{"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\/lv\/blog\/the-llm-data-dilemma\/","title":{"rendered":"LVM datu dilemma: samazgu&nbsp;oke\u0101ns vai piliens zelta?\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=\"r\u012bvmaize\" class=\"rank-math-breadcrumb\"><p><span class=\"last\">S\u0101kums<\/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\">LVM datu dilemma: samazgu&nbsp;oke\u0101ns vai piliens zelta?\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\/lv\/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 janv\u0101ris, 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>Dr. Toms Bergmanis, MI p\u0113tnieks Tild\u0113<\/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>Lai izveidotu m\u0101ksl\u012bg\u0101 intelekta\u202f(MI) sist\u0113mas, kas sp\u0113j saprast un \u0123ener\u0113t cilv\u0113ka valodu, ir nepiecie\u0161ams milz\u012bgs daudzums valodas datu. \u0160ie dati veido pamatu lielo valodas mode\u013cu\u202f(LVM) sp\u0113jai izprast rakst\u012bto un rad\u012bt tekstu, kur\u0161 l\u012bdzin\u0101s cilv\u0113ka teiktajam. Ta\u010du \u0161eit ir viet\u0101 atg\u0101din\u0101t kli\u0161eju, ka ne visi dati ir vienl\u012bdz labi. \u0160is no\u0161\u0137\u012brums var b\u016bt iz\u0161\u0137iro\u0161s mode\u013ca kvalit\u0101tei.\u00a0\u00a0<\/p>\n\n<p>Sprie\u017eot p\u0113c neseno Eiropas un Amerikas LVM metadatu kart\u012bt\u0113m, var rasties iespaids, ka LVM apm\u0101c\u012bbai ir pieejams milz\u012bgs teksta apjoms. Tom\u0113r realit\u0101t\u0113 tikai da\u013ca no t\u0101 ir kvalitat\u012bvi cilv\u0113ka izraudz\u012bti dati,  kam\u0113r liel\u0101k\u0101 da\u013ca ieg\u016bta, oport\u016bniski v\u0101cot datus no t\u012bmek\u013ca.\u00a0<\/p>\n\n<p>Tildei izstr\u0101d\u0101jot daudzvalodu pamata LVM (foundational LLM) ar nosaukumu <a href=\"https:\/\/test.tilde.ai\/lv\/tildeopen-llm\/\">TildeLM<\/a>,  paz\u012bstam\u0101 mantra \u201catkritumi iek\u0161\u0101, atkritumi \u0101r\u0101\u201d (garbage in, garbage out) rada praktisku probl\u0113mu. No vienas puses, m\u0113s l\u0113\u0161am, ka 30\u202fmiljardu parametru pamata LVM apm\u0101c\u012b\u0161anai ir vajadz\u012bga aptuveni 600\u2013700 miljardu v\u0101rdu liela datu kopa. No otras puses, tikl\u012bdz s\u0101kam p\u0113t\u012bt pieejamo datu kvalit\u0101ti, tas, kas pirms br\u012b\u017ea izskat\u012bj\u0101s p\u0113c d\u0101rgumu kr\u0101tuves, s\u0101k izskat\u012bties dr\u012bz\u0101k p\u0113c Pandoras l\u0101des.\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\">Pa\u0161reiz\u0113jo datu kopu nepiln\u012bbas\u00a0\u00a0<\/h4>\n\n<p>Vairums LVM apm\u0101c\u012bbai pieejamo datu <strong>tiek ieg\u016bti no diviem galvenajiem avotiem: <a href=\"https:\/\/commoncrawl.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Common Crawl<\/a> un <a href=\"https:\/\/web.archive.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Internet Archive<\/a>. <\/strong>Tie ir repozitoriji, kas izveidoti, v\u0101cot saturu no miljoniem t\u012bmek\u013ca lapu. Lai gan \u0161ie avoti nodro\u0161ina bag\u0101t\u012bgu datu materi\u0101lu, tiem piem\u012bt ar\u012b b\u016btiski tr\u016bkumi, jo \u012bpa\u0161i, ja teksts nav ang\u013cu valod\u0101.