{"id":18159,"date":"2025-02-04T13:12:45","date_gmt":"2025-02-04T13:12:45","guid":{"rendered":"https:\/\/test.tilde.ai\/?p=18159"},"modified":"2025-11-29T14:03:04","modified_gmt":"2025-11-29T12:03:04","slug":"the-race-of-ai-models","status":"publish","type":"post","link":"https:\/\/test.tilde.ai\/et\/blog\/the-race-of-ai-models\/","title":{"rendered":"Tehisaru v\u00f5idujooks: kuidas v\u00e4iksemad keeled tempos p\u00fcsivad?\u00a0"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"18159\" class=\"elementor elementor-18159\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ebcd9b e-flex e-con-boxed e-con e-parent\" data-id=\"7ebcd9b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11105e3 elementor-widget elementor-widget-shortcode\" data-id=\"11105e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"page\" data-elementor-id=\"21097\" class=\"elementor elementor-21097\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-58a3430b e-flex e-con-boxed e-con e-parent\" data-id=\"58a3430b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d2f31d9 elementor-widget elementor-widget-shortcode\" data-id=\"6d2f31d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><nav aria-label=\"riivsai\" class=\"rank-math-breadcrumb\"><p><span class=\"last\">Avaleht<\/span><\/p><\/nav><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3856ae94 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"3856ae94\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Tehisaru v\u00f5idujooks: kuidas v\u00e4iksemad keeled tempos p\u00fcsivad?\u00a0<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23eb1b5c elementor-align-center elementor-mobile-align-left elementor-widget elementor-widget-post-info\" data-id=\"23eb1b5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-1935125 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/test.tilde.ai\/et\/2025\/02\/04\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>4. veebruar 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-343074d3 e-flex e-con-boxed e-con e-parent\" data-id=\"343074d3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1aede4a9 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"1aede4a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:2,&quot;sizes&quot;:[]},&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:80}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1596\" height=\"950\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/Jurgita_blogam.png\" class=\"attachment-full size-full wp-image-18164\" alt=\"Tiitlipilt koos dr Jurgita Kapo\u010di\u016bt\u0117-Dzikien\u0117\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/Jurgita_blogam.png 1596w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/Jurgita_blogam-300x179.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/Jurgita_blogam-1024x610.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/Jurgita_blogam-768x457.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/Jurgita_blogam-1536x914.png 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/Jurgita_blogam-18x12.png 18w\" sizes=\"(max-width: 1596px) 100vw, 1596px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-736a2f25 e-flex e-con-boxed e-con e-parent\" data-id=\"736a2f25\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2fc903b3 elementor-widget elementor-widget-text-editor\" data-id=\"2fc903b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><\/p>\n<p><strong>Alates statistiliste keelemudelite tekkest 1980. aastatel on valdkond l\u00e4binud m\u00e4rgatava muutuse. Aastak\u00fcmnete jooksul on arenenud nende mudelite loomise meetodid, kasvanud t\u00f6\u00f6deldud andmete maht ning ka mudelid ise on muutunud keerukamaks. Parameetrite arv \u2013 matemaatiliste koefitsientide hulk valemites \u2013 on pidevalt suurenenud. 2020. aastaks oli seoses <em>ChatGPT<\/em>kasutuselev\u00f5tuga hakatud laialdaselt kasutama m\u00f5istet \u201esuur keelemudel\u201c. T\u00e4nap\u00e4eval on raske leida kedagi, kes poleks sellest kuulnud. Mida t\u00e4hendab aga \u201esuur\u201c keelemudelite kontekstis? Kunagi peeti \u00fc\u00fcratuks 3 miljardi parameetriga mudelit, ometi pole t\u00e4nap\u00e4eval sellised numbrid enam \u00fcllatavad. <em>OpenAI<\/em> ei ole avalikustanud mudeli <em>GPT-4<\/em>t\u00e4pset parameetrite arvu, kuid hinnanguliselt v\u00f5ib see olla 1\u201310 triljonit.