{"id":2731,"date":"2026-06-24T18:58:32","date_gmt":"2026-06-24T21:58:32","guid":{"rendered":"https:\/\/sbbd.org.br\/2026\/?page_id=2731"},"modified":"2026-06-24T20:38:11","modified_gmt":"2026-06-24T23:38:11","slug":"tutoriais-aceitos","status":"publish","type":"page","link":"https:\/\/sbbd.org.br\/2026\/tutoriais-aceitos\/","title":{"rendered":"Tutoriais Aceitos"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2731\" class=\"elementor elementor-2731\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1b2d7167 elementor-section-height-min-height top elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"1b2d7167\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_opacity_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_opacity_range&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:&quot;0&quot;,&quot;end&quot;:&quot;5&quot;}},&quot;sticky&quot;:&quot;top&quot;,&quot;background_motion_fx_range&quot;:&quot;page&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_opacity_level&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:3,&quot;sizes&quot;:[]},&quot;background_motion_fx_opacity_direction&quot;:&quot;out-in&quot;,&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-3afbfe7e\" data-id=\"3afbfe7e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ee561d5 elementor-widget elementor-widget-image\" data-id=\"ee561d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sbbd.org.br\/2026\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"330\" src=\"https:\/\/sbbd.org.br\/2026\/wp-content\/uploads\/2025\/12\/logo_group-1024x423.png\" class=\"attachment-large size-large wp-image-665\" alt=\"\" srcset=\"https:\/\/sbbd.org.br\/2026\/wp-content\/uploads\/2025\/12\/logo_group-1024x423.png 1024w, https:\/\/sbbd.org.br\/2026\/wp-content\/uploads\/2025\/12\/logo_group-300x124.png 300w, https:\/\/sbbd.org.br\/2026\/wp-content\/uploads\/2025\/12\/logo_group-768x317.png 768w, https:\/\/sbbd.org.br\/2026\/wp-content\/uploads\/2025\/12\/logo_group.png 1294w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-75d097db elementor-hidden-desktop elementor-hidden-tablet\" data-id=\"75d097db\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d9ce61c elementor-widget elementor-widget-image\" data-id=\"d9ce61c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais-en\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/sbbd.org.br\/2026\/wp-content\/uploads\/elementor\/thumbs\/bandeira_eua-rie8m8ygbv3p9delii4xeqacuhgleg49h2rm0qkbli.png\" title=\"bandeira_eua\" alt=\"bandeira_eua\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-6a0e753d elementor-hidden-desktop elementor-hidden-tablet\" data-id=\"6a0e753d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-236506c6 elementor-nav-menu--stretch elementor-nav-menu__text-align-center elementor-nav-menu--dropdown-tablet elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu\" data-id=\"236506c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;full_width&quot;:&quot;stretch&quot;,&quot;layout&quot;:&quot;horizontal&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;svg aria-hidden=\\&quot;true\\&quot; class=\\&quot;e-font-icon-svg e-fas-caret-down\\&quot; viewBox=\\&quot;0 0 320 512\\&quot; xmlns=\\&quot;http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\&quot;&gt;&lt;path d=\\&quot;M31.3 192h257.3c17.8 0 26.7 21.5 14.1 34.1L174.1 354.8c-7.8 7.8-20.5 7.8-28.3 0L17.2 226.1C4.6 213.5 13.5 192 31.3 192z\\&quot;&gt;&lt;\\\/path&gt;&lt;\\\/svg&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;toggle&quot;:&quot;burger&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-none\">\n\t\t\t\t<ul id=\"menu-1-236506c6\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-home menu-item-377\"><a href=\"https:\/\/sbbd.org.br\/2026\/\" class=\"elementor-item\">In\u00edcio<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-662\"><a href=\"https:\/\/sbbd.org.br\/2026\/sobre\/\" class=\"elementor-item\">SBBD<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-663\"><a href=\"https:\/\/sbbd.org.br\/2026\/sobre\/\" class=\"elementor-sub-item\">Sobre<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-664\"><a href=\"https:\/\/sbbd.org.br\/2026\/organizacao\/\" class=\"elementor-sub-item\">Organiza\u00e7\u00e3o<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-522\"><a href=\"https:\/\/sbbd.org.br\/2026\/contato\/\" class=\"elementor-sub-item\">Contato<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2690\"><a href=\"#\" class=\"elementor-sub-item elementor-item-anchor\">S\u00e3o Carlos<\/a>\n\t<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2669\"><a href=\"https:\/\/sbbd.org.br\/2026\/como-chegar\/\" class=\"elementor-sub-item\">Como