{"id":50107,"date":"2024-01-16T08:28:00","date_gmt":"2024-01-16T11:28:00","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/peer-review-process-copy\/"},"modified":"2024-01-15T12:38:57","modified_gmt":"2024-01-15T15:38:57","slug":"chatgpt-limitations","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/lv\/chatgpt-limitations\/","title":{"rendered":"Robe\u017eas \u0101rpus t\u0113rz\u0113\u0161anas: Izpratne par ChatGPT ierobe\u017eojumiem"},"content":{"rendered":"<p>ChatGPT ir nesens tehnolo\u0123iju br\u012bnums, kas rada br\u012bnumus ar vienk\u0101r\u0161u tekstu. Tas iev\u0113rojami atviegloja m\u016bsu dz\u012bvi un nov\u0113rsa probl\u0113mu, kas saist\u012bta ar inform\u0101cijas mekl\u0113\u0161anu internet\u0101, lai atrastu atbilsto\u0161u inform\u0101ciju.<\/p>\n\n\n\n<p>Bet vai esat k\u0101dreiz aizdom\u0101ju\u0161ies, vai tam ir k\u0101di ierobe\u017eojumi? Katrai tehnolo\u0123ijai ir ierobe\u017eojumi, un t\u0101di ir ar\u012b ChatGPT. \u0160aj\u0101 rakst\u0101 m\u0113s uzzin\u0101sim par ChatGPT ierobe\u017eojumiem, lai rad\u012btu izpratni un pal\u012bdz\u0113tu jums to izmantot efekt\u012bv\u0101k.<\/p>\n\n\n\n<h2 id=\"h-overview-of-chatgpt\">P\u0101rskats par ChatGPT<\/h2>\n\n\n\n<p>ChatGPT ir valodas modelis, ko izstr\u0101d\u0101ja <a href=\"https:\/\/openai.com\">OpenAI<\/a>, pamatojoties uz GPT (Generative Pre-trained Transformer) arhitekt\u016bru. Tas ir n\u0101kam\u0101s paaudzes m\u0101ksl\u012bg\u0101 intelekta valodas mode\u013cu modelis, un tas tika izdots k\u0101 da\u013ca no GPT-3.5 versijas.&nbsp;<\/p>\n\n\n\n<p>ChatGPT ir izstr\u0101d\u0101ts, lai \u0123ener\u0113tu cilv\u0113kam l\u012bdz\u012bgu tekstu un vad\u012btu interakt\u012bvas sarunas ar lietot\u0101jiem. T\u0101 sp\u0113j saprast un \u0123ener\u0113t tekstu vair\u0101k\u0101s valod\u0101s, un tai ir pla\u0161s pielietojumu kl\u0101sts, tostarp klientu atbalsta, satura veido\u0161anas, valodu tulko\u0161anas un cit\u0101s jom\u0101s.<\/p>\n\n\n\n<h2 id=\"h-language-models-of-chatgpt\">ChatGPT valodas mode\u013ci<\/h2>\n\n\n\n<p>GPT mode\u013ci ir veidoti, izmantojot Transformatora arhitekt\u016bru, kas tika ieviesta Vaswani et al. 2017. gad\u0101 public\u0113taj\u0101 fundament\u0101laj\u0101 darb\u0101 \"Attention is All You Need\". Transformatora arhitekt\u016bra revolucioniz\u0113ja dabisk\u0101s valodas apstr\u0101des uzdevumus, izmantojot pa\u0161piev\u0113rst\u012bbas meh\u0101nismus, kas \u013cauj modelim efekt\u012bvi uztvert t\u0101lejo\u0161as atkar\u012bbas un kontekstu\u0101l\u0101s attiec\u012bbas tekst\u0101.<\/p>\n\n\n\n<p>ChatGPT izmantotais galvenais valodas modelis GPT-3 satur satrieco\u0161u parametru skaitu (175 miljardus parametru, s\u0101kot ar GPT-3.5), kas padara to par vienu no jaud\u012bg\u0101kajiem un datu ietilp\u012bg\u0101kajiem valodas mode\u013ciem, k\u0101di jebkad ir rad\u012bti. \u0160is milz\u012bgais m\u0113rogs veicina t\u0101 sp\u0113ju \u0123ener\u0113t cilv\u0113kam l\u012bdz\u012bgu tekstu un veikt da\u017e\u0101dus dabisk\u0101s valodas apstr\u0101des uzdevumus, tostarp sarunu \u0123ener\u0113\u0161anu, valodas tulko\u0161anu, jaut\u0101jumu atbild\u0113\u0161anu un daudz ko citu.