra komplexa inferensuppgifter i resursbegr\u00e4nsade scenarier. Denna teknik utg\u00f6r en viktig referens f\u00f6r l\u00e4ttviktig drifts\u00e4ttning av AI-modeller.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u2160. Vad \u00e4r kunskapsdestillation? Kunskapsdestillation \u00e4r en modellkomprimeringsteknik som anv\u00e4nds f\u00f6r att \u00f6verf\u00f6ra kunskap fr\u00e5n en stor, komplex modell (l\u00e4rarmodellen) till en liten modell (elevmodellen). Grundprincipen \u00e4r att l\u00e4rarmodellen l\u00e4r ut elevmodellen genom att f\u00f6ruts\u00e4ga resultat (t.ex. sannolikhetsf\u00f6rdelningar eller slutledningsprocesser), och...<\/p>","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-686","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/posts\/686","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/comments?post=686"}],"version-history":[{"count":2,"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/posts\/686\/revisions"}],"predecessor-version":[{"id":692,"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/posts\/686\/revisions\/692"}],"wp:attachment":[{"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/media?parent=686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/categories?post=686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/janusai.pro\/sv\/wp-json\/wp\/v2\/tags?post=686"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}