<\/strong><\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Toimumas on teadusrevolutsioon, kus suurte keelemudelite kohta avaldatakse enneolematult palju publikatsioone. Teadlased kogu maailmas v\u00f5istlevad, et v\u00e4lja t\u00f6\u00f6tada \u00fcha v\u00f5imsamaid, t\u00e4psemaid ja mitmek\u00fclgsemaid mudeleid. Need mudelid peavad olema suutelised vastama k\u00fcsimustele, v\u00f5tma kokku teavet, t\u00f5lkima tekste ja k\u00e4sitlema mitmesuguseid keeltega seotud \u00fclesandeid. Kuid ainu\u00fcksi suur hulk parameetreid ei taga edu. Iga parameeter tuleb peenh\u00e4\u00e4lestada: see vajab sobivat matemaatilist v\u00e4\u00e4rtust, mis on v\u00f5imalik vaid piisavate treeningandmetega. Protsess algab mudeli arhitektuuri kujundamisega \u2013 m\u00e4\u00e4ratakse matemaatilised valemid ja koefitsiendid, mis algselt seatakse juhuslikele v\u00e4\u00e4rtustele. Sedam\u00f6\u00f6da, kuidas mudel treeningandmeid t\u00f6\u00f6tleb, t\u00e4psustatakse neid koefitsiente. Kui arhitektuur on liiga suur ja andmekogum liiga v\u00e4ike, on mudel ebat\u00e4pne ja aldis \u201ehallutsinatsioonidele\u201c. Kui aga mudel on liiga v\u00e4ike, kuid andmekogum tohutu, j\u00e4\u00e4b mudelil vajaka suutlikkusest kogu teavet t\u00f5husalt vastu v\u00f5tta.<\/p>\n<p>\u00a0<\/p>\n<p><\/p>\n<p><\/p>\n<p>Kuna kasutajate ootused on j\u00e4rjest suuremad, on treeningandmete nappus muutumas \u00fcha pakilisemaks probleemiks. V\u00f5rreldes inglise, saksa v\u00f5i poola keelega, on leedu keeles k\u00e4ttesaadavaid tekste oluliselt v\u00e4hem. Teadlased tegelevad aktiivselt selle probleemi lahendamisega. N\u00e4iteks teeb ettev\u00f5te <em>Tilde<\/em> koost\u00f6\u00f6d <em>Vytautas Suure \u00dclikooli professor<\/em> ja <em>Vilniuse \u00dclikooliga<\/em> , et koguda rohkem andmeid, mis on aluseks t\u00e4psemate mudelite v\u00e4ljat\u00f6\u00f6tamisele. Suured tehnoloogiaettev\u00f5tted, nagu <em>OpenAI<\/em>, <em>Meta<\/em>, ja <em>Google DeepMind<\/em> , seisavad v\u00e4iksemate keelte puhul samuti silmitsi piiratud andmete probleemiga. Nende mudelid on aga mitmekeelsed, mis teeb need kohanemisv\u00f5imelisemaks. Rakendades domineerivatest keeltest saadud teadmisi ja kasutades keeltevahelisi seoseid, saavad mitmekeelsed mudelid v\u00e4iksemaid keeli paremini toetada. Just seet\u00f5ttu arendabki <em>Tilde<\/em> oma mitmekeelset mudelit <em><a href=\"https:\/\/test.tilde.ai\/et\/tildeopen-llm\/\">TildeLM<\/a><\/em>keskendudes selgelt v\u00e4iksematele keeltele, nagu leedu, l\u00e4ti ja eesti keel.\u00a0<\/p>\n<p>\u00a0<\/p>\n<p><\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-6a64be29\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<p><\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1000\" height=\"667\" class=\"wp-image-18162\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/17690.jpg\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/17690.jpg 1000w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/17690-300x200.jpg 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/17690-768x512.jpg 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/02\/17690-18x12.jpg 18w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n<p><\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-f4885452\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<p><\/p>\n<p>\u00a0<\/p>\n<p>Konkurents keelemudelite vahel on karm. Domineerimise nimel konkureerivad pidevalt sellised mudelid nagu <em>GPT<\/em>, <em>Mistral<\/em>, <em>Llama<\/em>, <em>Gemma<\/em>, <em>Claude<\/em>, <em>Bloom<\/em>ja <em>Solar.<\/em> \u00dcks suurem proovikivi on siiski veel: puudub teave selle kohta, kuidas need mudelid v\u00e4iksemate keelte puhul toimivad. Keskmisele kasutajale v\u00f5ivad need mudelid tunduda muljet avaldavalt t\u00e4psed, kuid teatud valdkondades, nagu meditsiin v\u00f5i \u00f5igus, v\u00f5ivad isegi v\u00e4iksematel vigadel olla t\u00f5sised tagaj\u00e4rjed. Lisaks kuuluvad paljud enim arenenud mudelid (nt <em>GPT<\/em>) eraettev\u00f5tetele, mis reguleerivad andmetele juurdep\u00e4\u00e4su. See tekitab muret tundlike andmete turvalisuse p\u00e4rast ja raskendab nende andmete rakendamist kriitilistes valdkondades.