{"id":18029,"date":"2025-01-22T13:13:54","date_gmt":"2025-01-22T13:13:54","guid":{"rendered":"https:\/\/test.tilde.ai\/?p=18029"},"modified":"2025-11-27T17:11:14","modified_gmt":"2025-11-27T15:11:14","slug":"the-llm-data-dilemma","status":"publish","type":"post","link":"https:\/\/test.tilde.ai\/et\/blog\/the-llm-data-dilemma\/","title":{"rendered":"Suurte keelemudelite andmedilemma: p\u00f5hjatu sopalaugas v\u00f5i kindlapiiriline kullasoon?\u00a0"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"18029\" class=\"elementor elementor-18029\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7df04f8 e-flex e-con-boxed e-con e-parent\" data-id=\"7df04f8\" 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-10aa635 elementor-widget elementor-widget-shortcode\" data-id=\"10aa635\" 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\">Suurte keelemudelite andmedilemma: p\u00f5hjatu sopalaugas v\u00f5i kindlapiiriline kullasoon?\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\/01\/22\/\">\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>22. jaanuar 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\/01\/Toma_blogam_3-min.png\" class=\"attachment-full size-full wp-image-18061\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/Toma_blogam_3-min.png 1596w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/Toma_blogam_3-min-300x179.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/Toma_blogam_3-min-1024x610.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/Toma_blogam_3-min-768x457.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/Toma_blogam_3-min-1536x914.png 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/Toma_blogam_3-min-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-6b335d0d e-flex e-con-boxed e-con e-parent\" data-id=\"6b335d0d\" 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-2eff0149 elementor-widget elementor-widget-text-editor\" data-id=\"2eff0149\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t\n<p><em>Esitaja (d): dr Toms Bergmanis, Tilde AI teadur<\/em><\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-55b7b043\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<p>Inimkeelt m\u00f5istvate ja genereerivate tehisintellektis\u00fcsteemide loomine n\u00f5uab tohutul hulgal keeleandmeid. Just andmed annavad suurele keelemudelile (LLM ehk large language model) v\u00f5ime inimkeelt m\u00f5ista ja luua. Kuid siinkohal peab kahjuks paika kulunud v\u00e4ljend \u201eandmetel ja andmetel on vahe\u201c. Ja seesama vahe eristab toimivat mudelit kasutust.\u00a0\u00a0<\/p>\n\n<p>Euroopa ja Ameerika viimatiste LLM-ide mudelikaartide p\u00f5hjal hinnates on LLM-ide treenimiseks saadaval suur hulk teksti. Tegelikkuses sisaldab see tekstihulk kvaliteetseid ja korralikult kureeritud andmeid v\u00f5rdlemisi v\u00e4hesel m\u00e4\u00e4ral, samas kui p\u00f5himass saadakse oportunistlikult veebi koorides.\u00a0<\/p>\n\n<p>Tilde mitmekeelse aluskeelemudeli <a href=\"https:\/\/test.tilde.ai\/et\/tildeopen-llm\/\">TildeLM<\/a>arendamisel on teada-tuntud vanas\u00f5na \u201emida k\u00fclvad, seda l\u00f5ikad\u201c kujunenud reaalseks probleemiks. \u00dchest k\u00fcljest prognoosime, et vajame 30\u202fmiljardi parameetrise aluskeelemudeli treenimiseks ligikaudu 600\u2013700\u202fmiljardi s\u00f5na suurust andmestikku. Aga teisest k\u00fcljest tundub, et iga esmapilgul kullasoonena n\u00e4iv tekstikogum osutub kohe, kui hakkame selle kvaliteeti uurima, hoopis Pandora laekaks.\u00a0<\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-510a8767\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<h4 class=\"wp-block-heading\">Praeguste andmestike kitsaskohad\u00a0\u00a0<\/h4>\n\n<p>Enamik <strong>LLM-ide treenimiseks saadaolevaid andmeid p\u00e4rineb kahest p\u00f5hiallikast: <a href=\"https:\/\/commoncrawl.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Common Crawl<\/a> ja <a href=\"https:\/\/web.archive.