{"id":10489,"date":"2021-10-05T13:44:52","date_gmt":"2021-10-05T11:44:52","guid":{"rendered":"https:\/\/kinit.sk\/?p=10489"},"modified":"2024-02-16T08:39:10","modified_gmt":"2024-02-16T07:39:10","slug":"slovakbert-prvy-velky-neuronovy-jazykovy-model-pre-slovencinu","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/slovakbert-prvy-velky-neuronovy-jazykovy-model-pre-slovencinu\/","title":{"rendered":"Predstavujeme SlovakBERT, prv\u00fd ve\u013ek\u00fd neur\u00f3nov\u00fd jazykov\u00fd model pre sloven\u010dinu"},"content":{"rendered":"<div id=\"\" class=\"element core-paragraph\">\n<p><em>KInIT v spolupr\u00e1ci s Gerulata Technologies prin\u00e1\u0161a nov\u00fd jazykov\u00fd model pre sloven\u010dinu, ktor\u00fd pom\u00f4\u017ee zlep\u0161i\u0165 automatick\u00e9 spracovanie slovensk\u00fdch textov.<\/em><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Neur\u00f3nov\u00e9 jazykov\u00e9 modely s\u00fa za posledn\u00e9 roky najv\u00fdznamnej\u0161\u00edm pokrokom v oblasti spracovania prirodzen\u00e9ho jazyka (NLP). Pomocou jazykov\u00fdch modelov dok\u00e1zali v\u00fdskumn\u00edci zlep\u0161i\u0165 v\u00fdsledky v mnoh\u00fdch \u00faloh\u00e1ch spracovania textu a sl\u00fa\u017eia ako technologick\u00fd z\u00e1klad aj v tak\u00fdch aplik\u00e1ci\u00e1ch ako Google Search alebo Google Translate, ktor\u00e9 denne pou\u017e\u00edvaj\u00fa miliardy \u013eud\u00ed. Tak\u00e9to modely spo\u010diatku vznikali najm\u00e4 pre angli\u010dtinu a n\u00e1sledne pre ve\u013ek\u00e9 jazyky, ako \u010d\u00edn\u0161tina, franc\u00faz\u0161tina, nesk\u00f4r pribudla napr. aj \u010de\u0161tina a po\u013e\u0161tina. Dostupn\u00e9 s\u00fa dokonca aj multilingv\u00e1lne modely.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Dnes predstavujeme prv\u00fd tak\u00fdto modern\u00fd (s tzv. <em>transformer <\/em>architekt\u00farou) jazykov\u00fd model pre sloven\u010dinu &#8211; <em>SlovakBERT<\/em><sup>1<\/sup>. Model, ktor\u00fd natr\u00e9novali na\u0161i partneri z <a href=\"https:\/\/www.gerulata.com\/\"><em>Gerulata Technologies<\/em><\/a>, konzultoval a vedecky vyhodnocoval n\u00e1\u0161 <a href=\"https:\/\/kinit.sk\/research\/natural-language-processing\/\">NLP t\u00edm<\/a>. SlovakBERT sa u\u010dil o sloven\u010dine zo zhruba 20 GB slovensk\u00e9ho textu zozbieran\u00e9ho z webu. Tieto d\u00e1ta tvoria obraz toho, \u010do model pova\u017euje za sloven\u010dinu. Natr\u00e9novanie SlovakBERTu nebola \u013eahk\u00e1 \u00faloha, vy\u017eadovalo to skoro dva t\u00fd\u017edne v\u00fdpo\u010dtov na serveri s v\u00fdkonn\u00fdm hardv\u00e9rom. Pre porovnanie, na po\u010d\u00edta\u010di s grafickou kartou strednej triedy by tieto v\u00fdpo\u010dty trvali roky, s be\u017en\u00fdm pracovn\u00fdm notebookom mo\u017eno aj desa\u0165ro\u010dia. Teraz je SlovakBERT otvoren\u00fd svetu a <a href=\"https:\/\/github.com\/gerulata\/slovakbert\">pr\u00edstupn\u00fd<\/a> NLP komunite. Ver\u00edme, \u017ee t\u00fdmto krokom d\u00f4jde k zlep\u0161eniu \u00farovne automatizovan\u00e9ho spracovania sloven\u010diny pre v\u00fdskumn\u00edkov, firmy, ale aj pre laikov.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Potenci\u00e1l SlovakBERTu sme ako v\u00fdskumn\u00edci overili a vysk\u00fa\u0161ali sme, ako dobre funguje na rozli\u010dn\u00e9 \u00falohy. Zistili sme, \u017ee dosahuje v\u00fdborn\u00e9 v\u00fdsledky pri gramatickej anal\u00fdze, s\u00e9mantickej anal\u00fdze, rozpozn\u00e1van\u00ed sentimentu \u010di klasifik\u00e1cii dokumentov. V\u00fdsledky experimentovania sme op\u00edsali vo verejne dostupnom \u010dl\u00e1nku <a href=\"https:\/\/arxiv.org\/abs\/2109.15254\"><em>SlovakBERT: Slovak Masked Language Model<\/em><\/a><em>.