{"id":586,"date":"2026-10-16T20:39:38","date_gmt":"2026-10-16T20:39:38","guid":{"rendered":"https:\/\/sdwski.com\/?p=586"},"modified":"2026-10-16T20:39:39","modified_gmt":"2026-10-16T20:39:39","slug":"%d0%bf%d0%be%d1%87%d0%b5%d0%bc%d1%83-%d0%b4%d0%b5%d1%82%d0%b5%d0%ba%d1%82%d0%be%d1%80%d1%8b-%d0%b8%d0%b8-%d1%82%d0%b5%d0%ba%d1%81%d1%82%d0%be%d0%b2-%d1%81%d1%82%d0%b0%d0%bb%d0%b8-%d0%bf%d1%80%d0%be","status":"publish","type":"post","link":"https:\/\/sdwski.com\/lt\/post\/586","title":{"rendered":"<p>Kod&#279;l DI tekst&#371; detektoriai tapo problema autoriams ir kaip pasikeis taisykl&#279;s 2027 metais<\/p>\n"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Pla&#269;iai paplitus generatyviniams neuroniniams tinklams, &scaron;vietimo &#303;staigos, &#382;iniasklaidos redakcijos ir korporacijos susid&#363;r&#279; su sisteminiu i&scaron;&scaron;&#363;kiu: kaip nustatyti, kas i&scaron; ties&#371; para&scaron;&#279; tekst&#261; &ndash; &#382;mogus ar ma&scaron;ina. Reaguojant &#303; tai, susiformavo automatini&#371; detektori&#371; industrija, &#382;adanti aptikti &bdquo;neuroninio tinklo p&#279;dsak&#261;&ldquo;. Ta&#269;iau, kaip rodo tyrimai ir teism&#371; praktika, aklas pasitik&#279;jimas &scaron;iomis priemon&#279;mis suk&#363;r&#279; paradoksali&#261; situacij&#261;: s&#261;&#382;iningiems autoriams ir taisyklingai ra&scaron;antiems studentams i&scaron;kilo melaging&#371; kaltinim&#371; gr&#279;sm&#279;.<\/p><hr class=\"wp-block-separator has-alpha-channel-opacity\"><h2 class=\"wp-block-heading\">Kaip veikia detektoriai ir kod&#279;l jie klysta<\/h2><p class=\"wp-block-paragraph\">Dauguma populiari&#371; detektori&#371; paslaug&#371; veikia kaip statistiniai klasifikatoriai. Jos vertina tekst&#261; ne pagal jo prasmin&#303; gilum&#261;, o pagal du matematinius rodiklius:<\/p><ul class=\"wp-block-list\">\n<li><strong>Perpleksija (perplexity)<\/strong> &ndash; &#382;od&#382;i&#371; sekos nusp&#279;jamumo lygis.<\/li>\n\n\n\n<li><strong>Pli&#363;psni&scaron;kumas (burstiness)<\/strong> &ndash; sakini&#371; ilgio ir strukt&#363;ros vienodumo laipsnis.<\/li>\n<\/ul><p class=\"wp-block-paragraph\"><strong>Kur slypi paradoksas?<\/strong> Algoritmai remiasi prielaida, kad &#382;mogus ra&scaron;o emocionaliai, netolygiai ir su nat&#363;raliais netobulumais. Kai autorius pateikia kokybi&scaron;k&#261;, grie&#382;tai strukt&#363;ruot&#261; akademinio ar biurokratinio stiliaus tekst&#261;, detektoriai nustato &#382;em&#261; perpleksij&#261; ir pa&#382;ymi j&#303; kaip sugeneruot&#261; neuroninio tinklo.<\/p><p class=\"wp-block-paragraph\">Yra &#382;inom&#371; atvej&#371;, kai detektoriai 1776 m. JAV Nepriklausomyb&#279;s deklaracijos tekst&#261; d&#279;l grie&#382;tos ir nusp&#279;jamos jo sintaks&#279;s su 99,99% tikimybe priskyr&#279; dirbtinio intelekto sugeneruotam tekstui.