<\/p>\n\n\n\n<h2 id=\"h-chatgpt-limitations\">ChatGPT ierobe\u017eojumi<\/h2>\n\n\n\n<p>Ir b\u016btiski atz\u012bm\u0113t, ka, lai gan ChatGPT ir sp\u0113c\u012bgs valodas modelis, tam joproj\u0101m ir ierobe\u017eojumi. Da\u017ek\u0101rt tas var rad\u012bt ticami izklauso\u0161as, bet nepareizas vai bezj\u0113dz\u012bgas atbildes.&nbsp;<\/p>\n\n\n\n<p>Turkl\u0101t, t\u0101pat k\u0101 citiem m\u0101ksl\u012bg\u0101 intelekta mode\u013ciem, ar\u012b \u0161im modelim var b\u016bt rakstur\u012bgi neobjektivit\u0101tes tr\u016bkumi, kas piem\u012bt datiem, uz kuriem tas tika apm\u0101c\u012bts. OpenAI turpina uzlabot un pilnveidot sist\u0113mu, pamatojoties uz lietot\u0101ju atsauksm\u0113m un re\u0101lo lietojumu. Izprat\u012bsim ierobe\u017eojumus s\u012bk\u0101k.&nbsp;<\/p>\n\n\n\n<h3 id=\"h-lack-of-common-sense\">Vesel\u0101 sapr\u0101ta tr\u016bkums<\/h3>\n\n\n\n<p>GPT-3 tr\u016bkst izpratnes par re\u0101lo pasauli un vesel\u0101 sapr\u0101ta. Lai gan tas sp\u0113j rad\u012bt saskan\u012bgu un kontekstam atbilsto\u0161u tekstu, tas nesp\u0113j patiesi izprast pasauli un var sniegt atbildes, kas ir faktiski nepareizas vai bezj\u0113dz\u012bgas.<\/p>\n\n\n\n<h3 id=\"h-sensitivity-to-input-phrasing\">Jut\u012bgums pret ievades fr\u0101z\u0113\u0161anu<\/h3>\n\n\n\n<p>Mode\u013ca atbildes var b\u016bt \u013coti jut\u012bgas pret to, k\u0101 formul\u0113ts jaut\u0101jums vai aicin\u0101jums. Nelielas formul\u0113juma izmai\u0146as var rad\u012bt iev\u0113rojami at\u0161\u0137ir\u012bgas atbildes, kas var rad\u012bt gr\u016bt\u012bbas lietot\u0101jiem, kuri mekl\u0113 konsekventas atbildes.<\/p>\n\n\n\n<h3 id=\"h-long-responses-and-overuse-of-phrases\">Garas atbildes un p\u0101rlieku bie\u017ea fr\u0101\u017eu lieto\u0161ana<\/h3>\n\n\n\n<p>ChatGPT var b\u016bt p\u0101r\u0101k daudzrun\u012bgs un var atk\u0101rtoties, t\u0101d\u0113j\u0101di atbildes var b\u016bt gar\u0101kas nek\u0101 nepiecie\u0161ams. T\u0101 var ar\u012b p\u0101rlieku bie\u017ei lietot noteiktas fr\u0101zes vai atk\u0101rtoties.<\/p>\n\n\n\n<h3 id=\"h-lack-of-source-attribution\">Avota atrib\u016bcijas tr\u016bkums<\/h3>\n\n\n\n<p>Modelis nevar p\u0101rbaud\u012bt t\u0101 sniegt\u0101s inform\u0101cijas precizit\u0101ti, un taj\u0101 nav ieb\u016bv\u0113ta meh\u0101nisma, kas \u013cautu apstiprin\u0101t t\u0101 \u0123ener\u0113t\u0101s inform\u0101cijas avotus. Tas noz\u012bm\u0113, ka tas var sniegt ticami izklaus\u012btu, bet maldino\u0161u vai nepatiesu inform\u0101ciju.<\/p>\n\n\n\n<h3 id=\"h-biases\">Novirzes<\/h3>\n\n\n\n<p>GPT-3 ir apm\u0101c\u012bts, izmantojot pla\u0161u interneta tekstu korpusu, kas var satur\u0113t neobjekt\u012bvus datus. T\u0101 rezult\u0101t\u0101 modelis var rad\u012bt neobjekt\u012bvas vai aizspriedumainas atbildes par jut\u012bg\u0101m t\u0113m\u0101m vai uzvesties neobjekt\u012bvi sarunu laik\u0101.