chegar<\/a><\/li>\n\t<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-885\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\">Chamadas<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2046\"><a href=\"https:\/\/sbbd.org.br\/2026\/topicos-interesse\/\" class=\"elementor-sub-item\">T\u00f3picos de Interesse<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-890\"><a href=\"https:\/\/sbbd.org.br\/2026\/trilha-principal\/\" class=\"elementor-sub-item\">Trilha Principal<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-889\"><a href=\"https:\/\/sbbd.org.br\/2026\/bresci\/\" class=\"elementor-sub-item\">BreSci<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1401\"><a href=\"https:\/\/sbbd.org.br\/2026\/ctdbd\/\" class=\"elementor-sub-item\">CTDBD<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-888\"><a href=\"https:\/\/sbbd.org.br\/2026\/demos-aplicacoes\/\" class=\"elementor-sub-item\">Demos e Aplica\u00e7\u00f5es<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2090\"><a href=\"https:\/\/sbbd.org.br\/2026\/ds4sg\/\" class=\"elementor-sub-item\">DS4SG<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-887\"><a href=\"https:\/\/sbbd.org.br\/2026\/dsw\/\" class=\"elementor-sub-item\">DSW<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-886\"><a href=\"https:\/\/sbbd.org.br\/2026\/minicursos\/\" class=\"elementor-sub-item\">Minicursos<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-926\"><a href=\"https:\/\/sbbd.org.br\/2026\/maratona-sql\/\" class=\"elementor-sub-item\">Maratona de SQL<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-934\"><a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais\/\" class=\"elementor-sub-item\">Tutoriais<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2297\"><a href=\"https:\/\/sbbd.org.br\/2026\/wfd\/\" class=\"elementor-sub-item\">WFD<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-933\"><a href=\"https:\/\/sbbd.org.br\/2026\/workshops\/\" class=\"elementor-sub-item\">Workshops<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1154\"><a href=\"https:\/\/sbbd.org.br\/2026\/wtag\/\" class=\"elementor-sub-item\">WTAG<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1382\"><a href=\"https:\/\/sbbd.org.br\/2026\/wtdbd\/\" class=\"elementor-sub-item\">WTDBD<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2728\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\">Programa\u00e7\u00e3o<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1852\"><a href=\"https:\/\/sbbd.org.br\/2026\/painel\/\" class=\"elementor-sub-item\">Painel<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2788\"><a href=\"https:\/\/sbbd.org.br\/2026\/keynotes\/\" class=\"elementor-sub-item\">Keynotes<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2751\"><a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais-aceitos\/\" class=\"elementor-sub-item\">Tutoriais<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2726\"><a href=\"https:\/\/sbbd.org.br\/2026\/minicursos-aceitos\/\" class=\"elementor-sub-item\">Minicursos<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Alternar menu\" aria-expanded=\"false\">\n\t\t\t<svg aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open e-font-icon-svg e-eicon-menu-bar\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M104 333H896C929 333 958 304 958 271S929 208 896 208H104C71 208 42 237 42 271S71 333 104 333ZM104 583H896C929 583 958 554 958 521S929 458 896 458H104C71 458 42 487 42 521S71 583 104 583ZM104 833H896C929 833 958 804 958 771S929 708 896 708H104C71 708 42 737 42 771S71 833 104 833Z\"><\/path><\/svg><svg aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--close e-font-icon-svg e-eicon-close\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M742 167L500 408 258 167C246 154 233 150 217 150 196 150 179 158 167 167 154 179 150 196 150 212 150 229 154 242 171 254L408 500 167 742C138 771 138 800 167 829 196 858 225 858 254 829L496 587 738 829C750 842 767 846 783 846 800 846 817 842 829 829 842 817 846 804 846 783 846 767 842 750 829 737L588 500 833 258C863 229 863 200 833 171 804 137 775 137 742 167Z\"><\/path><\/svg>\t\t<\/div>\n\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-236506c6\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-home menu-item-377\"><a href=\"https:\/\/sbbd.org.br\/2026\/\" class=\"elementor-item\" tabindex=\"-1\">In\u00edcio<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-662\"><a href=\"https:\/\/sbbd.org.br\/2026\/sobre\/\" class=\"elementor-item\" tabindex=\"-1\">SBBD<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-663\"><a href=\"https:\/\/sbbd.org.br\/2026\/sobre\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Sobre<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-664\"><a