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Internet Archive<\/a>. <\/strong>Tegu on kahe andmehoidlaga, mis luuakse miljonitelt veebilehtedelt teabe koorimise teel. Kuigi need allikad sisaldavad hulgaliselt materjali, on neil ka m\u00e4rkimisv\u00e4\u00e4rseid puuduj\u00e4\u00e4ke, eriti kui v\u00f5rrelda inglise keelt k\u00f5igi teiste keeltega.\u00a0\u00a0\u00a0<\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-2da84bc4\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"690\" class=\"wp-image-18031\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_1-1-1024x690.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_1-1-1024x690.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_1-1-300x202.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_1-1-768x517.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_1-1-1536x1035.png 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_1-1-18x12.png 18w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_1-1.png 1596w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<p><em>Andmete jaotus HPLT-v2 andmestikus: inglise keel v\u00f5rreldes 13\u202fkeelega, mida r\u00e4\u00e4gib kokku \u00fcle 250\u202fmiljoni inimese\u00a0<\/em><\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-7895066b\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<p>Inglise keel on \u00fclekaalus andmestikust s\u00f5ltumata. <strong>Inglise keele s\u00f5nade arv ei ole igas andmestikus peajagu \u00fcle \u00fcksnes mis tahes \u00fcksikkeele s\u00f5nade arvust, vaid lausa tervete geograafiliste piirkondade k\u00f5igi keelte s\u00f5nade koguarvust<\/strong>. See on peamine p\u00f5hjus, miks praegu on enamiku LLM-ide treenimiseks kasutatavatest andmetest \u00fcle 90% inglise keeles, millest tulenevalt on paljud keeled alaesindatud. See lahknevus p\u00f5listab inglise keele kesksust, mis kajastub tehisintellektimudelites, mis valdavad inglise keelt laitmatult, ent j\u00e4\u00e4vad teistes keeltes h\u00e4tta nii keeleliste erip\u00e4rade kui ka kultuuriliste varjunditega. Alaesindatud keelte k\u00f5nelejaile t\u00e4hendab see kehvema kvaliteediga tehisintellekti t\u00f6\u00f6riistu ja piiratud juurdep\u00e4\u00e4su tipptasemel tehnoloogiale.\u00a0\u00a0\u00a0<\/p>\n\n<p>Lisaks inglise keele arvulisele \u00fclekaalule on m\u00e4rkimisv\u00e4\u00e4rne osa muukeelsest tekstist ebakvaliteetne masint\u00f5lge. N\u00e4iteks, kui uurisime HPLT-v2 l\u00e4tikeelsetes andmetes 300\u202fk\u00f5ige sagedasemat \u00fclataseme veebidomeeni, avastasime, et lausa <strong>25% neist on mahukad masint\u00f5lgitud veebilehed.<\/strong>.\u00a0\u00a0<\/p>\n\n<p>Probleemiks pole vaid t\u00f5lgete kehv kvaliteet, vaid ka t\u00f5siasi, et t\u00f5lkeid ei peeta \u00fcldjuhul heaks keele-etaloniks, kuna tavaliselt matkivad need liigselt oma l\u00e4htekeelt. <strong><em>T\u00f5lkekeeles<\/em><\/strong> ja <strong>esineda ebaloomulikku s\u00f5nastust ja grammikavigu ning selles v\u00f5ib kaotsi minna kultuuritaust <\/strong>. Seet\u00f5ttu ei pruugi t\u00f5lkekeele p\u00f5hjal treenitud tehisintellektimudelid vastavat keelt \u00f5igesti m\u00f5ista ega selles ilmekat sisu genereerida.\u00a0<\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-9082f1f2\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"690\" class=\"wp-image-18032\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_2-1024x690.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_2-1024x690.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_2-300x202.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_2-768x517.