<\/p><p class=\"wp-block-paragraph\">Nepriklausomi tyrimai (&#303;skaitant publikacijas &#382;urnale <em>Nature<\/em> ir Stanfordo universiteto duomenis) atskleid&#382;ia &scaron;ias problemas:<\/p><ul class=\"wp-block-list\">\n<li>Daugumos tekst&#371; detektori&#371; vidutinis tikslumas da&#382;nai nevir&scaron;ija 73&ndash;80 %.<\/li>\n\n\n\n<li>Vertinant autorius, kuriems angl&#371; kalba n&#279;ra gimtoji, klaidingai teigiam&#371; rezultat&#371; dalis siekia <strong>61%<\/strong>, nes jie yra link&#281; vartoti ai&scaron;kias i&scaron;moktas formuluotes ir &scaron;ablonines konstrukcijas.<\/li>\n<\/ul><hr class=\"wp-block-separator has-alpha-channel-opacity\"><h2 class=\"wp-block-heading\">Pagrindini&#371; aptikimo paslaug&#371; ap&#382;valga<\/h2><p class=\"wp-block-paragraph\">Rinkoje i&scaron;siskiria kelios didel&#279;s platformos, naudojamos akademin&#279;je ir verslo aplinkoje:<\/p><ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.turnitin.com\/\" rel=\"nofollow noopener\" target=\"_blank\">Turnitin<\/a> &mdash; viena pla&#269;iausiai naudojam&#371; tarptautini&#371; akademini&#371; kovos su plagijavimu paslaug&#371;, integravusi DI aptikimo modul&#303;. Nepaisant k&#363;r&#279;j&#371; deklaruojamo ma&#382;o klaid&#371; rodiklio, nepriklausomi bandymai rodo reguliarius sutrikimus.<\/li>\n\n\n\n<li><a href=\"https:\/\/gptzero.me\/\" rel=\"nofollow noopener\" target=\"_blank\">GPTZero<\/a> &mdash; populiarus internetinis &#303;rankis, vertinantis teksto perpleksij&#261; ir strukt&#363;r&#261;, kad nustatyt&#371; tikimyb&#281;, jog tekstas sugeneruotas ma&scaron;inos.<\/li>\n\n\n\n<li><a href=\"https:\/\/originality.ai\/\" rel=\"nofollow noopener\" target=\"_blank\">Originality.ai<\/a> &mdash; komercin&#279; platforma, skirta interneto leid&#279;jams ir akademinei bendruomenei, teikianti i&scaron;samias generavimo tikimybi&#371; ataskaitas.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.pangram.com\/\" rel=\"nofollow noopener\" target=\"_blank\">Pangram<\/a> &mdash; specializuota teksto tikrinimo paslauga, pagr&#303;sta statistine lingvistini&#371; parametr&#371; analize.<\/li>\n\n\n\n<li><a href=\"https:\/\/antiplagiat.ru\/\" rel=\"nofollow noopener\" target=\"_blank\">&#1040;&#1085;&#1090;&#1080;&#1087;&#1083;&#1072;&#1075;&#1080;&#1072;&#1090;<\/a> <strong>(&laquo;&#1040;&#1085;&#1090;&#1080;&#1087;&#1083;&#1072;&#1075;&#1080;&#1072;&#1090;.&#1042;&#1059;&#1047;&raquo;)<\/strong> &mdash; pagrindinis tikrinimo modulis rusakalb&#279;je &scaron;vietimo sistemoje. 2026 metais k&#363;r&#279;jai pripa&#382;ino, kad vertinant klaidingai teigiam&#371; rezultat&#371; rizik&#261; b&#363;tina atsi&#382;velgti &#303; auk&scaron;t&#261; student&#371; darb&#371; kokyb&#281;.