<\/p>\n\n\n\n<h3 id=\"h-inability-to-clarify-ambiguities\">Nesp\u0113ja noskaidrot neskaidr\u012bbas<\/h3>\n\n\n\n<p>Saskaroties ar neskaidriem vai neskaidriem piepras\u012bjumiem, modelis bie\u017ei vien nojau\u0161, ko lietot\u0101js var\u0113tu b\u016bt dom\u0101jis, un tas var rad\u012bt p\u0101rpratumus.<\/p>\n\n\n\n<h3 id=\"h-limited-context-window\">Ierobe\u017eots konteksta logs<\/h3>\n\n\n\n<p>Lai gan ChatGPT var saglab\u0101t kontekstu sarunas laik\u0101, tom\u0113r ir ierobe\u017eots konteksta apjoms, ko t\u0101 var saglab\u0101t. Ilg\u0101k\u0101s sarun\u0101s var rasties konteksta sadrumstalot\u012bba, k\u0101 rezult\u0101t\u0101 atbildes var b\u016bt maz\u0101k saska\u0146otas.<\/p>\n\n\n\n<h3 id=\"h-inappropriate-responses\">Neatbilsto\u0161as atbildes<\/h3>\n\n\n\n<p>\u0145emot v\u0113r\u0101 m\u0101c\u012bbu datus, ChatGPT da\u017ek\u0101rt var sniegt politiski neobjekt\u012bvas, aizskaro\u0161as vai nepiedien\u012bgas atbildes. OpenAI ir ieviesusi dro\u0161\u012bbas mazin\u0101\u0161anas pas\u0101kumus, ta\u010du \u0161\u0101das atbildes joproj\u0101m da\u017ek\u0101rt var rasties.<\/p>\n\n\n\n<h3 id=\"h-high-cost\">Augstas izmaksas<\/h3>\n\n\n\n<p>Piek\u013cuve GPT-3 un citiem l\u012bdz\u012bgiem valodas mode\u013ciem, izmantojot API, var b\u016bt d\u0101rga, jo \u012bpa\u0161i, ja to lieto\u0161ana ir pla\u0161a vai liela apjoma.<\/p>\n\n\n\n<h3 id=\"h-lack-of-real-time-updates\">Re\u0101llaika atjaunin\u0101jumu tr\u016bkums<\/h3>\n\n\n\n<p>T\u0101 k\u0101 GPT-3 ir iepriek\u0161 apm\u0101c\u012bts modelis, tam nav piek\u013cuves re\u0101llaika inform\u0101cijai, kas p\u0101rsniedz t\u0101 m\u0101c\u012bbu datus. Tas noz\u012bm\u0113, ka tas var neb\u016bt inform\u0113ts par jaun\u0101kajiem notikumiem vai noris\u0113m. L\u016bk, piem\u0113rs:&nbsp;<\/p>\n\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh7-us.googleusercontent.com\/dW0OuHKE60faR36hVJUgxmdX-g-HjzGVT905PMF-5WEQVHmLDOGsBJnYYqLvQt6BGrrbDlHTXL2-m2Q_AkgFOlZkRxzvNhOhpLW5cI9a7VjCNeM1219GN776-VJ_oFpo1NBDCVY_Hm4GVdise4K5zus\" alt=\"\"\/><\/figure><\/div>\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Lai gan pa\u0161reiz\u0113jais prezidents ir <a href=\"https:\/\/www.google.com\/search?rlz=1C1CHBD_en-gbIN1023IN1023&amp;sxsrf=AB5stBgE3H2IJJ7SWTeaRmql3KtIhBUjZQ:1689916951153&amp;q=Droupadi+Murmu&amp;stick=H4sIAAAAAAAAAONgVuLWz9U3MDQ2q0rKMn3EaMYt8PLHPWEp3UlrTl5jVOfiCs7IL3fNK8ksqRSS5GKDsvileLmQ9fEsYuVzKcovLUhMyVTwLS3KLQUArp46UFkAAAA&amp;sa=X&amp;sqi=2&amp;ved=2ahUKEwjZ5Mqch5-AAxU4RmwGHcGQDpUQzIcDKAB6BAgjEAE\">Droupadi Murmu<\/a>, GPT 3.5 nav inform\u0101cijas par to.&nbsp;<\/p>\n\n\n\n<p><strong>Saist\u012bts raksts: <\/strong><a href=\"https:\/\/mindthegraph.com\/blog\/chatgpt-research-paper\/\"><strong>ChatGPT Research Paper: Vai tas ir likum\u012bgs un \u0113tisks?