\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>Datu sadal\u012bjums versij\u0101 HPLT-v2: ang\u013cu valoda, sal\u012bdzinot ar 13\u202fvalod\u0101m, kur\u0101s run\u0101 vair\u0101k nek\u0101 250 miljoni cilv\u0113ku\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>Neatkar\u012bgi no datu kopas izcelsmes visizplat\u012bt\u0101k\u0101 valoda ir ang\u013cu: <strong>vis\u0101s datu kop\u0101s ang\u013cu valodas v\u0101rdu skaits ir iespaid\u012bg\u0101 p\u0101rsvar\u0101, t\u0101d\u0113j\u0101di liekot izskat\u012bties niec\u012bgai ne tikai jebkurai citai atsevi\u0161\u0137ai valodai, bet p\u0101rsniedzot pat vesela re\u0123iona valodu kop\u0113jo v\u0101rdu skaitu<\/strong>. Tas ir galvenais iemesls, k\u0101p\u0113c pa\u0161laik liel\u0101kaj\u0101 da\u013c\u0101 LVM vair\u0101k nek\u0101 90% apm\u0101c\u012bbas datu ir ang\u013cu valod\u0101, atst\u0101jot daudzas valodas nepietiekami p\u0101rst\u0101v\u0113tas. Krasais disbalanss nostiprina ang\u013cu valodas privile\u0123\u0113to st\u0101vokli: MI\u202fmode\u013ci labi apg\u016bst ang\u013cu valodu, bet nesp\u0113j uztvert citu valodu nianses un kult\u016bras sare\u017e\u0123\u012bt\u012bbu. Nepietiekami p\u0101rst\u0101v\u0113to valodu lietot\u0101jiem tas noz\u012bm\u0113 zem\u0101kas kvalit\u0101tes MI\u202fr\u012bkus un ierobe\u017eotu piek\u013cuvi jaun\u0101kaj\u0101m tehnolo\u0123ij\u0101m.\u00a0\u00a0\u00a0<\/p>\n\n<p>Bez tam iev\u0113rojama da\u013ca teksta, kas nav ang\u013cu valod\u0101, ir nekvalitat\u012bvs ma\u0161\u012bntulkots saturs. Piem\u0113ram, izp\u0113tot HPLT-v2 datu latvie\u0161u sada\u013cas 300\u202fvisbie\u017e\u0101k lietotos aug\u0161\u0113j\u0101 l\u012bme\u0146a t\u012bmek\u013ca dom\u0113nus, konstat\u0113j\u0101m, ka <strong>25% satura n\u0101k no liel\u0101m ma\u0161\u012bntulkot\u0101m t\u012bmek\u013ca lap\u0101m<\/strong>.\u00a0\u00a0<\/p>\n\n<p>Probl\u0113mu rada ne tikai tulkojumu zem\u0101 kvalit\u0101te, bet ar\u012b apst\u0101klis, ka kopum\u0101 tulkojumi reti ir uzskat\u0101mi par pietiekami atbilsto\u0161u valodas atspogu\u013cojumu, jo p\u0101r\u0101k bie\u017ei lieto tie\u0161us p\u0101rc\u0113lumus no avotvalodas. \u0160\u0101das burtiskas un neveiklas tulko\u0161anas efektu angliski\u202fd\u0113v\u0113 par <strong><em>translationese<\/em><\/strong> un <strong>ietekm\u0113 rodas nedabiskas fr\u0101zes, gramatikas k\u013c\u016bdas un z\u016bd kult\u016bras konteksts. <\/strong>L\u012bdz ar to MI mode\u013ci, kas apm\u0101c\u012bti, izmantojot \u0161\u0101dus datus, nesp\u0113j efekt\u012bvi izprast\u202fkonkr\u0113to tekstu vai \u0123ener\u0113t nians\u0113tu saturu.\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>Nozaru sadal\u012bjums 300 visbie\u017e\u0101k lietotajos aug\u0161\u0113j\u0101 l\u012bme\u0146a t\u012bmek\u013ca dom\u0113nos atrastaj\u0101 HPLT-v2 latvie\u0161u valodas datu da\u013c\u0101<\/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\">Dezinform\u0101cijas rad\u012bt\u0101s probl\u0113mas\u00a0<\/h4>\n\n<p>Neskaitot neatbilsto\u0161u tulkojumu, k\u0101 ar\u012b nekorektu valodas stilistiku un gramatiku publiski pieejamaj\u0101s datu kop\u0101s, m\u0113s konstat\u0113j\u0101m nopietnas satura probl\u0113mas. P\u0113tot datus no daudziem \u0161\u0137ietami nevain\u012bgiem avotiem, bie\u017ei atkl\u0101j\u0101m LVM apm\u0101c\u012bbas