href=\"https:\/\/sbbd.org.br\/2026\/organizacao\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Organiza\u00e7\u00e3o<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-522\"><a href=\"https:\/\/sbbd.org.br\/2026\/contato\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Contato<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2690\"><a href=\"#\" class=\"elementor-sub-item elementor-item-anchor\" tabindex=\"-1\">S\u00e3o Carlos<\/a>\n\t<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2669\"><a href=\"https:\/\/sbbd.org.br\/2026\/como-chegar\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Como chegar<\/a><\/li>\n\t<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-885\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Chamadas<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2046\"><a href=\"https:\/\/sbbd.org.br\/2026\/topicos-interesse\/\" class=\"elementor-sub-item\" tabindex=\"-1\">T\u00f3picos de Interesse<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-890\"><a href=\"https:\/\/sbbd.org.br\/2026\/trilha-principal\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Trilha Principal<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-889\"><a href=\"https:\/\/sbbd.org.br\/2026\/bresci\/\" class=\"elementor-sub-item\" tabindex=\"-1\">BreSci<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1401\"><a href=\"https:\/\/sbbd.org.br\/2026\/ctdbd\/\" class=\"elementor-sub-item\" tabindex=\"-1\">CTDBD<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-888\"><a href=\"https:\/\/sbbd.org.br\/2026\/demos-aplicacoes\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Demos e Aplica\u00e7\u00f5es<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2090\"><a href=\"https:\/\/sbbd.org.br\/2026\/ds4sg\/\" class=\"elementor-sub-item\" tabindex=\"-1\">DS4SG<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-887\"><a href=\"https:\/\/sbbd.org.br\/2026\/dsw\/\" class=\"elementor-sub-item\" tabindex=\"-1\">DSW<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-886\"><a href=\"https:\/\/sbbd.org.br\/2026\/minicursos\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Minicursos<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-926\"><a href=\"https:\/\/sbbd.org.br\/2026\/maratona-sql\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Maratona de SQL<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-934\"><a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Tutoriais<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2297\"><a href=\"https:\/\/sbbd.org.br\/2026\/wfd\/\" class=\"elementor-sub-item\" tabindex=\"-1\">WFD<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-933\"><a href=\"https:\/\/sbbd.org.br\/2026\/workshops\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Workshops<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1154\"><a href=\"https:\/\/sbbd.org.br\/2026\/wtag\/\" class=\"elementor-sub-item\" tabindex=\"-1\">WTAG<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1382\"><a href=\"https:\/\/sbbd.org.br\/2026\/wtdbd\/\" class=\"elementor-sub-item\" tabindex=\"-1\">WTDBD<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2728\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Programa\u00e7\u00e3o<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1852\"><a href=\"https:\/\/sbbd.org.br\/2026\/painel\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Painel<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2788\"><a href=\"https:\/\/sbbd.org.br\/2026\/keynotes\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Keynotes<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2751\"><a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais-aceitos\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Tutoriais<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2726\"><a href=\"https:\/\/sbbd.org.br\/2026\/minicursos-aceitos\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Minicursos<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-64d56b50 elementor-hidden-mobile\" data-id=\"64d56b50\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7d744d58 elementor-nav-menu--stretch elementor-nav-menu__text-align-center elementor-nav-menu__align-center elementor-widget__width-initial elementor-nav-menu--dropdown-tablet elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu\" data-id=\"7d744d58\" data-element_type=\"widget\" data-e-type=\"widget\" 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href=\"https:\/\/sbbd.org.br\/2026\/\" class=\"elementor-item\">In\u00edcio<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-662\"><a href=\"https:\/\/sbbd.org.br\/2026\/sobre\/\" class=\"elementor-item\">SBBD<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-663\"><a