<\/p>\n<p>\u00a0<\/p>\n<p><\/p>\n<p><\/p>\n<p>Kas on olemas alternatiive? <strong>Jah, avatud kaaludega mudelid!<\/strong> Kasutajad saavad need otse oma arvutisse alla laadida ja teha \u00fchte j\u00e4rgmistest: 1) peenh\u00e4\u00e4lestada oma andmetega v\u00f5i 2) kasutada neid olemasoleval kujul, koos hoolikalt viimistletud juhistega. Esimene l\u00e4henemisviis n\u00f5uab t\u00e4iendavaid treeningandmeid ja m\u00e4rkimisv\u00e4\u00e4rseid andmet\u00f6\u00f6tlusressursse, muutes selle paljudele kasutajatele k\u00e4ttesaamatuks. Seet\u00f5ttu keskendusime oma <a href=\"https:\/\/arxiv.org\/abs\/2501.03952\" target=\"_blank\" rel=\"noopener\"><strong>hiljutises uuringus,<\/strong><\/a> mis on vastu v\u00f5etud ette kandmiseks teaduskonverentsil NoDaLiDa\/Baltic-HLT, teise l\u00e4henemisviisi hindamisele.<\/p>\n<p>\u00a0<\/p>\n<p><\/p>\n<p><\/p>\n<p>Uuringus testiti <strong>12 eri keelemudelit,<\/strong> et hinnata nende v\u00f5imet m\u00f5ista ja luua teksti leedu, l\u00e4ti ja eesti keeles. See h\u00f5lmas nii omandip\u00f5hiseid mudeleid (<em>GPT-3 .5<\/em> Turbo, <em>GPT-4<\/em>, ja <em>Gpt-4o<\/em>) kui ka avatud kaaludega mudeleid (<em>Llama 3,<\/em>3.1 ja 3.2 koos 3, 8 ja 70 miljardi parameetriga; <em>Mistral<\/em> 12 miljardi parameetriga; <em>Gemma2<\/em> 9 ja 27 miljardi parameetriga ning <em>Phi<\/em> 3 ja 14 miljardi parameetriga).<\/p>\n<p>\u00a0<\/p>\n<p><\/p>\n<p><\/p>\n<p>Esimene katse keskendus <strong>masint\u00f5lke t\u00e4psusele<\/strong>, v\u00f5rreldes t\u00f5lkeid inglise keele ja Baltimaade kolme keele vahel. Ei ole \u00fcllatav, et parimaid tulemusi saavutasid GPT mudelid, kuid <em>Gemma2<\/em> (27 miljardit parameetrit) ja <em>Llama<\/em> 3.1 (70 miljardit parameetrit) esitasid t\u00f5lkekvaliteedi, mis oli v\u00f5rreldav <em>GPT<\/em> mudelitega. K\u00f5ige kehvemaid tulemusi andsid <em>Phi<\/em> mudelid. Tulemusi v\u00f5rreldi ka \u00fche enim arenenud masint\u00f5lkes\u00fcsteemiga <em>DeepL<\/em>, mille t\u00f5lkekvaliteet vastas <em>Gpt-4o<\/em>omale. See n\u00e4itab, et suured keelemudelid on n\u00fc\u00fcd v\u00f5imelised tootma t\u00f5lkeid, mis konkureerivad spetsiaalsete t\u00f5lkes\u00fcsteemide t\u00f5lgetega.<\/p>\n<p>\u00a0<\/p>\n<p><\/p>\n<p><\/p>\n<p>Teises \u00fclesandes pidid mudelid <strong>vastama valikvastustega k\u00fcsimustele<\/strong> leedu, l\u00e4ti ja eesti keeles. See ei n\u00f5udnud mitte ainult arusaamist, vaid ka oskust esitada \u00f5ige vastus sobivas vormis. Taas olid parimad mudelid <em>Gpt-4o<\/em>, <em>Llama<\/em> 3.1 (70 miljardit parameetrit) ja <em>Gemma2<\/em> (27 miljardit parameetrit). Inglise keelega v\u00f5rreldes oli aga v\u00e4iksemate keelte t\u00e4psus oluliselt madalam.<\/p>\n<p>\u00a0<\/p>\n<p><\/p>\n<p><\/p>\n<p>Kolmandas katses hinnati, <strong>kui h\u00e4sti v\u00f5iksid need mudelid vastata avatud k\u00fcsimustele<\/strong> leedu ja l\u00e4ti keeles eri valdkondades. Parimad mudelid saavutasid 80\u201390% t\u00e4psuse. Hinnati ka tekstiloome ladusust. Kolm parimat mudelit j\u00e4id ka siin samaks. Lisaks testisime ettev\u00f5tte <em>Neurotechnology<\/em> v\u00e4lja t\u00f6\u00f6tatud \u00fchekeelseid <em>Llama2<\/em>mudeleid (7 miljardit ja 13 miljardit parameetrit), mis olid kohandatud spetsiaalselt leedu keele jaoks. Need mudelid tekitasid erakordselt ladusat leedukeelset teksti, kuid nende t\u00e4psus oli siiski oluliselt madalam kui suurtel mitmekeelsetel mudelitel.<\/p>\n<p>\u00a0<\/p>\n<p><\/p>\n<p><\/p>\n<p>See teadust\u00f6\u00f6 kinnitas taas t\u00e4htsat asjaolu: <strong>treeningandmete kvaliteet ja mitmekesisus on \u00e4\u00e4rmiselt olulised <\/strong>. Kui tahame, et keelemudelid saavutaksid v\u00e4iksemate keelte puhul sama t\u00e4psuse kui suuremate keelte puhul, on oluline aktiivne koost\u00f6\u00f6 teadusringkondades. See h\u00f5lmab pidevat andmekogumist ja spetsiaalsete mudelite v\u00e4ljat\u00f6\u00f6tamist. <strong>Tehkem v\u00f5istlemise asemel koost\u00f6\u00f6d!<\/strong><\/p>\n<div class=\"wp-block-qi-blocks-call-to-action qodef-block-container qodef-block-7fff17c8\">\n<div class=\"qi-block-call-to-action qodef-block qodef-m qodef-layout--standard\">\n<div class=\"qodef-m-inner\">\n<div class=\"qodef-m-button\">\n<p><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><!