<\/strong><\/a><\/p>\n\n\n\n<h2 id=\"h-reasons-for-nonsensical-and-wrong-responses-from-chatgpt\">Iemesli bezj\u0113dz\u012bg\u0101m un nepareiz\u0101m atbild\u0113m no ChatGPT<\/h2>\n\n\n\n<p>ChatGPT vai jebkura cita valodas mode\u013ca bezj\u0113dz\u012bgas un nepareizas atbildes var rasties vair\u0101ku iemeslu d\u0113\u013c. Lai gan t\u0101di valodas mode\u013ci k\u0101 ChatGPT ir jaud\u012bgi un sp\u0113j \u0123ener\u0113t cilv\u0113kam l\u012bdz\u012bgu tekstu, tie nav nevainojami un tiem ir rakstur\u012bgi ierobe\u017eojumi. T\u0101l\u0101k ir min\u0113ti da\u017ei bezj\u0113dz\u012bgu un nepareizu atbil\u017eu iemesli:<\/p>\n\n\n\n<h3 id=\"h-lack-of-understanding\">Izpratnes tr\u016bkums<\/h3>\n\n\n\n<p>T\u0101diem valodas mode\u013ciem k\u0101 ChatGPT tr\u016bkst patiesas izpratnes un vesel\u0101 sapr\u0101ta argument\u0101cijas. Tie \u0123ener\u0113 atbildes, pamatojoties uz datu mode\u013ciem, p\u0113c kuriem tie tika apm\u0101c\u012bti, bez patiesas satura izpratnes. \u0160is ierobe\u017eojums var novest pie atbild\u0113m, kas izklaus\u0101s ticami, bet kur\u0101m tr\u016bkst patiesas noz\u012bmes.<\/p>\n\n\n\n<h3 id=\"h-ambiguity-in-prompts\">Neviennoz\u012bm\u012bba pamudin\u0101jumos<\/h3>\n\n\n\n<p>Ja lietot\u0101ja vaic\u0101jums vai ieteikums ir neskaidrs vai tam tr\u016bkst pietiekama konteksta, ChatGPT var b\u016bt gr\u016bti \u0123ener\u0113t atbilsto\u0161as atbildes. Neskaidr\u012bbas var novest pie t\u0101, ka modelis izdara nepareizus pie\u0146\u0113mumus vai min\u0113jumus.<\/p>\n\n\n\n<h3 id=\"h-incomplete-or-insufficient-training-data\">Nepiln\u012bgi vai nepietiekami m\u0101c\u012bbu dati<\/h3>\n\n\n\n<p>Valodas mode\u013ciem ir nepiecie\u0161amas lielas un daudzveid\u012bgas m\u0101c\u012bbu datu kopas, lai tie var\u0113tu efekt\u012bvi \u0123eneraliz\u0113t. Ja m\u0101c\u012bbu dati ir nepiln\u012bgi vai visaptvero\u0161i neaptver noteiktas t\u0113mas, modelis var nepareizi rea\u0123\u0113t uz \u0161\u012bm t\u0113m\u0101m.<\/p>\n\n\n\n<h2 id=\"h-variety-of-tasks-supported-by-chatgpt\">ChatGPT atbalst\u012bto uzdevumu da\u017e\u0101d\u012bba<\/h2>\n\n\n\n<p>ChatGPT ir univers\u0101ls valodas modelis, kas atbalsta pla\u0161u uzdevumu kl\u0101stu da\u017e\u0101d\u0101s jom\u0101s. T\u0101 dabisk\u0101s valodas apstr\u0101des sp\u0113jas \u013cauj veikt vair\u0101kus uzdevumus, tostarp, bet ne tikai:<\/p>\n\n\n\n<ol>\n<li>Teksta \u0123ener\u0113\u0161ana<\/li>\n\n\n\n<li>Valodu tulko\u0161ana<\/li>\n\n\n\n<li>Atbildes uz jaut\u0101jumiem<\/li>\n\n\n\n<li>Teksta apkopo\u0161ana<\/li>\n\n\n\n<li>Valodas izpratne<\/li>\n\n\n\n<li>Programm\u0113\u0161anas pal\u012bdz\u012bba<\/li>\n\n\n\n<li>Rado\u0161\u0101s rakst\u012b\u0161anas pamudin\u0101jumi<\/li>\n\n\n\n<li>Matem\u0101tisko probl\u0113mu risin\u0101\u0161ana<\/li>\n\n\n\n<li>Inform\u0101cijas ieg\u016b\u0161ana<\/li>\n\n\n\n<li>Pal\u012bdz\u012bba p\u0113tniec\u012bb\u0101<\/li>\n<\/ol>\n\n\n\n<p>\u0160ie ir tikai da\u017ei piem\u0113ri no daudzveid\u012bgajiem uzdevumiem, ko var veikt ar ChatGPT. T\u0101 lietojumprogrammu kl\u0101sts nep\u0101rtraukti papla\u0161in\u0101s, jo izstr\u0101d\u0101t\u0101ji un lietot\u0101ji atrod inovat\u012bvus veidus, k\u0101 izmantot t\u0101s valodas apstr\u0101des iesp\u0113jas.