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_2-1536x1035.png 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_2-18x12.png 18w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/pirags_2.png 1596w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<p><em>HPLT-v2 l\u00e4tikeelsetes andmetes 300\u202fk\u00f5ige sagedasema \u00fclataseme veebidomeeni domeenisiltide jaotus<\/em><\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-4c79f33b\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<h4 class=\"wp-block-heading\">Erapoolikuse ja v\u00e4\u00e4rinfoga seotud probleemid\u00a0<\/h4>\n\n<p>Peale silmatorkavate kitsaskohtade, nagu grammatikavead v\u00f5i keelenormide eiramine, oleme avastanud ka palju murettekitavamaid probleeme. Uurides n\u00e4iliselt usaldusv\u00e4\u00e4rsetest allikatest p\u00e4rinevaid andmeid, leidsime sisu, mis oli meie treenimiseesm\u00e4rkide suhtes sobimatu v\u00f5i asjakohatu. Nii tuli meil sageli oma \u00e4ran\u00e4gemise j\u00e4rgi otsustada, kas sisu on vastuv\u00f5etav v\u00f5i mitte. Kerge on tuvastada n\u00e4iteks pornograafiat jms materjali ning \u00f5igustada selle v\u00e4ljaj\u00e4tmist: <strong>pornograafia lihtsalt ei panustaks olulisel m\u00e4\u00e4ral keele m\u00f5istmisesse<\/strong>. Aga palju keerulisem on tuvastada muud sisu, mille abil treenitud mudelitega kaasneksid eetika- ja turvaprobleemid.\u00a0\u00a0<\/p>\n\n<p>N\u00e4iteks tasub m\u00e4rkida poliitiliselt kallutatud sisu, eriti <strong>venemeelsetest meediaallikatest<\/strong>. See sisu <strong>iseloomustavad tihti j\u00f5ulised L\u00e4\u00e4ne- ja LGBT-vastased narratiivid, venemeelsus ning Ukraina-vastane propaganda.<\/strong>. Paljud sellised saidid on ELis keelatud t\u00e4nu selliste organisatsioonide j\u00f5upingutustele nagu L\u00e4ti riiklik elektroonilise massimeedia n\u00f5ukogu, kes avaldas ka keelatud saitide nimekirja, muutes nende v\u00e4ljaj\u00e4tmise lihtsaks. Palju <strong>venemeelset Serbia meediat osutus raskemaks katsumuseks<\/strong>. Kuigi \u00fckski neist v\u00e4ljaannetest pole ELis keelatud, avastasime, et paljud saidid avaldasid kuulujutte v\u00f5i v\u00f5ltsfotodega k\u00f5rvutatud ekspertarvamusi, mille eesm\u00e4rk oli levitada Kremli narratiivi L\u00e4\u00e4ne s\u00f5jalisest agressioonist.\u00a0<\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-c59a40fa\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"666\" height=\"580\" class=\"wp-image-18033\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/GetImage.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/GetImage.png 666w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/GetImage-300x261.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/01\/GetImage-14x12.png 14w\" sizes=\"(max-width: 666px) 100vw, 666px\" \/><\/figure>\n\n<p><em>Serbia venemeelne meediasait kasutab valeuudiste levitamiseks v\u00f5ltsitud fotosid. Pealkiri: <a href=\"https:\/\/webtribune.rs\/vojni-konvoji-nato-a-preplavili-poljske-puteve-lebedev-otkriva-sokantne-planove\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u201ePoola maanteed on NATO s\u00f5jakonvoidest umbes: Lebedev paljastas \u0161okeerivad plaanid!<\/a>\u201d\u00a0<\/em><\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-61e5d1bc\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<p>Seda t\u00fc\u00fcpi materjal ei p\u00f5hjusta probleeme \u00fcksnes poliitilise kallutatuse t\u00f5ttu, vaid ka sellep\u00e4rast, et eurooplaste seas konfliktide k\u00fclvamiseks esitatakse selles valefakte, eriti ajaloo, meditsiini ja \u00fchiskondlike k\u00fcsimuste valdkonnas. Kui treenida nende andmete abil LLM-i, v\u00f5ib see p\u00f5listada kahjulikke stereot\u00fc\u00fcpe ja v\u00e4\u00e4rteavet ning seada ohtu mudeli objektiivsuse ja praktilise kasutatavuse.\u00a0\u00a0\u00a0<\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-1b870657\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<h4 class=\"wp-block-heading\">Vajadus kvaliteetsete andmete j\u00e4rele\u00a0<\/h4>\n\n<p>On selge, et efektiivse LLM-i loomiseks ei piisa vaid \u00fc\u00fcratust tekstimassiivist, vaid see n\u00f5uab kvaliteetseid, mitmekesiseid ja usaldusv\u00e4\u00e4rseid andmestikke. <strong>LLM-ide<\/strong>treenimiseks l\u00e4heb meil tarvis <strong>andmeid, mis annavad mudelitele kultuuriruumi ja keerukate arutlusk\u00e4ikude tundma\u00f5ppimiseks vajaliku signaali<\/strong>. Nagu eelnevad n\u00e4ited on demonstreerinud, oleks veebist kokkukuhjatud andmetele tuginemine lihtsameelne.