<\/em> Model sa uk\u00e1zal nato\u013eko dobr\u00fd, \u017ee ho u\u017e zap\u00e1jame aj do projektov s na\u0161imi partnermi z priemyslu a \u010doskoro sa mo\u017eno objav\u00ed v prv\u00fdch nasaden\u00fdch aplik\u00e1ci\u00e1ch, napr\u00edklad v pripravovanom syst\u00e9me pre anal\u00fdzu sentimentu v komunik\u00e1cii so z\u00e1kazn\u00edkmi na verejn\u00fdch profiloch soci\u00e1lnych siet\u00ed.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Z\u00e1rove\u0148 si ale uvedomujeme mo\u017en\u00e9 \u00faskalia tak\u00e9hoto modelu. Ke\u010f\u017ee je natr\u00e9novan\u00fd na texte dostupnom na webe, neexistuje \u017eiadny filtra\u010dn\u00fd mechanizmus, ktor\u00fdm by sme dok\u00e1zali overi\u0165 vhodnos\u0165 tohto textu. SlovakBERT sa teda u\u010dil aj z textu obsahuj\u00faceho vulgarizmy, kon\u0161pir\u00e1cie, predsudky, stereotypy a mnoh\u00e9 \u010fal\u0161ie javy, ktor\u00e9 pou\u017e\u00edvatelia sloven\u010diny&nbsp; na webe vyprodukovali. Je teda ist\u00fdm zrkadlom v\u0161etk\u00e9ho, \u010do sa deje v spolo\u010dnosti. V bl\u00edzkej bud\u00facnosti sa pl\u00e1nujeme v\u00fdskumne venova\u0165 pr\u00e1ve tejto problematike &#8211; ako rozli\u010dn\u00e9 predsudky v jazykov\u00fdch modeloch identifikova\u0165 a pod\u013ea potreby aj potla\u010di\u0165.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-separator\">\n<hr class=\"wp-block-separator\"\/>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><sup>1&nbsp;<\/sup><em>N\u00e1zov nadv\u00e4zuje na p\u00f4vodn\u00fd model BERT z dielne Google, ktor\u00fd bol natr\u00e9novan\u00fd pre angli\u010dtinu. Je to skratka pre \u201cBidirectional Encoder Representations from Transformers\u201d, teda pou\u017eit\u00fa technol\u00f3giu hlbok\u00e9ho u\u010denia neur\u00f3novej siete.<\/em><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><sup>2<\/sup> SlovakBERT at <a href=\"https:\/\/github.com\/gerulata\/slovakbert\">GitHUB<\/a><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><sup>3<\/sup><em> Mat\u00fa\u0161 Pikuliak,&nbsp;\u0160tefan Grivalsk\u00fd,&nbsp;Martin Kon\u00f4pka,&nbsp;Miroslav Bl\u0161t\u00e1k,&nbsp;Martin Tamajka,&nbsp;Viktor Bachrat\u00fd,&nbsp;Mari\u00e1n \u0160imko,&nbsp;Pavol Bal\u00e1\u017eik,&nbsp;Michal Trnka,&nbsp;Filip Uhl\u00e1rik. 2021. <a href=\"https:\/\/arxiv.org\/abs\/2109.15254\">SlovakBERT: Slovak Masked Language Model<\/a><\/em><\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>KInIT v spolupr\u00e1ci s Gerulata Technologies prin\u00e1\u0161a nov\u00fd jazykov\u00fd model pre sloven\u010dinu, ktor\u00fd pom\u00f4\u017ee zlep\u0161i\u0165 automatick\u00e9 spracovanie slovensk\u00fdch textov. Neur\u00f3nov\u00e9 jazykov\u00e9 modely s\u00fa za posledn\u00e9 roky najv\u00fdznamnej\u0161\u00edm pokrokom v oblasti&#8230;<\/p>\n","protected":false},"author":26,"featured_media":31170,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[83],"tags":[187],"class_list":["post-10489","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-sk","tag-nlp-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Predstavujeme SlovakBERT, prv\u00fd ve\u013ek\u00fd neur\u00f3nov\u00fd jazykov\u00fd model pre sloven\u010dinu - KInIT<\/title>\n<meta name=\"description\" content=\"Predstavujeme prv\u00fd modern\u00fd jazykov\u00fd model pre sloven\u010dinu - SlovakBERT s tzv. transformer architekt\u00farou.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kinit.sk\/sk\/slovakbert-prvy-velky-neuronovy-jazykovy-model-pre-slovencinu\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Predstavujeme SlovakBERT, prv\u00fd ve\u013ek\u00fd neur\u00f3nov\u00fd jazykov\u00fd model pre sloven\u010dinu - 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