&nbsp;<\/p>\n\n\n\n<p><strong>Lasiet ar\u012b: <\/strong><a href=\"https:\/\/mindthegraph.com\/blog\/ai-in-academic-research\/\"><strong>M\u0101ksl\u012bg\u0101 intelekta lomas izp\u0113te akad\u0113miskaj\u0101 p\u0113tniec\u012bb\u0101<\/strong><\/a><\/p>\n\n\n\n<h2 id=\"h-content-creation-through-conversation-using-chatgpt\">Satura veido\u0161ana sarun\u0101s, izmantojot ChatGPT<\/h2>\n\n\n\n<p>Satura veido\u0161ana sarun\u0101s, izmantojot ChatGPT, ietver interakt\u012bv\u0101ku pieeju rakstiska satura rad\u012b\u0161anai. T\u0101 viet\u0101, lai sniegtu vienu ieteikumu, lietot\u0101ji iesaist\u0101s sarun\u0101 ar valodas modeli. \u0160\u012b interakt\u012bv\u0101 saruna \u013cauj lietot\u0101jiem pak\u0101peniski preciz\u0113t un preciz\u0113t savas satura pras\u012bbas. L\u016bk, k\u0101 notiek satura izveide, izmantojot ChatGPT:<\/p>\n\n\n\n<h3 id=\"h-initiating-the-conversation\">Sarunas uzs\u0101k\u0161ana<\/h3>\n\n\n\n<p>Lietot\u0101js s\u0101k sarunu, nos\u016btot s\u0101kotn\u0113jo zi\u0146u uz ChatGPT. \u0160\u012b zi\u0146a var b\u016bt visp\u0101r\u012bga t\u0113ma vai konkr\u0113ts piepras\u012bjums par satura veidu, ko vi\u0146\u0161 v\u0113las izveidot.<\/p>\n\n\n\n<h3 id=\"h-continuing-the-interaction\">Mijiedarb\u012bbas turpin\u0101\u0161ana<\/h3>\n\n\n\n<p>ChatGPT rea\u0123\u0113 uz lietot\u0101ja zi\u0146ojumu, \u0123ener\u0113jot tekstu, pamatojoties uz ievad\u012btajiem datiem. P\u0113c tam lietot\u0101js var sniegt atgriezenisko saiti vai l\u016bgt preciz\u0113jumus, lai vad\u012btu satura \u0123ener\u0113\u0161anas procesu.<\/p>\n\n\n\n<h3 id=\"h-refining-the-content\">Satura pilnveido\u0161ana<\/h3>\n\n\n\n<p>Vair\u0101ku apmai\u0146u laik\u0101 lietot\u0101js iterat\u012bvi preciz\u0113 savu piepras\u012bjumu, sniedzot konkr\u0113t\u0101kus nor\u0101d\u012bjumus, pieprasot s\u012bk\u0101ku inform\u0101ciju vai pieprasot izmai\u0146as \u0123ener\u0113taj\u0101 tekst\u0101.<\/p>\n\n\n\n<h3 id=\"h-iterative-feedback\">Iterat\u012bva atgriezenisk\u0101 saite<\/h3>\n\n\n\n<p>Lietot\u0101ju atsauksmes ir \u013coti svar\u012bgas, lai nodro\u0161in\u0101tu, ka \u0123ener\u0113tais saturs atbilst vi\u0146u pras\u012bb\u0101m. Saruna turpin\u0101s, l\u012bdz lietot\u0101js ir apmierin\u0101ts ar gal\u012bgo saturu.<\/p>\n\n\n\n<h3 id=\"h-generating-the-final-content\">Gal\u012bg\u0101 satura \u0123ener\u0113\u0161ana<\/h3>\n\n\n\n<p>P\u0113c vair\u0101k\u0101m mijiedarb\u012bb\u0101m lietot\u0101js sa\u0146em v\u0113lamo saturu, kas var b\u016bt raksta, emu\u0101ra ieraksta vai jebkura cita rakstiska materi\u0101la veid\u0101, pamatojoties uz sarunas kontekstu.<\/p>\n\n\n\n<p>Patiesi, ChatGPT ir revolucioniz\u0113jis satura veido\u0161anas procesu, ta\u010du, ja sekosiet tam akli, var rasties probl\u0113mas. Integr\u0113jot \u0161o m\u0101ksl\u012bg\u0101 intelekta modeli, vienlaikus izmantojot savu intelektu un izprotot ChatGPT ierobe\u017eojumus, varat g\u016bt pan\u0101kumus satura rad\u012b\u0161anas ce\u013cojum\u0101.