-- \/wp:qi-blocks\/call-to-action --><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55ea5ed e-flex e-con-boxed e-con e-parent\" data-id=\"55ea5ed\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b0a0897 e-con-full e-flex e-con e-child\" data-id=\"b0a0897\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a4a1bc8 elementor-widget elementor-widget-heading\" data-id=\"a4a1bc8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Kas olete huvitatud AI rakendamisest oma organisatsioonis?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64a9f0e elementor-widget elementor-widget-text-editor\" data-id=\"64a9f0e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"qodef-m-content\">\n<div class=\"qodef-m-text\">V\u00f5tke meiega \u00fchendust juba t\u00e4na ja vaadake, kuidas meie lahendused saavad teie t\u00f6\u00f6voogu parandada.<\/div>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4861db1 e-con-full e-flex e-con e-child\" data-id=\"4861db1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-839a1f5 elementor-widget elementor-widget-button\" data-id=\"839a1f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/test.tilde.ai\/et\/contact-us\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Broneeri demo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-028bf2b e-flex e-con-boxed e-con e-parent\" data-id=\"028bf2b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-619bd10 elementor-widget elementor-widget-shortcode\" data-id=\"619bd10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"section\" data-elementor-id=\"20957\" class=\"elementor elementor-20957\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-acd72f3 e-flex e-con-boxed e-con e-parent\" data-id=\"acd72f3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a7fada elementor-widget elementor-widget-heading\" data-id=\"2a7fada\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Mis on Tildes uut?\n<\/h4>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cafb956 e-flex e-con-boxed e-con e-parent\" data-id=\"cafb956\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84bcf49 elementor-grid-4 elementor-posts--align-left e-transform elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-widget elementor-widget-posts\" data-id=\"84bcf49\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;classic_columns&quot;:&quot;4&quot;,&quot;classic_row_gap&quot;:{&quot;unit&quot;:&quot;em&quot;,&quot;size&quot;:1.5,&quot;sizes&quot;:[]},&quot;classic_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;em&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;classic_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;em&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;classic_columns_tablet&quot;:&quot;2&quot;,&quot;classic_columns_mobile&quot;:&quot;1&quot;,&quot;_transform_translateX_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.classic\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-classic elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-22725 post type-post status-publish format-standard has-post-thumbnail hentry category-news\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/test.tilde.ai\/et\/news\/tilde-and-unesco-partner-to-break-language-barriers-in-small-island-developing-states\/\" tabindex=\"-1\">\n\t\t\t<div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1.png\" class=\"attachment-full size-full wp-image-22726\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1-300x200.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1-768x512.