href=\"https:\/\/sbbd.org.br\/2026\/sobre\/\" class=\"elementor-sub-item\">Sobre<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-664\"><a href=\"https:\/\/sbbd.org.br\/2026\/organizacao\/\" class=\"elementor-sub-item\">Organiza\u00e7\u00e3o<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-522\"><a href=\"https:\/\/sbbd.org.br\/2026\/contato\/\" class=\"elementor-sub-item\">Contato<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2690\"><a href=\"#\" class=\"elementor-sub-item elementor-item-anchor\">S\u00e3o Carlos<\/a>\n\t<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2669\"><a href=\"https:\/\/sbbd.org.br\/2026\/como-chegar\/\" class=\"elementor-sub-item\">Como chegar<\/a><\/li>\n\t<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-885\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\">Chamadas<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2046\"><a href=\"https:\/\/sbbd.org.br\/2026\/topicos-interesse\/\" class=\"elementor-sub-item\">T\u00f3picos de Interesse<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-890\"><a href=\"https:\/\/sbbd.org.br\/2026\/trilha-principal\/\" class=\"elementor-sub-item\">Trilha Principal<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-889\"><a href=\"https:\/\/sbbd.org.br\/2026\/bresci\/\" class=\"elementor-sub-item\">BreSci<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1401\"><a href=\"https:\/\/sbbd.org.br\/2026\/ctdbd\/\" class=\"elementor-sub-item\">CTDBD<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-888\"><a href=\"https:\/\/sbbd.org.br\/2026\/demos-aplicacoes\/\" class=\"elementor-sub-item\">Demos e Aplica\u00e7\u00f5es<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2090\"><a href=\"https:\/\/sbbd.org.br\/2026\/ds4sg\/\" class=\"elementor-sub-item\">DS4SG<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-887\"><a href=\"https:\/\/sbbd.org.br\/2026\/dsw\/\" class=\"elementor-sub-item\">DSW<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-886\"><a href=\"https:\/\/sbbd.org.br\/2026\/minicursos\/\" class=\"elementor-sub-item\">Minicursos<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-926\"><a href=\"https:\/\/sbbd.org.br\/2026\/maratona-sql\/\" class=\"elementor-sub-item\">Maratona de SQL<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-934\"><a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais\/\" class=\"elementor-sub-item\">Tutoriais<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2297\"><a href=\"https:\/\/sbbd.org.br\/2026\/wfd\/\" class=\"elementor-sub-item\">WFD<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-933\"><a href=\"https:\/\/sbbd.org.br\/2026\/workshops\/\" class=\"elementor-sub-item\">Workshops<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1154\"><a href=\"https:\/\/sbbd.org.br\/2026\/wtag\/\" class=\"elementor-sub-item\">WTAG<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1382\"><a href=\"https:\/\/sbbd.org.br\/2026\/wtdbd\/\" class=\"elementor-sub-item\">WTDBD<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2728\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\">Programa\u00e7\u00e3o<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1852\"><a href=\"https:\/\/sbbd.org.br\/2026\/painel\/\" class=\"elementor-sub-item\">Painel<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2788\"><a href=\"https:\/\/sbbd.org.br\/2026\/keynotes\/\" class=\"elementor-sub-item\">Keynotes<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2751\"><a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais-aceitos\/\" class=\"elementor-sub-item\">Tutoriais<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2726\"><a href=\"https:\/\/sbbd.org.br\/2026\/minicursos-aceitos\/\" class=\"elementor-sub-item\">Minicursos<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Alternar menu\" aria-expanded=\"false\">\n\t\t\t<svg aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open e-font-icon-svg e-eicon-menu-bar\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M104 333H896C929 333 958 304 958 271S929 208 896 208H104C71 208 42 237 42 271S71 333 104 333ZM104 583H896C929 583 958 554 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menu-item-object-page menu-item-home menu-item-377\"><a href=\"https:\/\/sbbd.org.br\/2026\/\" class=\"elementor-item\" tabindex=\"-1\">In\u00edcio<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-662\"><a href=\"https:\/\/sbbd.org.br\/2026\/sobre\/\" class=\"elementor-item\" tabindex=\"-1\">SBBD<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-663\"><a href=\"https:\/\/sbbd.org.br\/2026\/sobre\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Sobre<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-664\"><a