m\u0113r\u0137iem nepiem\u0113rotu saturu. L\u012bdz ar to mums n\u0101c\u0101s p\u0113c saviem ieskatiem izv\u0113rt\u0113t, vai saturs ir atbilsto\u0161s vai nav. T\u0101dus materi\u0101lus k\u0101 pornogr\u0101fija ir viegli identific\u0113t, un ir vienk\u0101r\u0161i pamatot to izsl\u0113g\u0161anu: <strong>pornogr\u0101fija nesniedz j\u0113gpilnu devumu LVM valodas izpratnei<\/strong>. Cita veida nev\u0113lamo saturu atpaz\u012bt ir daudz gr\u016bt\u0101k un laikietilp\u012bg\u0101k, bet ar \u0161\u0101du saturu apm\u0101c\u012bti mode\u013ci rada nopietnas \u0113tiskas probl\u0113mas un dro\u0161\u012bbas riskus.\u00a0\u00a0<\/p>\n\n<p>Iev\u0113r\u012bbu prasa saturs ar politisku nokr\u0101su, it \u012bpa\u0161i no <strong>Krieviju atbalsto\u0161iem mediju avotiem, kas ietver pret Rietumiem un pret LGBT v\u0113rstu v\u0113st\u012bjumu, prokrievisku noska\u0146ojumu un pret Ukrainu v\u0113rstu propagandu<\/strong>. \u0160is saturs <strong>ir aizliegtas,<\/strong>. Daudzas \u0161\u0101das vietnes ES ir aizliegtas, pateicoties t\u0101du organiz\u0101ciju centieniem k\u0101 Latvijas Nacion\u0101l\u0101 elektronisko pla\u0161sazi\u0146as l\u012bdzek\u013cu padome, kas ar\u012b public\u0113ja aizliegto viet\u0146u sarakstu, atvieglojot to izsl\u0113g\u0161anu. Daudz <strong>Darba gait\u0101 liel\u0101kas gr\u016bt\u012bbas sag\u0101d\u0101ja daudzi prokrieviskie serbu mediji<\/strong>. Lai ar\u012b ES valst\u012bs neviens no tiem nav aizliegts, m\u0113s konstat\u0113j\u0101m, ka daudzas no \u0161\u012bm vietn\u0113m public\u0113 tendenciozus nost\u0101stus jeb \u201cekspertu viedok\u013cus\u201d, kam pievienotas MI \u0123ener\u0113tas fotogr\u0101fijas, lai izplat\u012btu Krem\u013ca narat\u012bvu par Rietumu milit\u0101ro agresiju.\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>Piem\u0113ram, Serbijas prokrievisko mediju vietne, kas viltus zi\u0146u izplat\u012b\u0161anai izmanto viltus att\u0113lus. Nosaukums: <a href=\"https:\/\/webtribune.rs\/vojni-konvoji-nato-a-preplavili-poljske-puteve-lebedev-otkriva-sokantne-planove\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u201cPolijas ce\u013cus p\u0101rpludina NATO milit\u0101rie konvoji: \u013bebedevs atkl\u0101j \u0161ok\u0113jo\u0161us pl\u0101nus!<\/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>\u0160\u0101di materi\u0101li ir problem\u0101tiski ne tikai to politisk\u0101s neobjektivit\u0101tes d\u0113\u013c, bet ar\u012b t\u0101p\u0113c, ka tajos meli ir pasniegti k\u0101 fakti (it \u012bpa\u0161i t\u0101d\u0101s jom\u0101s k\u0101 v\u0113sture, medic\u012bna un soci\u0101lie jaut\u0101jumi), ar m\u0113r\u0137i eiropie\u0161u vid\u016b rad\u012bt domstarp\u012bbas. \u0160\u0101du datu izmanto\u0161ana LVM apm\u0101c\u012b\u0161an\u0101 var pastiprin\u0101t kait\u012bgus stereotipus un maldino\u0161u inform\u0101ciju, t\u0101d\u0113j\u0101di apdraudot mode\u013ca objektivit\u0101ti un lietder\u012bbu praks\u0113.