&nbsp;&nbsp;<\/p>\n\n\n\n<h2 id=\"h-the-bottom-line\">Apak\u0161\u0113j\u0101 l\u012bnija<\/h2>\n\n\n\n<p>Lai gan ChatGPT ir iev\u0113rojams progress dabisk\u0101s valodas apstr\u0101des jom\u0101 un ir demonstr\u0113jusi iespaid\u012bgas sp\u0113jas, t\u0101 nav bez ierobe\u017eojumiem. Raugoties uz m\u0101ksl\u012bg\u0101 intelekta valodas mode\u013cu n\u0101kotni, \u0161o ierobe\u017eojumu nov\u0113r\u0161ana b\u016bs b\u016btisks solis, lai att\u012bst\u012btu \u0161o jomu un nodro\u0161in\u0101tu dro\u0161u un lietder\u012bgu m\u0101ksl\u012bg\u0101 intelekta tehnolo\u0123iju integr\u0101ciju m\u016bsu dz\u012bv\u0113.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-online-infographic-maker-for-science\">Tie\u0161saistes infografikas veidot\u0101js zin\u0101tnei<\/h2>\n\n\n\n<p>Vai mekl\u0113jat uzticamu infografikas r\u012bku, kas var viegli izveidot j\u016bsu dizainu? K\u0101 p\u0113tnieks j\u016bs zin\u0101t, cik svar\u012bgi ir vizu\u0101lie un infografikas materi\u0101li, lai papildin\u0101tu j\u016bsu p\u0113tnieciskos darbus, t\u0101p\u0113c \u0161eit ir r\u012bks -... <a href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\" target=\"_blank\" rel=\"noreferrer noopener\">Mind the Graph<\/a> izstr\u0101d\u0101ts tikai un vien\u012bgi, lai veidotu kvalitat\u012bvas infografikas, kas saist\u012btas ar zin\u0101tni. Re\u0123istr\u0113jieties tagad, lai uzzin\u0101tu vair\u0101k.&nbsp;<\/p>\n\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\"><img decoding=\"async\" loading=\"lazy\" width=\"517\" height=\"250\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/03\/illustrations-banner.webp\" alt=\"ilustr\u0101cijas-banneris\" class=\"wp-image-27276\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/03\/illustrations-banner.webp 517w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/03\/illustrations-banner-300x145.webp 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/03\/illustrations-banner-18x9.webp 18w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/03\/illustrations-banner-100x48.webp 100w\" sizes=\"(max-width: 517px) 100vw, 517px\" \/><\/a><\/figure><\/div>\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"is-layout-flex wp-block-buttons\">\n<div class=\"wp-block-button aligncenter\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\" style=\"border-radius:50px;background-color:#dc1866\" target=\"_blank\" rel=\"noreferrer noopener\">S\u0101ciet veidot ar Mind the Graph<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>","protected":false},"excerpt":{"rendered":"<p>Izp\u0113tot ChatGPT ierobe\u017eojumus caur akad\u0113misko prizmu, atkl\u0101jas valodas modelim rakstur\u012bgie aizspriedumi un kontekstu\u0101l\u0101s probl\u0113mas.<\/p>","protected":false},"author":33,"featured_media":50110,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Boundaries Beyond The Chat: Understanding ChatGPT Limitations<\/title>\n<meta name=\"description\" content=\"Examining ChatGPT limitations through an academic lens reveals inherent biases and contextual challenges in the language model.