href=\"https:\/\/sbbd.org.br\/2026\/organizacao\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Organiza\u00e7\u00e3o<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-522\"><a href=\"https:\/\/sbbd.org.br\/2026\/contato\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Contato<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2690\"><a href=\"#\" class=\"elementor-sub-item elementor-item-anchor\" tabindex=\"-1\">S\u00e3o Carlos<\/a>\n\t<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2669\"><a href=\"https:\/\/sbbd.org.br\/2026\/como-chegar\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Como chegar<\/a><\/li>\n\t<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-885\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Chamadas<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2046\"><a href=\"https:\/\/sbbd.org.br\/2026\/topicos-interesse\/\" class=\"elementor-sub-item\" tabindex=\"-1\">T\u00f3picos de Interesse<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-890\"><a href=\"https:\/\/sbbd.org.br\/2026\/trilha-principal\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Trilha Principal<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-889\"><a href=\"https:\/\/sbbd.org.br\/2026\/bresci\/\" class=\"elementor-sub-item\" tabindex=\"-1\">BreSci<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1401\"><a href=\"https:\/\/sbbd.org.br\/2026\/ctdbd\/\" class=\"elementor-sub-item\" tabindex=\"-1\">CTDBD<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-888\"><a href=\"https:\/\/sbbd.org.br\/2026\/demos-aplicacoes\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Demos e Aplica\u00e7\u00f5es<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2090\"><a href=\"https:\/\/sbbd.org.br\/2026\/ds4sg\/\" class=\"elementor-sub-item\" tabindex=\"-1\">DS4SG<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-887\"><a href=\"https:\/\/sbbd.org.br\/2026\/dsw\/\" class=\"elementor-sub-item\" tabindex=\"-1\">DSW<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-886\"><a href=\"https:\/\/sbbd.org.br\/2026\/minicursos\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Minicursos<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-926\"><a href=\"https:\/\/sbbd.org.br\/2026\/maratona-sql\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Maratona de SQL<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-934\"><a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Tutoriais<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2297\"><a href=\"https:\/\/sbbd.org.br\/2026\/wfd\/\" class=\"elementor-sub-item\" tabindex=\"-1\">WFD<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-933\"><a href=\"https:\/\/sbbd.org.br\/2026\/workshops\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Workshops<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1154\"><a href=\"https:\/\/sbbd.org.br\/2026\/wtag\/\" class=\"elementor-sub-item\" tabindex=\"-1\">WTAG<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1382\"><a href=\"https:\/\/sbbd.org.br\/2026\/wtdbd\/\" class=\"elementor-sub-item\" tabindex=\"-1\">WTDBD<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-2728\"><a href=\"#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Programa\u00e7\u00e3o<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1852\"><a href=\"https:\/\/sbbd.org.br\/2026\/painel\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Painel<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2788\"><a href=\"https:\/\/sbbd.org.br\/2026\/keynotes\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Keynotes<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2751\"><a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais-aceitos\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Tutoriais<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2726\"><a href=\"https:\/\/sbbd.org.br\/2026\/minicursos-aceitos\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Minicursos<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-38cdca34 elementor-hidden-mobile\" data-id=\"38cdca34\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b5533cd elementor-widget elementor-widget-image\" data-id=\"b5533cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sbbd.org.br\/2026\/tutoriais-aceitos-en\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/sbbd.org.br\/2026\/wp-content\/uploads\/elementor\/thumbs\/bandeira_eua-rie8m8ygbv3p9delii4xeqacuhgleg49h2rm0qkbli.png\" title=\"bandeira_eua\" alt=\"bandeira_eua\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5932dbe elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-section-boxed