\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\">Kvalitat\u012bvu datu nepiecie\u0161am\u012bba\u00a0<\/h4>\n\n<p>Ir skaidrs, ka efekt\u012bva LVM izveido\u0161anai ir nepiecie\u0161ams kas vair\u0101k par milz\u012bgu teksta apjomu; tam ir vajadz\u012bgas \u013coti kvalitat\u012bvas, daudzveid\u012bgas un uzticamas datu kopas. <strong>LVM<\/strong>apm\u0101c\u012bbai mums <strong>ir nepiecie\u0161ami dati, kas mode\u013ciem dod sign\u0101lu apg\u016bt kult\u016bras kontekstu un sare\u017e\u0123\u012btu argument\u0101ciju<\/strong>. K\u0101 r\u0101da iepriek\u0161\u0113jie piem\u0113ri, ir naivi vienk\u0101r\u0161i pa\u013cauties uz miri\u0101d\u0113m t\u012bmek\u013ca datu.\u00a0\u00a0<\/p>\n\n<p>Diem\u017e\u0113l valod\u0101s, kas nav ang\u013cu valoda, daudzas kvalitat\u012bvas datu kopas ir mazas vai sadrumstalotas.\u00a0\u00a0<\/p>\n\n<p><strong>LVM apm\u0101c\u012bbas specifika pieprasa garus teksta fragmentus, kas pal\u012bdz\u0113tu mode\u013ciem aptvert st\u0101st\u012bjuma pl\u016bsmu un kontekstu.<\/strong> Bez tiem LVM valodas \u201cizpratne\u201d paliek virspus\u0113ja; \u012bsi fragmenti, lai cik labi tie b\u016btu uzrakst\u012bti, nenodro\u0161ina komplic\u0113ta mode\u013ca apm\u0101c\u012bbai nepiecie\u0161amo dzi\u013cumu.\u00a0\u00a0<\/p>\n\n<p>Piem\u0113rotu tekstu pieejam\u012bbu papildus apgr\u016btina licenc\u0113\u0161anas ierobe\u017eojumi.\u00a0<\/p>\n\n<p>Esam konstat\u0113ju\u0161i, ka diem\u017e\u0113l daudzos valstu vald\u012bbu finans\u0113tos akad\u0113miskajos projektos ir izveidoti teikuma l\u012bme\u0146a korpusi, ko LVM apm\u0101c\u012bbai izmantot nevar konteksta tr\u016bkuma d\u0113\u013c. Turkl\u0101t liel\u0101k\u0101 da\u013ca \u0161\u0101du resursu ir paredz\u0113ti tikai akad\u0113miskiem p\u0113t\u012bjumiem un nav pieejami komerci\u0101lai izmanto\u0161anai, t\u0101p\u0113c komercp\u0113tnieki ir spiesti neizv\u0113l\u012bgi izmantot publiski pieejamos datus un pa\u013cauties tikai uz tiem.\u00a0<\/p>\n\n<p>Nekvalitat\u012bvu datu izmanto\u0161ana ietekm\u0113 ne tikai LVM veiktsp\u0113ju. T\u0101 var ietekm\u0113t ar\u012b m\u016bs un m\u016bsu valodu. MI \u0123ener\u0113tais saturs k\u013c\u016bst aizvien izplat\u012bt\u0101ks e-pasta v\u0113stul\u0113s, rakstos un m\u0101rketinga materi\u0101los, ietekm\u0113jot valodas lietojumu un uztveri. \u0145emot v\u0113r\u0101, ka \u0161iem r\u012bkiem labi padodas atpaz\u012bt un kop\u0113t valodas nianses, <strong>v\u0113rien\u012bga MI \u0123ener\u0113tu k\u013c\u016bdainu tekstu izmanto\u0161ana laika gait\u0101 normaliz\u0113 pareizrakst\u012bbas k\u013c\u016bdas vai neatbilsto\u0161u teikuma uzb\u016bvi, potenci\u0101li nivel\u0113jot valodas k\u0101 n\u0101cijai kop\u012bgas\u202fska\u0146u un leksiski gramatisko l\u012bdzek\u013cu sist\u0113mas<\/strong> <strong>\u012bpatn\u012bbas un mazinot valodas bag\u0101t\u012bbu.<\/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\">Eiropas sadarb\u012bba ce\u013c\u0101 uz lab\u0101ku MI\u00a0<\/h4>\n\n<p>L\u012bdztekus nor\u0101d\u012btaj\u0101m probl\u0113m\u0101m ir iepriecino\u0161i sekm\u012bgas sadarb\u012bbas piem\u0113ri ar datu dev\u0113jiem, kuri pal\u012bdz risin\u0101t \u0161os jaut\u0101jumus, nodro\u0161inot \u013coti kvalitat\u012bvas, kuratoru p\u0101rraudz\u012btas datu kopas. M\u016bsu pirmais partneris\u202f\u2014 Igau\u0146u valodas instit\u016bts (EKI, Estonian Language Institute)\u202f\u2014 ir proakt\u012bvi r\u012bkojies, lai igau\u0146u valoda b\u016btu labi p\u0101rst\u0101v\u0113ta MI apm\u0101c\u012bb\u0101. Pied\u0101v\u0101tajos resursos EKI ir ietv\u0113ris daudzveid\u012bgus materi\u0101lus, tostarp liter\u0101ros darbus un valsts p\u0101rvaldes publik\u0101cijas. \u0160\u012bm datu kop\u0101m ir nenov\u0113rt\u0113jama noz\u012bme LVM apm\u0101c\u012bb\u0101, sekm\u0113jot gan form\u0101l\u0101s, gan neform\u0101l\u0101s valodas apguvi un \u013caujot izveidot r\u012bkus, kas lietot\u0101jam sniedz liel\u0101ku izteiksmes precizit\u0101ti un izpratni par kult\u016bras nian\u0161u daudzveid\u012bbu.