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/lv\/chatgpt-limitations\/\" \/>\n<meta property=\"og:locale\" content=\"lv_LV\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Boundaries Beyond The Chat: Understanding ChatGPT Limitations\" \/>\n<meta property=\"og:description\" content=\"Examining ChatGPT limitations through an academic lens reveals inherent biases and contextual challenges in the language model.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mindthegraph.com\/blog\/lv\/chatgpt-limitations\/\" \/>\n<meta property=\"og:site_name\" content=\"Mind the Graph Blog\" \/>\n<meta property=\"article:published_time\" content=\"2024-01-16T11:28:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-15T15:38:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/01\/ChatGPT-limitations-blog.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1123\" \/>\n\t<meta property=\"og:image:height\" content=\"612\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sowjanya Pedada\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Boundaries Beyond The Chat: Understanding ChatGPT Limitations\" \/>\n<meta name=\"twitter:description\" content=\"Examining ChatGPT limitations through an academic lens reveals inherent biases and contextual challenges in the language model.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/01\/ChatGPT-limitations-blog.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sowjanya Pedada\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Boundaries Beyond The Chat: Understanding ChatGPT Limitations","description":"Examining ChatGPT limitations through an academic lens reveals inherent biases and contextual challenges in the language model.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mindthegraph.com\/blog\/lv\/chatgpt-limitations\/","og_locale":"lv_LV","og_type":"article","og_title":"Boundaries Beyond The Chat: Understanding ChatGPT Limitations","og_description":"Examining ChatGPT limitations through an academic lens reveals inherent biases and contextual challenges in the language model.","og_url":"https:\/\/mindthegraph.com\/blog\/lv\/chatgpt-limitations\/","og_site_name":"Mind the Graph Blog","article_published_time":"2024-01-16T11:28:00+00:00","article_modified_time":"2024-01-15T15:38:57+00:00","og_image":[{"width":1123,"height":612,"url":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/01\/ChatGPT-limitations-blog.jpg","type":"image\/jpeg"}],"author":"Sowjanya Pedada","twitter_card":"summary_large_image","twitter_title":"Boundaries Beyond The Chat: Understanding ChatGPT Limitations","twitter_description":"Examining ChatGPT limitations through an academic lens reveals inherent biases and contextual challenges in the language model.","twitter_image":"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/01\/ChatGPT-limitations-blog.jpg","twitter_misc":{"Written by":"Sowjanya Pedada","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/mindthegraph.com\/blog\/chatgpt-limitations\/","url":"https:\/\/mindthegraph.com\/blog\/chatgpt-limitations\/","name":"Boundaries Beyond The Chat: Understanding