\u00a0\u00a0<\/p>\n\n<p>Kahjuks on muudes keeltes (peale inglise keele) suur osa kvaliteetseid andmestikke v\u00e4ikesed v\u00f5i killustunud.\u00a0\u00a0<\/p>\n\n<p><strong>LLM-i treenimisviisist tulenevalt l\u00e4heb vaja pikki tekstil\u00f5ike, et mudel suudaks hoomata narratiivi sidusust ja konteksti.<\/strong> Muul juhul j\u00e4\u00e4b LLM-i arusaamine keelest pinnapealseks. Isegi k\u00f5ige paremini kirjutatud l\u00fchikeses tekstil\u00f5igus j\u00e4\u00e4b vajaka viimistletud mudeli treenimiseks tarvilikust s\u00fcgavusest.\u00a0\u00a0<\/p>\n\n<p>Olukorda raskendavad ka litsentsipiirangud.\u00a0<\/p>\n\n<p>Samuti leidsime, et paljud riikliku rahastusega teadusprojektid on andnud tulemuseks lausep\u00f5hised tekstikorpused, mis on LLM-i treenimiseks kasutud. Lisaks on enamik sellistest allikatest ette n\u00e4htud puhtakadeemiliseks teadust\u00f6\u00f6ks ega ole k\u00e4ttesaadavad \u00e4rilisel eesm\u00e4rgil kasutamiseks, nii et erasektoris tegutsevatel teadlastel on v\u00f5imalik tugineda \u00fcksnes oportunistlikult hangitud andmetele.\u00a0<\/p>\n\n<p>Kuid tasub arvesse v\u00f5tta, et ebakvaliteetsete andmete kasutamine ei m\u00f5juta ainult LLM-i toimimist. See v\u00f5ib avaldada m\u00f5ju ka meile endile ja keeltele. Kuna tehisintellekti genereeritud sisu levib e-kirjades, artiklites ning turundusmaterjalides j\u00e4rjest laialdasemalt, muudab see inimeste keelekasutust ja -taju. Tehisintellektip\u00f5hised t\u00f6\u00f6riistad oskavad keelen\u00fcansse h\u00e4sti tuvastada ja matkivad \u00f5pitut, <strong>a<\/strong> <strong>mis t\u00e4hendab, et tehisintellekti genereeritud teksti laialdane kasutamine muudab praegu vigaseks v\u00f5i ebaloomulikuks peetava keelekasutuse aja jooksul inimeste silmis vastuv\u00f5etavaks ja ohustab seel\u00e4bi keele rikkust.<\/strong>\u00a0<\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-13df441f\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<h4 class=\"wp-block-heading\">Euroopas tehtav koost\u00f6\u00f6 parema tehisintellekti loomiseks\u00a0<\/h4>\n\n<p>Nimetatud kitsaskohtadele vaatamata on meil ka julgustavaid n\u00e4iteid koost\u00f6\u00f6st andmedoonoritega, kes aitavad neid probleeme lahendada, pakkudes kvaliteetseid kureeritud andmestikke. Meie esimene partner oli Eesti Keele Instituut (EKI), mis tegutseb proaktiivselt selle nimel, et eesti keel oleks tehisintellekti treenimisel h\u00e4sti esindatud. Meile oma allikaid pakkudes andis EKI meie kasutusse mitmekesiseid materjale kirjandusteostest riigiasutuste v\u00e4ljaanneteni. Need andmestikud on mudelite treenimisel hindamatu v\u00e4\u00e4rtusega, kuna aitavad m\u00f5ista nii ametlikku kui ka k\u00f5nekeelt ning v\u00f5imaldavad t\u00f6\u00f6riistadel oma kasutajaid t\u00e4psemalt ja kultuuriteadlikumalt teenida.\u00a0<\/p>\n\n<p>Ka Poolas teeb poola keele s\u00e4ilimise nimel m\u00e4rkimisv\u00e4\u00e4rseid edusamme rohujuuretasandi organisatsioon SpeakLeash. Vabatahtlike \u00fchendus SpeakLeash koostab ja katalogiseerib andmestikke, mis on spetsiaalselt ette n\u00e4htud tehisintellektip\u00f5histe t\u00f6\u00f6riistade keeleoskuse parandamiseks.\u00a0<\/p>\n\n<p>M\u00f5lemad organisatsioonid on andnud v\u00e4\u00e4rtusliku panuse TildeLM-i, mis aitab tagada, et Baltikumi ja Ida-Euroopa keeled oleksid esindatud teistega v\u00f5rreldava p\u00f5hjalikkuse ning \u00fcksikasjalikkusega. EKI ja SpeakLeash ei ole ainsad organisatsioonid, mis on meile abik\u00e4e ulatanud. Meid on toetanud ka Soome rahvusraamatukogu, Slovakkia teaduste akadeemia \u013d. \u0160t\u00fari lingvistikainstituut, Sloveenia keelemudelialgatus, Zagrebi \u00fclikooli humanitaar- ja sotsiaalteaduskond ning Bratislava Comeniuse \u00fclikool.