elementor-section-height-default\" data-id=\"5932dbe\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-aab6723\" data-id=\"aab6723\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a31462e elementor-section-height-min-height elementor-section-items-stretch elementor-section-boxed elementor-section-height-default\" data-id=\"a31462e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6f8778d\" data-id=\"6f8778d\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-be287dd elementor-widget elementor-widget-heading\" data-id=\"be287dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Tutoriais<\/h1>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-3176e38 e-flex e-con-boxed e-con e-parent\" data-id=\"3176e38\" 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-c97c8a7 elementor-widget elementor-widget-heading\" data-id=\"c97c8a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Tutorial Convidado<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9eba872 elementor-widget elementor-widget-text-editor\" data-id=\"9eba872\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h5>Large Language Models for Spatial Analysis Queries<\/h5><p><strong>Resumo:<\/strong>\u00a0This tutorial provides a comprehensive overview of the research landscape of employing Large Language Models (LLMs) to spatial analysis queries. The tutorial categorizes the research in this area based on how LLMs are employed to serve such queries. This goes from employing LLMs as is, to fine-tuning LLMs, to completely retrain LLM architectures, to modifying the LLM internals to fit spatial queries. The tutorial concludes by a set of benchmarks and pointing out to research gaps and future research directions.<\/p><p><strong>Autor:<\/strong>\u00a0Mohamed Mokbel<\/p><p><strong>Afilia\u00e7\u00e3o:<\/strong>\u00a0Distinguished McKnight University Professor at the University of Minnesota<\/p><p><strong>BIO:<\/strong>\u00a0Mohamed Mokbel is a Distinguished McKnight University Professor at the University of Minnesota. Prior roles while on leave\/sabbatical from UMN include Chief Scientist of Qatar Computing Research Institute, Founding Technical Director of GIS Technology Innovation Center in Saudi Arabia, and multiple times Visiting Researcher at Microsoft Research, USA. His research interests include database systems and spatial computing. Mohamed was recognized by the VLDB 10-Year Test-of-Time Award for his work on location privacy, the IEEE ICDE 10-Year Influential Paper Award for his work on big spatial data, the ACM SIGSPATIAL 10-Year Impact Award for his work on location-based social networks, and was short listed for another ACM SIGSPATIAL 10-Year Impact Award for his work on microblogs data management. Mohamed is the Editor-in-Chief for ACM Transactions on Spatial algorithms and Systems (ACM TSAS), PC Co-Chair for VLDB&#8217;28, and on the Editorial Board of ACM Books and ACM TODS. He has served as the elected Chair of ACM SIGSPATIAL, in the editorial board of VLDB Journal, and PC Co-Chair for ACM SIGMOD, ACM SIGSPATIAL, and IEEE MDM. Mohamed is an ACM Fellow and IEEE Fellow.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1548219 elementor-widget elementor-widget-heading\" data-id=\"1548219\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Tutorial Aceito 1<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1abb65d elementor-widget elementor-widget-text-editor\" data-id=\"1abb65d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h5>Detec\u00e7\u00e3o de Eventos em S\u00e9ries Temporais<\/h5>\n<p><strong>Resumo:<\/strong>&nbsp;Este tutorial apresenta uma vis\u00e3o integrada e avan\u00e7ada da detec\u00e7\u00e3o de eventos em s\u00e9ries temporais, cobrindo anomalias, pontos de mudan\u00e7a, motifs, cen\u00e1rios offline e online, estrat\u00e9gias de detec\u00e7\u00e3o e m\u00e9tricas de avalia\u00e7\u00e3o. A proposta organiza o tema a partir de uma taxonomia consolidada, oferecendo uma vis\u00e3o geral estruturada do problema e aprofundando t\u00f3picos selecionados at\u00e9 o estado da arte, especialmente em avalia\u00e7\u00e3o, processamento cont\u00ednuo e quest\u00f5es metodol\u00f3gicas. O tutorial tamb\u00e9m inclui uma dimens\u00e3o pr\u00e1tica apoiada pelo framework Harbinger, que permite exemplificar organiza\u00e7\u00e3o experimental, execu\u00e7\u00e3o de detectores e avalia\u00e7\u00e3o, e encerra com desafios de pesquisa relevantes para a comunidade de banco de dados e ci\u00eancia de dados.