{"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\/sk\/chatgpt-limitations\/","title":{"rendered":"Hranice mimo chatu: Pochopenie obmedzen\u00ed ChatGPT"},"content":{"rendered":"

ChatGPT je ned\u00e1vny technologick\u00fd z\u00e1zrak, ktor\u00fd vytv\u00e1ra z\u00e1zraky pomocou jednoduch\u00e9ho textu. Ve\u013emi n\u00e1m u\u013eah\u010dil \u017eivot a odstr\u00e1nil nepr\u00edjemn\u00e9 h\u013eadanie relevantn\u00fdch inform\u00e1ci\u00ed na internete.<\/p>\n\n\n\n

Zamysleli ste sa v\u0161ak niekedy nad t\u00fdm, \u010di m\u00e1 nejak\u00e9 obmedzenia? Ka\u017ed\u00e1 technol\u00f3gia m\u00e1 svoje obmedzenia a ChatGPT tie\u017e. V tomto \u010dl\u00e1nku sa dozvieme o obmedzeniach ChatGPT, aby sme si vytvorili povedomie a pomohli v\u00e1m ju pou\u017e\u00edva\u0165 efekt\u00edvnej\u0161ie.<\/p>\n\n\n\n

Preh\u013ead slu\u017eby ChatGPT<\/h2>\n\n\n\n

ChatGPT je jazykov\u00fd model vyvinut\u00fd spolo\u010dnos\u0165ou OpenAI<\/a>na z\u00e1klade architekt\u00fary GPT (Generative Pre-trained Transformer). Predstavuje nov\u00fa gener\u00e1ciu jazykov\u00fdch modelov umelej inteligencie a bola vydan\u00e1 ako s\u00fa\u010das\u0165 verzie GPT-3.5. <\/p>\n\n\n\n

ChatGPT je navrhnut\u00fd tak, aby generoval text podobn\u00fd \u013eudsk\u00e9mu a viedol interakt\u00edvne konverz\u00e1cie s pou\u017e\u00edvate\u013emi. Dok\u00e1\u017ee porozumie\u0165 a generova\u0165 text vo viacer\u00fdch jazykoch a m\u00e1 \u0161irok\u00fa \u0161k\u00e1lu aplik\u00e1ci\u00ed vr\u00e1tane z\u00e1kazn\u00edckej podpory, tvorby obsahu, jazykov\u00e9ho prekladu a mnoh\u00fdch \u010fal\u0161\u00edch.<\/p>\n\n\n\n

Jazykov\u00e9 modely ChatGPT<\/h2>\n\n\n\n

Modely GPT s\u00fa postaven\u00e9 na architekt\u00fare Transformer, ktor\u00fa v roku 2017 predstavili Vaswani a kol. v z\u00e1sadnom \u010dl\u00e1nku \"Attention is All You Need\". Architekt\u00fara Transformer sp\u00f4sobila revol\u00faciu v \u00faloh\u00e1ch spracovania prirodzen\u00e9ho jazyka vyu\u017eit\u00edm mechanizmov vlastnej pozornosti, \u010do modelu umo\u017enilo efekt\u00edvne zachyti\u0165 dlhodob\u00e9 z\u00e1vislosti a kontextov\u00e9 vz\u0165ahy v texte.<\/p>\n\n\n\n

Hlavn\u00fd jazykov\u00fd model pou\u017e\u00edvan\u00fd v ChatGPT, GPT-3, obsahuje ohromuj\u00faci po\u010det parametrov (175 mili\u00e1rd od verzie GPT-3.5), \u010do z neho rob\u00ed jeden z najv\u00fdkonnej\u0161\u00edch a d\u00e1tovo najn\u00e1ro\u010dnej\u0161\u00edch jazykov\u00fdch modelov, ak\u00e9 boli kedy vytvoren\u00e9. Tento obrovsk\u00fd rozsah prispieva k jeho schopnosti generova\u0165 text podobn\u00fd \u013eudsk\u00e9mu a vykon\u00e1va\u0165 \u0161irok\u00fa \u0161k\u00e1lu \u00faloh spracovania prirodzen\u00e9ho jazyka vr\u00e1tane generovania konverz\u00e1ci\u00ed, jazykov\u00e9ho prekladu, odpovedania na ot\u00e1zky a mnoh\u00fdch \u010fal\u0161\u00edch.<\/p>\n\n\n\n

Obmedzenia ChatGPT<\/h2>\n\n\n\n

Je nevyhnutn\u00e9 poznamena\u0165, \u017ee hoci je ChatGPT v\u00fdkonn\u00fd jazykov\u00fd model, st\u00e1le m\u00e1 obmedzenia. Niekedy m\u00f4\u017ee vytv\u00e1ra\u0165 vierohodne znej\u00face, ale nespr\u00e1vne alebo nezmyseln\u00e9 odpovede. <\/p>\n\n\n\n