\u00a0<\/p>\n\n<p>Sellised algatused n\u00e4itavad, et kohalikud kogukonnad ja organisatsioonid saavad oma keelep\u00e4randi digitaalsel kujul s\u00e4ilitamisel ise aktiivselt kaasa l\u00fc\u00fca.\u00a0<\/p>\n\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-337e6512\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n\n<h4 class=\"wp-block-heading\">Mida toob tulevik?\u00a0<\/h4>\n\n<p>TildeLM-i arendamisel esile kerkinud murekohad (alates lihtsamatest kvaliteediprobleemidest kuni t\u00e4nap\u00e4eval katkuna levivate valeuudiste ja propagandani) lubavad j\u00e4reldada, et <strong>p\u00f5him\u00f5te \u201emida rohkem, seda uhkem\u201c seisab keeleandmete puhul savijalgadel.<\/strong> Suurandmestike triljoneid s\u00f5nu on v\u00f5imatu \u00fcle kontrollida ning nende sisu ja kvaliteediga seotud katsumused n\u00e4ivad iga p\u00e4evaga j\u00e4rjest \u00fcletamatumad. Samuti on selge, et LLM-ide arendamise tulevik ei saa seisneda j\u00e4rjest mahukamate andmestike kokkuajamises, sest <strong>saadaolevad kvaliteetsed andmed ammenduvad eeldatavasti l\u00e4hiaastatel.<\/strong>\u00a0<\/p>\n\n<p>Ainult aeg n\u00e4itab, kas tuleviku tehisintellekt s\u00fcnnib tehnoloogiaettev\u00f5tete, akadeemiliste asutuste ja kultuuriorganisatsioonide sisulise koost\u00f6\u00f6 kaudu. Sellise koost\u00f6\u00f6 v\u00f5imalikkust n\u00e4itlikustavad meie edukad partnerlussuhted selliste asutustega nagu Eesti Keele Instituut ja SpeakLeash. N\u00fc\u00fcd tuleb vaadata, kas \u00fcksikutest edulugudest saab minna kaugemale ning arendada kvaliteetsemaid mudeleid, mille treenimine toimub v\u00e4iksemate ja usaldusv\u00e4\u00e4rsemate andmestike p\u00f5hjal. <strong>Selle k\u00fcsimuse vastusest v\u00f5ib oleneda, kas tehisintellekt suudab k\u00f5iki keeli ja kultuure v\u00f5rdselt teenida.<\/strong>\u00a0<\/p>\n\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-772bb04 e-flex e-con-boxed e-con e-parent\" data-id=\"772bb04\" 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-1f2d0a5 e-con-full e-flex e-con e-child\" data-id=\"1f2d0a5\" 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-d06cb37 elementor-widget elementor-widget-heading\" data-id=\"d06cb37\" 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-748ad57 elementor-widget elementor-widget-text-editor\" data-id=\"748ad57\" 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-b9e5423 e-con-full e-flex e-con e-child\" data-id=\"b9e5423\" 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-4b60910 elementor-widget elementor-widget-button\" data-id=\"4b60910\" 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-fcf829c e-flex e-con-boxed e-con e-parent\" data-id=\"fcf829c\" 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-f414aab elementor-widget elementor-widget-shortcode\" data-id=\"f414aab\" 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 loading=\"lazy\" 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>Dr Toms Bergmanis, Tilde Building AI s\u00fcsteemide AI teadur, kes on v\u00f5imeline m\u00f5istma ja genereerima inimkeelt, n\u00f5uab tohutul hulgal keeleandmeid. See<\/p>","protected":false},"author":2,"featured_media":18061,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[108,136],"tags":[],"class_list":["post-18029","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\/18029","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=18029"}],"version-history":[{"count":0,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/posts\/18029\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/media\/18061"}],"wp:attachment":[{"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/media?parent=18029"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/categories?post=18029"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/test.tilde.ai\/et\/wp-json\/wp\/v2\/tags?post=18029"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}