<\/p>\n<p><strong>Autor:<\/strong>&nbsp;Eduardo Ogasawara<\/p><p><strong>Afilia\u00e7\u00e3o:<\/strong>&nbsp;CEFET\/RJ Centro Federal de Educa\u00e7\u00e3o Tecnol\u00f3gica Celso Suckow da Fonseca<\/p><p><strong>E-mail:<\/strong>&nbsp;<a href=\"mailto:eduardo.ogasawara@cefet-rj.br\">eduardo.ogasawara@cefet-rj.br<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-850269e elementor-widget elementor-widget-heading\" data-id=\"850269e\" 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\">Tutorial aceito 2<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-91b2f79 elementor-widget elementor-widget-text-editor\" data-id=\"91b2f79\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"color: #000000; font-family: Rubik, sans-serif;\">Text-to-SQL na Era dos Grandes Modelos de Linguagem: Fundamentos, Avalia\u00e7\u00e3o e o Cen\u00e1rio Brasileiro<\/h5>\n<p><span style=\"font-weight: bolder;\">Resumo: <\/span>A tarefa Text-to-SQL tem avan\u00e7ado significativamente com o uso de grandes modelos de linguagem (LLMs). Apesar desse progresso, avalia\u00e7\u00f5es conduzidas em benchmarks tradicionais como Spider e BIRD podem superestimar a capacidade real dos modelos, conforme evidenciado por trabalhos recentes em cen\u00e1rios empresariais e em l\u00edngua portuguesa. Este tutorial avan\u00e7ado apresenta, de forma sistem\u00e1tica, os fundamentos e o estado da arte da tarefa, cobrindo: (i) as principais abordagens baseadas em LLMs e sistemas ag\u00eanticos; (ii) uma taxonomia cr\u00edtica de m\u00e9tricas de avalia\u00e7\u00e3o; (iii) metodologias de constru\u00e7\u00e3o de benchmarks; e (iv) o panorama da tarefa em portugu\u00eas, com \u00eanfase no contexto brasileiro.<\/p>\n<p><span style=\"font-weight: bolder;\">Autores:<\/span> Guilherme Fonseca<span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">1<\/span>, Matheus Botelho<span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">1<\/span>, Eduardo Camara<sup>3<\/sup>, Jaide Zardin<sup>3<\/sup>, Lucas R. Silva<span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">1<\/span>, Emerson A. Sim\u00f5es<span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">1<\/span>, Pedro Calais<sup>1<\/sup>, Rodrigo Gon\u00e7alves<sup>1<\/sup>, Gustavo Ribeiro<span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">1<\/span>, Yago Lobato<sup>3<\/sup>, Allan Sene<sup>4<\/sup>, Julio C. S. Reis<sup>2<\/sup>, Altigran S. Silva<sup>3<\/sup>, Marcos A. Gon\u00e7alves<span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">1<\/span><\/p>\n<p><span style=\"font-weight: bolder;\">Afilia\u00e7\u00e3o: <\/span><span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">1 <\/span>Universidade Federal de Minas Gerais (UFMG), <span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">2 <\/span>Universidade Federal de Vi\u00e7osa (UFV), <span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">3 <\/span>Universidade Federal do Amazonas (UFAM), <span style=\"font-size: 12px; line-height: 0; position: relative; vertical-align: baseline; top: -0.5em;\">4 <\/span>Dadosfera Brasil<\/p>\n<p><span style=\"font-weight: bolder;\">E-mail:<\/span> <a href=\"mailto:guilhermefonseca@dcc.ufmg.br\">guilhermefonseca@dcc.ufmg.br<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af8ec52 elementor-widget elementor-widget-heading\" data-id=\"af8ec52\" 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\">Coordena\u00e7\u00e3o do Programa de Tutoriais<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc29476 elementor-widget elementor-widget-text-editor\" data-id=\"dc29476\" 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><span style=\"font-weight: 400;\">Karin Becker<\/span><span style=\"font-weight: 400;\"><br \/><\/span><span style=\"font-weight: 400;\">Instituto de Inform\u00e1tica &#8211; UFRGS<\/span><\/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-e43ffe6 e-flex e-con-boxed e-con e-parent\" data-id=\"e43ffe6\" 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-39068db6 elementor-widget elementor-widget-spacer\" data-id=\"39068db6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-42ee83ee elementor-section-height-min-height elementor-section-full_width elementor-section-height-default elementor-section-items-middle\" data-id=\"42ee83ee\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-42fd4ab4\" data-id=\"42fd4ab4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8afd7b1 elementor-section-height-min-height elementor-section-full_width elementor-section-height-default\" data-id=\"8afd7b1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-3a66b0a2\" data-id=\"3a66b0a2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-69927131 elementor-widget elementor-widget-image\" data-id=\"69927131\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/sbbd.org.br\/2026\/wp-content\/uploads\/elementor\/thumbs\/LOGO_NEGATIVO_-_SBBD26_2-rfo1x4tzc1c12zst9r34s1gszl2hf98tf857ek83k0.webp\" title=\"LOGO_NEGATIVO_-_SBBD26_2\" alt=\"LOGO_NEGATIVO_-_SBBD26_2\" loading=\"lazy\" \/>\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-6bab52be\" data-id=\"6bab52be\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6690bd70 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"6690bd70\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">EMAIL<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c1b5b88 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"2c1b5b88\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:sbbd.sbc@gmail.com\">sbbd.sbc@gmail.com<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75ff8e23 elementor-widget elementor-widget-heading\" data-id=\"75ff8e23\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Sugest\u00f5es?