<\/li>\n\n\n\n<li><a href=\"https:\/\/sdwski.com\/ru\/post\/581\"><strong>SynthID Detector (i&scaron; Google)<\/strong> <\/a>&mdash; nemokama internetin&#279; paslauga, skirta skaitmeniniams vandens &#382;enklams, integruotiems &#303; medij&#371; turin&#303; ir Google bei partneri&#371; modeli&#371; sukurtus tekstus, atpa&#382;inti.<\/li>\n<\/ol><hr class=\"wp-block-separator has-alpha-channel-opacity\"><h2 class=\"wp-block-heading\">&Scaron;vietimo reglamentavimas ir teism&#371; praktika<\/h2><p class=\"wp-block-paragraph\">U&#382;uot visi&scaron;kai u&#382;draud&#281; neuroninius tinklus, reguliavimo institucijos ir universitetai pereina prie j&#371; naudojimo s&#261;lyg&#371; reglamentavimo:<\/p><p class=\"wp-block-paragraph\"><strong>Ribos ir deklaracijos auk&scaron;tosiose mokyklose:<\/strong> Universitetai nustato leistinos DI sukurto turinio apimties normas. Auk&scaron;t&#371;j&#371; mokykl&#371; vidaus teis&#279;s aktuose nustatomos ribin&#279;s vert&#279;s: pavyzd&#382;iui, ne daugiau kaip <strong>15%<\/strong> sugeneruoto teksto bakalauro ir specialisto studij&#371; darbams ir ne daugiau kaip <strong>10%<\/strong> magistro studij&#371; darbams. Naudodamas DI, studentas prie darbo privalo prid&#279;ti <strong>&bdquo;DI naudojimo deklaracij&#261;&ldquo;<\/strong> ir joje nurodyti konkre&#269;ius neuroninius tinklus bei j&#371; naudojimo tikslus. Moksliniuose tyrimuose ir disertacijose (vis&#371; pirma pagal Kazachstane galiojan&#269;ias taisykles) DI leid&#382;iama naudoti tik kaip pagalbin&#281; priemon&#281; (pavyzd&#382;iui, anketoms arba didiesiems duomenims apdoroti), be to, tam b&#363;tinas i&scaron;ankstinis ra&scaron;ytinis vadovo ir etikos komisijos sutikimas.<\/p><p class=\"wp-block-paragraph\"><strong>Teism&#371; praktika:<\/strong> Teism&#371; sistema (&#303;skaitant 2026-05-21 Rusijos Federacijos Auk&scaron;&#269;iausiojo Teismo plenumo nutarim&#261; Nr. 15 ir Rusijos Federacijos Arbitra&#382;o proceso kodekso 9 straipsn&#303;) vadovaujasi principu: <strong>u&#382; rezultat&#261; visada atsako &#303;rank&#303; naudoj&#281;s &#382;mogus<\/strong>. Teiginiai, kad klaid&#261; ar i&scaron;galvot&#261; citat&#261; suk&#363;r&#279; neuroninis tinklas, neatleid&#382;ia nuo atsakomyb&#279;s ir gali u&#382;traukti teismo baudas. Be to, teismai pa&#269;i&#371; pokalbi&#371; robot&#371; atsakym&#371; nepripa&#382;&#303;sta tinkamais &#303;rodymais.<\/p><hr class=\"wp-block-separator has-alpha-channel-opacity\"><h2 class=\"wp-block-heading\">Paradigmos kaita: nuo teksto analiz&#279;s prie proceso analiz&#279;s<\/h2><p class=\"wp-block-paragraph\">Bandymai aptikti neuroninio tinklo naudojim&#261; papras&#269;iausiai nuskaitant galutin&#303; tekst&#261; pateko &#303; aklaviet&#281; d&#279;l &bdquo;humanizatori&#371;&ldquo; (humanizers) &ndash; paslaug&#371;, kurios perfrazuoja sugeneruot&#261; tekst&#261; ir suma&#382;ina detektori&#371; tikslum&#261; prakti&scaron;kai iki nulio &ndash; pl&#279;tros.