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1-18x12.png 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/test.tilde.ai\/et\/news\/tilde-and-unesco-partner-to-break-language-barriers-in-small-island-developing-states\/\">\n\t\t\t\tTilde ja UNESCO partner murravad v\u00e4ikesaarte arenguriikides keelebarj\u00e4\u00e4re\u00a0\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-20624 post type-post status-publish format-standard has-post-thumbnail hentry category-news\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/test.tilde.ai\/et\/news\/ai-translation-for-ukraine\/\" tabindex=\"-1\">\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1703\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-scaled.jpg\" class=\"attachment-full size-full wp-image-20625\" alt=\"Art\u016brs Vasi\u013cevskis andis s\u00fcmboolselt Ukraina saatkonnale L\u00e4tis \u00fcle AI-powered t\u00f5lkeplatvormi\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-scaled.jpg 2560w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-300x200.jpg 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-1024x681.jpg 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-768x511.jpg 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-1536x1022.jpg 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-2048x1363.jpg 2048w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-18x12.jpg 18w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/test.tilde.ai\/et\/news\/ai-translation-for-ukraine\/\">\n\t\t\t\tL\u00e4ti v\u00e4ljat\u00f6\u00f6tatud tehisintellekti t\u00f5lkevahend, et aidata Ukrainal ELiga \u00fchinemise teel\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-20213 post type-post status-publish format-standard has-post-thumbnail hentry category-news\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/test.tilde.ai\/et\/news\/tilde-releases-tildeopen-llm\/\" tabindex=\"-1\">\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-scaled.jpg\" class=\"attachment-full size-full wp-image-20214\" alt=\"Tiitlipilt kallistava n\u00e4oplatvormiga ekraanil\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-scaled.jpg 2560w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-300x200.jpg 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-1024x683.jpg 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-768x512.jpg 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-1536x1024.jpg 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-2048x1365.jpg 2048w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-18x12.jpg 18w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/test.tilde.ai\/et\/news\/tilde-releases-tildeopen-llm\/\">\n\t\t\t\tTilde avaldas Euroopa keelte tehisarumudeli TildeOpen LLM\u00a0\u00a0\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-19394 post type-post status-publish format-standard has-post-thumbnail hentry category-blog category-llm\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/test.tilde.ai\/et\/blog\/human-level-ai-scientific-breakthroughs\/\" tabindex=\"-1\">\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"476\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam.jpg\" class=\"attachment-full size-full wp-image-19397\" alt=\"Jurgita Kapo\u010di\u016bte-Dzikiene\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam.jpg 800w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam-300x179.jpg 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam-768x457.jpg 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/test.tilde.ai\/et\/blog\/human-level-ai-scientific-breakthroughs\/\">\n\t\t\t\tInimtasemel tehisaru: millised teaduslikud l\u00e4bimurded toimuvad?\u00a0\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Alates statistiliste keelemudelite tekkest 1980. aastatel on valdkond l\u00e4binud t\u00e4helepanuv\u00e4\u00e4rse transformatsiooni. Aastak\u00fcmnete jooksul meetodid nende tehisintellekti loomiseks<\/p>","protected":false},"author":2,"featured_media":18164,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[108,136],"tags":[],"class_list":["post-18159","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-llm"],"_links":{"self":[{"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/posts\/18159","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/comments?post=18159"}],"version-history":[{"count":0,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/posts\/18159\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/media\/18164"}],"wp:attachment":[{"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/media?parent=18159"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/categories?post=18159"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/tags?post=18159"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}