ChatGPT Limitations","isPartOf":{"@id":"https:\/\/mindthegraph.com\/blog\/#website"},"datePublished":"2024-01-16T11:28:00+00:00","dateModified":"2024-01-15T15:38:57+00:00","author":{"@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/1809367ac22d998ef1780e61c942bd9e"},"description":"Examining ChatGPT limitations through an academic lens reveals inherent biases and contextual challenges in the language model.","breadcrumb":{"@id":"https:\/\/mindthegraph.com\/blog\/chatgpt-limitations\/#breadcrumb"},"inLanguage":"lv","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mindthegraph.com\/blog\/chatgpt-limitations\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/mindthegraph.com\/blog\/chatgpt-limitations\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mindthegraph.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Boundaries Beyond The Chat: Understanding ChatGPT Limitations"}]},{"@type":"WebSite","@id":"https:\/\/mindthegraph.com\/blog\/#website","url":"https:\/\/mindthegraph.com\/blog\/","name":"Mind the Graph Blog","description":"Your science can be beautiful!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mindthegraph.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"lv"},{"@type":"Person","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/1809367ac22d998ef1780e61c942bd9e","name":"Sowjanya Pedada","image":{"@type":"ImageObject","inLanguage":"lv","@id":"https:\/\/mindthegraph.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/5498cb1111b92c813c76ae76ad5b1dd3?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5498cb1111b92c813c76ae76ad5b1dd3?s=96&d=mm&r=g","caption":"Sowjanya Pedada"},"description":"Sowjanya is a passionate writer and an avid reader. She holds MBA in Agribusiness Management and now is working as a content writer. She loves to play with words and hopes to make a difference in the world through her writings. Apart from writing, she is interested in reading fiction novels and doing craftwork. She also loves to travel and explore different cuisines and spend time with her family and friends.","url":"https:\/\/mindthegraph.com\/blog\/lv\/author\/sowjanya\/"}]}},"_links":{"self":[{"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/posts\/50107"}],"collection":[{"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/users\/33"}],"replies":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/comments?post=50107"}],"version-history":[{"count":5,"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/posts\/50107\/revisions"}],"predecessor-version":[{"id":50120,"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/posts\/50107\/revisions\/50120"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/media\/50110"}],"wp:attachment":[{"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/media?parent=50107"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/categories?post=50107"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindthegraph.com\/blog\/lv\/wp-json\/wp\/v2\/tags?post=50107"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}