<\/p><p class=\"wp-block-paragraph\">Tod&#279;l pereinama prie <strong>dokumento k&#363;rimo dinamikos analiz&#279;s<\/strong>:<\/p><ul class=\"wp-block-list\">\n<li><strong>Versij&#371; ir taisym&#371; istorija:<\/strong> Sistemos (pavyzd&#382;iui, &bdquo;Antiplagiat 2.0&ldquo;) ir ekspertai analizuoja nuosekli&#261; pakeitim&#371; istorij&#261; &bdquo;Google&ldquo; dokumentuose arba &bdquo;Word&ldquo; (teksto rinkimo dinamik&#261;, taisym&#371; atlikimo laik&#261;, redagavim&#261;).<\/li>\n\n\n\n<li><strong>Autoryst&#279;s apsauga:<\/strong> Vienu metu &#303;terpti dideli teksto blokai kelia &#303;tarim&#371;, o tarpini&#371; juodra&scaron;&#269;i&#371; ir schem&#371; fiksavimas yra pagrindinis savaranki&scaron;ko darbo &#303;rodymas.<\/li>\n<\/ul><hr class=\"wp-block-separator has-alpha-channel-opacity\"><h2 class=\"wp-block-heading\">Praktinis kontrolinis s&#261;ra&scaron;as autoriams<\/h2><ol class=\"wp-block-list\">\n<li><strong>I&scaron;saugokite pakeitim&#371; istorij&#261;.<\/strong> Ra&scaron;ykite darb&#261; internetin&#279;se rengykl&#279;se, kurios kas sekund&#281; fiksuoja versijas, ir i&scaron;saugokite tarpinius juodra&scaron;&#269;ius.<\/li>\n\n\n\n<li><strong>Keiskite ritm&#261; ir sintaks&#281;.<\/strong> Kaitaliokite ilgus sakinius su trumpais, vartokite &#303;terpinius ir venkite monotoni&scaron;ko kanceliarinio stiliaus.<\/li>\n\n\n\n<li><strong>Prid&#279;kite unikalaus konteksto.<\/strong> &#302;traukite konkre&#269;i&#371; siauros srities pavyzd&#382;i&#371;, asmenin&#279;s patirties ir regionini&#371; duomen&#371;, kuri&#371; neuroninis tinklas negali tiesiog i&scaron;sigalvoti.<\/li>\n\n\n\n<li><strong>Nurodykite, kad naudojote DI.<\/strong> Jei neuroninis tinklas buvo naudojamas tekstui redaguoti ar strukt&#363;ruoti, ai&scaron;kiai tai nurodykite ir apra&scaron;ykite metodik&#261;.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>&#1057; &#1084;&#1072;&#1089;&#1089;&#1086;&#1074;&#1099;&#1084; &#1088;&#1072;&#1089;&#1087;&#1088;&#1086;&#1089;&#1090;&#1088;&#1072;&#1085;&#1077;&#1085;&#1080;&#1077;&#1084; &#1075;&#1077;&#1085;&#1077;&#1088;&#1072;&#1090;&#1080;&#1074;&#1085;&#1099;&#1093; &#1085;&#1077;&#1081;&#1088;&#1086;&#1089;&#1077;&#1090;&#1077;&#1081; &#1091;&#1095;&#1077;&#1073;&#1085;&#1099;&#1077; &#1079;&#1072;&#1074;&#1077;&#1076;&#1077;&#1085;&#1080;&#1103;, &#1088;&#1077;&#1076;&#1072;&#1082;&#1094;&#1080;&#1080; &#1057;&#1052;&#1048; &#1080; &#1082;&#1086;&#1088;&#1087;&#1086;&#1088;&#1072;&#1094;&#1080;&#1080; &#1089;&#1090;&#1086;&#1083;&#1082;&#1085;&#1091;&#1083;&#1080;&#1089;&#1100; &#1089; &#1089;&#1080;&#1089;&#1090;&#1077;&#1084;&#1085;&#1099;&#1084; &#1074;&#1099;&#1079;&#1086;&#1074;&#1086;&#1084;: &#1082;&#1072;&#1082; &#1086;&#1087;&#1088;&#1077;&#1076;&#1077;&#1083;&#1080;&#1090;&#1100;, &#1082;&#1090;&#1086; &#1080;&#1084;&#1077;&#1085;&#1085;&#1086; &#1085;&#1072;&#1087;&#1080;&#1089;&#1072;&#1083; &#1090;&#1077;&#1082;&#1089;&#1090; &mdash; &#1095;&#1077;&#1083;&#1086;&#1074;&#1077;&#1082; &#1080;&#1083;&#1080; &#1084;&#1072;&#1096;&#1080;&#1085;&#1072;. &#1042; &#1086;&#1090;&#1074;&#1077;&#1090; &#1085;&#1072; &#1101;&#1090;&#1086; &#1089;&#1092;&#1086;&#1088;&#1084;&#1080;&#1088;&#1086;&#1074;&#1072;&#1083;&#1072;&#1089;&#1100; &#1080;&#1085;&#1076;&#1091;&#1089;&#1090;&#1088;&#1080;&#1103; &#1072;&#1074;&#1090;&#1086;&#1084;&#1072;&#1090;&#1080;&#1095;&#1077;&#1089;&#1082;&#1080;&#1093; &#1076;&#1077;&#1090;&#1077;&#1082;&#1090;&#1086;&#1088;&#1086;&#1074;, &#1086;&#1073;&#1077;&#1097;&#1072;&#1102;&#1097;&#1080;&#1093; &#1074;&#1099;&#1103;&#1074;&#1083;&#1103;&#1090;&#1100; &laquo;&#1089;&#1083;&#1077;&#1076; &#1085;&#1077;&#1081;&#1088;&#1086;&#1089;&#1077;&#1090;&#1080;&raquo;. &#1054;&#1076;&#1085;&#1072;&#1082;&#1086;, &#1082;&#1072;&#1082; &#1087;&#1086;&#1082;&#1072;&#1079;&#1099;&#1074;&#1072;&#1102;&#1090; &#1080;&#1089;&#1089;&#1083;&#1077;&#1076;&#1086;&#1074;&#1072;&#1085;&#1080;&#1103; &#1080; &#1089;&#1091;&#1076;&#1077;&#1073;&#1085;&#1072;&#1103; &#1087;&#1088;&#1072;&#1082;&#1090;&#1080;&#1082;&#1072;, &#1089;&#1083;&#1077;&#1087;&#1072;&#1103; &#1074;&#1077;&#1088;&#1072; &#1074; &#1101;&#1090;&#1080; &#1080;&#1085;&#1089;&#1090;&#1088;&#1091;&#1084;&#1077;&#1085;&#1090;&#1099; &#1089;&#1086;&#1079;&#1076;&#1072;&#1083;&#1072; &#1087;&#1072;&#1088;&#1072;&#1076;&#1086;&#1082;&#1089;&#1072;&#1083;&#1100;&#1085;&#1091;&#1102; &#1089;&#1080;&#1090;&#1091;&#1072;&#1094;&#1080;&#1102;: &#1087;&#1086;&#1076; &#1091;&#1075;&#1088;&#1086;&#1079;&#1086;&#1081; &#1083;&#1086;&#1078;&#1085;&#1099;&#1093; [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":590,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-586","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/posts\/586","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/comments?post=586"}],"version-history":[{"count":4,"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/posts\/586\/revisions"}],"predecessor-version":[{"id":591,"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/posts\/586\/revisions\/591"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/media\/590"}],"wp:attachment":[{"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/media?parent=586"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/categories?post=586"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sdwski.com\/lt\/wp-json\/wp\/v2\/tags?post=586"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}