\u00a0<\/p>\n\n<p>Otrs pozit\u012bvs piem\u0113rs ir Polijas viet\u0113jo kopienu organiz\u0101cija SpeakLeash, kuru vada br\u012bvpr\u0101t\u012bgie un kura veido un katalo\u0123iz\u0113 \u012bpa\u0161i izstr\u0101d\u0101tas datu kopas po\u013cu valodas atbalstam MI\u202fr\u012bkos.\u00a0<\/p>\n\n<p>Abas organiz\u0101cijas ir devu\u0161as v\u0113rt\u012bgu ieguld\u012bjumu TildeLM mode\u013ca att\u012bst\u012bb\u0101, pal\u012bdzot nodro\u0161in\u0101t Baltijas un Austrumeiropas valodu nians\u0113tu reprezent\u0101ciju. EKI un SpeakLeash nav vien\u012bg\u0101s organiz\u0101cijas, kas sniegu\u0161as atbalstu. Citu organiz\u0101ciju skait\u0101 j\u0101min Somijas Nacion\u0101l\u0101 bibliot\u0113ka, Slov\u0101kijas Zin\u0101t\u0146u akad\u0113mijas \u013budov\u012bta \u0160t\u016bra (\u013dudov\u00edt \u0160t\u00far) lingvistikas instit\u016bts, Slov\u0113nijas Valodas mode\u013ca iniciat\u012bva, Zagrebas Universit\u0101tes Humanit\u0101ro un soci\u0101lo zin\u0101t\u0146u fakult\u0101te un Komenska Universit\u0101te Bratislav\u0101 (Univerzita Komensk\u00e9ho v\u202fBratislave).\u00a0<\/p>\n\n<p>\u0160\u0101das iniciat\u012bvas par\u0101da, k\u0101 viet\u0113j\u0101s kopienas un organiz\u0101cijas var akt\u012bvi g\u0101d\u0101t, lai to valodu mantojums tiek saglab\u0101ts digit\u0101l\u0101 form\u0101.\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\">Kas notiks t\u0101l\u0101k\u00a0<\/h4>\n\n<p>Gr\u016bt\u012bbas, ar k\u0101d\u0101m esam sask\u0101ru\u0161ies, izstr\u0101d\u0101jot TildeLM, s\u0101kot ar vienk\u0101r\u0161iem kvalit\u0101tes jaut\u0101jumiem un beidzot ar m\u016bsdienu viltus zi\u0146u un propagandas s\u0113rgu, uzskat\u0101mi liecina, ka <strong>pieeja \u201cvair\u0101k ir lab\u0101k\u201d ir k\u013c\u016bdaina jau pa\u0161os pamatos.<\/strong> Nav iesp\u0113jams p\u0101rbaud\u012bt v\u0101rdu triljonus lielaj\u0101s datu kop\u0101s, turkl\u0101t \u0161\u012b probl\u0113ma ar katru dienu k\u013c\u016bst arvien komplic\u0113t\u0101ka. Turkl\u0101t LVM turpm\u0101k\u0101 virz\u012bba ac\u012bmredzami nav rodama arvien liel\u0101ku datu apjomu apkopo\u0161an\u0101, jo <strong>paredzams, ka tuv\u0101ko p\u0101ris gadu laik\u0101 mums aptr\u016bksies pieejami augstas kvalit\u0101tes dati.<\/strong>\u00a0<\/p>\n\n<p>Tikai laiks r\u0101d\u012bs, vai MI n\u0101kotne balst\u012bsies p\u0101rdom\u0101t\u0101 sadarb\u012bb\u0101 starp tehnolo\u0123iju uz\u0146\u0113mumiem, akad\u0113miskaj\u0101m instit\u016bcij\u0101m un kult\u016bras organiz\u0101cij\u0101m. Iedro\u0161ino\u0161\u0101s partner\u012bbas ar t\u0101d\u0101m organiz\u0101cij\u0101m k\u0101 EKI un SpeakLeash apliecina, ka \u0161\u0101da sadarb\u012bba ir \u012bstenojama. Tagad mums ir j\u0101v\u0113ro, vai \u0161is process var k\u013c\u016bt par kaut ko vair\u0101k nek\u0101 atsevi\u0161\u0137i veiksmes st\u0101sti un vai past\u0101v iesp\u0113ja izveidot kvalitat\u012bv\u0101kus LVM, tos apm\u0101cot ar maz\u0101k\u0101m, uzticam\u0101k\u0101m datu kop\u0101m. <strong>Atbilde uz \u0161o jaut\u0101jumu var iz\u0161\u0137irt, vai MI patiesi var kalpot vis\u0101m valod\u0101m un kult\u016br\u0101m vienl\u012bdz labi.