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d855d56 elementor-widget elementor-widget-heading\" data-id=\"6d855d56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLSfM7CFKDVT7gEsX9nGOzK0Os-l0fvqsLELX6Tq9Wn_89aatbg\/viewform\">Responda o forms<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-2a44cf00\" data-id=\"2a44cf00\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-67883571 elementor-widget elementor-widget-heading\" data-id=\"67883571\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Endere\u00e7o ICMC<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27627ab elementor-widget elementor-widget-heading\" data-id=\"27627ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Av. Trab. S\u00e3o Carlense, 400 - Centro, S\u00e3o Carlos - SP, 13566-590<\/h3>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4d956527 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d956527\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6201ed0a\" data-id=\"6201ed0a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3d1f5282 elementor-icon-list--layout-inline elementor-align-center elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"3d1f5282\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.instagram.com\/sbbd_oficial?utm_source=ig_web_button_share_sheet&#038;igsh=ZDNlZDc0MzIxNw==\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-instagram\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.1 141c-63.6 0-114.9 51.3-114.9 114.9s51.3 114.9 114.9 114.9S339 319.5 339 255.9 287.7 141 224.1 141zm0 189.6c-41.1 0-74.7-33.5-74.7-74.7s33.5-74.7 74.7-74.7 74.7 33.5 74.7 74.7-33.6 74.7-74.7 74.7zm146.4-194.3c0 14.9-12 26.8-26.8 26.8-14.9 0-26.8-12-26.8-26.8s12-26.8 26.8-26.8 26.8 12 26.8 26.8zm76.1 27.2c-1.7-35.9-9.9-67.7-36.2-93.9-26.2-26.2-58-34.4-93.9-36.2-37-2.1-147.9-2.1-184.9 0-35.8 1.7-67.6 9.9-93.9 36.1s-34.4 58-36.2 93.9c-2.1 37-2.1 147.9 0 184.9 1.7 35.9 9.9 67.7 36.2 93.9s58 34.4 93.9 36.2c37 2.1 147.9 2.1 184.9 0 35.9-1.7 67.7-9.9 93.9-36.2 26.2-26.2 34.4-58 36.2-93.9 2.1-37 2.1-147.8 0-184.8zM398.8 388c-7.8 19.6-22.9 34.7-42.6 42.6-29.5 11.7-99.5 9-132.1 9s-102.7 2.6-132.1-9c-19.6-7.8-34.7-22.9-42.6-42.6-11.7-29.5-9-99.5-9-132.1s-2.6-102.7 9-132.1c7.8-19.6 22.9-34.7 42.6-42.6 29.5-11.7 99.5-9 132.1-9s102.7-2.6 132.1 9c19.6 7.8 34.7 22.9 42.6 42.6 11.7 29.5 9 99.5 9 132.1s2.7 102.7-9 132.1z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/sbbd-oficial\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-linkedin\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a62f1a8 elementor-widget elementor-widget-heading\" data-id=\"4a62f1a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">@2026, SBBD<\/p>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Tutoriais Tutorial Convidado Large Language Models for Spatial Analysis Queries Resumo:\u00a0This tutorial provides a comprehensive overview of the research landscape of employing Large Language Models (LLMs) to spatial analysis queries. The tutorial categorizes the research in this area based on how LLMs are employed to serve such queries. This goes from employing LLMs as is, [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_canvas","meta":{"footnotes":""},"class_list":["post-2731","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sbbd.org.br\/2026\/wp-json\/wp\/v2\/pages\/2731","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sbbd.org.br\/2026\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sbbd.org.br\/2026\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sbbd.org.br\/2026\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/sbbd.org.br\/2026\/wp-json\/wp\/v2\/comments?post=2731"}],"version-history":[{"count":19,"href":"https:\/\/sbbd.org.br\/2026\/wp-json\/wp\/v2\/pages\/2731\/revisions"}],"predecessor-version":[{"id":2808,"href":"https:\/\/sbbd.org.br\/2026\/wp-json\/wp\/v2\/pages\/2731\/revisions\/2808"}],"wp:attachment":[{"href":"https:\/\/sbbd.org.br\/2026\/wp-json\/wp\/v2\/media?parent=2731"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}