<\/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\">Vai v\u0113laties ieviest MI ar\u012b sav\u0101 organiz\u0101cij\u0101?<\/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\">Sazinieties ar mums jau \u0161odien un noskaidrojiet, k\u0101 m\u016bsu risin\u0101jumi var uzlabot j\u016bsu darbpl\u016bsmu.<\/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\/lv\/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\">Pieteikt konsult\u0101ciju<\/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\">Tildes jaunumi\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\/lv\/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\/lv\/news\/tilde-and-unesco-partner-to-break-language-barriers-in-small-island-developing-states\/\">\n\t\t\t\tTilde un UNESCO partneris, lai p\u0101rvar\u0113tu valodas barjeras mazo salu jaunatt\u012bst\u012bbas valst\u012bs\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\/lv\/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 simboliski nodeva Ukrainas v\u0113stniec\u012bbai Latvij\u0101 MI darbin\u0101ms tulko\u0161anas platformu\" 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\/lv\/news\/ai-translation-for-ukraine\/\">\n\t\t\t\tLatvij\u0101 izstr\u0101d\u0101ts m\u0101ksl\u012bg\u0101 intelekta tulko\u0161anas r\u012bks pal\u012bdz\u0113s Ukrainai ce\u013c\u0101 uz iest\u0101\u0161anos ES\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\/lv\/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=\"Virsraksta att\u0113ls ar apsk\u0101vienu sejas platformu ekr\u0101n\u0101\" 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\/lv\/news\/tilde-releases-tildeopen-llm\/\">\n\t\t\t\tTilde publisko m\u0101ksl\u012bg\u0101 intelekta modeli Eiropas valod\u0101m \u2013 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\/lv\/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\/lv\/blog\/human-level-ai-scientific-breakthroughs\/\">\n\t\t\t\tCilv\u0113ka l\u012bme\u0146a MI: k\u0101di ir zin\u0101tnes atkl\u0101jumi?\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>Tildes m\u0101ksl\u012bg\u0101 intelekta sist\u0113mu, kas sp\u0113j izprast un rad\u012bt cilv\u0113ka valodu, AI p\u0113tniekam Dr. Tomam Bergmanim ir nepiecie\u0161ami milz\u012bgi valodas datu apjomi. \u0160is<\/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\/lv\/wp-json\/wp\/v2\/posts\/18029","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/comments?post=18029"}],"version-history":[{"count":0,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/posts\/18029\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/media\/18061"}],"wp:attachment":[{"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/media?parent=18029"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/categories?post=18029"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/tags?post=18029"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}