Okrem toho, podobne ako in\u00e9 modely umelej inteligencie, m\u00f4\u017ee vykazova\u0165 skreslenia pr\u00edtomn\u00e9 v \u00fadajoch, na ktor\u00fdch bol vycvi\u010den\u00fd. OpenAI pokra\u010duje vo vylep\u0161ovan\u00ed a zdokona\u013eovan\u00ed syst\u00e9mu na z\u00e1klade sp\u00e4tnej v\u00e4zby od pou\u017e\u00edvate\u013eov a re\u00e1lneho pou\u017e\u00edvania. Po\u010fme si podrobne vysvetli\u0165 obmedzenia. <\/p>\n\n\n\n

Nedostatok zdrav\u00e9ho rozumu<\/h3>\n\n\n\n

GPT-3 ch\u00fdba pochopenie re\u00e1lneho sveta a zdrav\u00fd rozum. Hoci dok\u00e1\u017ee vytvori\u0165 s\u00favisl\u00fd a kontextu\u00e1lny text, nem\u00e1 skuto\u010dn\u00e9 pochopenie sveta a m\u00f4\u017ee produkova\u0165 odpovede, ktor\u00e9 s\u00fa vecne nespr\u00e1vne alebo nezmyseln\u00e9.<\/p>\n\n\n\n

Citlivos\u0165 na vstupn\u00e9 fr\u00e1zy<\/h3>\n\n\n\n

Odpovede modelu m\u00f4\u017eu by\u0165 ve\u013emi citliv\u00e9 na sp\u00f4sob formul\u00e1cie ot\u00e1zky alebo v\u00fdzvy. Mal\u00e9 zmeny vo formul\u00e1cii m\u00f4\u017eu vies\u0165 k v\u00fdrazne odli\u0161n\u00fdm odpovediam, \u010do m\u00f4\u017ee by\u0165 pre pou\u017e\u00edvate\u013eov, ktor\u00ed sa sna\u017eia o konzistentn\u00e9 odpovede, n\u00e1ro\u010dn\u00e9.<\/p>\n\n\n\n

Dlh\u00e9 odpovede a nadmern\u00e9 pou\u017e\u00edvanie fr\u00e1z<\/h3>\n\n\n\n

ChatGPT m\u00f4\u017ee by\u0165 pr\u00edli\u0161 stru\u010dn\u00fd a m\u00f4\u017ee sa opakova\u0165, \u010do vedie k dlh\u0161\u00edm odpovediam, ako je potrebn\u00e9. M\u00f4\u017ee tie\u017e nadmerne pou\u017e\u00edva\u0165 ur\u010dit\u00e9 fr\u00e1zy alebo vykazova\u0165 opakovan\u00e9 spr\u00e1vanie.<\/p>\n\n\n\n

Nedostato\u010dn\u00e9 priradenie zdroja<\/h3>\n\n\n\n

Model nem\u00f4\u017ee overi\u0165 presnos\u0165 inform\u00e1ci\u00ed, ktor\u00e9 poskytuje, a neexistuje \u017eiadny zabudovan\u00fd mechanizmus na potvrdenie zdrojov inform\u00e1ci\u00ed, ktor\u00e9 generuje. To znamen\u00e1, \u017ee m\u00f4\u017ee vytv\u00e1ra\u0165 hodnoverne znej\u00face, ale zav\u00e1dzaj\u00face alebo nepravdiv\u00e9 inform\u00e1cie.<\/p>\n\n\n\n

Predsudky<\/h3>\n\n\n\n

GPT-3 je vycvi\u010den\u00fd na rozsiahlom korpuse internetov\u00fdch textov, ktor\u00fd m\u00f4\u017ee obsahova\u0165 skreslen\u00e9 \u00fadaje. V d\u00f4sledku toho m\u00f4\u017ee model generova\u0165 neobjekt\u00edvne alebo zaujat\u00e9 odpovede na citliv\u00e9 t\u00e9my alebo vykazova\u0165 neobjekt\u00edvne spr\u00e1vanie po\u010das konverz\u00e1ci\u00ed.<\/p>\n\n\n\n

Neschopnos\u0165 objasni\u0165 nejasnosti<\/h3>\n\n\n\n

Pri nejednozna\u010dn\u00fdch ot\u00e1zkach alebo po\u017eiadavk\u00e1ch na vysvetlenie model \u010dasto odhaduje, \u010do by mohol pou\u017e\u00edvate\u013e zam\u00fd\u0161\u013ea\u0165, \u010do vedie k mo\u017en\u00fdm nedorozumeniam.<\/p>\n\n\n\n

Obmedzen\u00e9 kontextov\u00e9 okno<\/h3>\n\n\n\n

Aj ke\u010f ChatGPT dok\u00e1\u017ee po\u010das konverz\u00e1cie zachova\u0165 kontext, st\u00e1le existuje obmedzenie mno\u017estva kontextu, ktor\u00e9 dok\u00e1\u017ee zachova\u0165. Pri dlh\u0161\u00edch konverz\u00e1ci\u00e1ch m\u00f4\u017ee doch\u00e1dza\u0165 k fragment\u00e1cii kontextu, \u010do vedie k menej koherentn\u00fdm odpovediam.<\/p>\n\n\n\n

Nevhodn\u00e9 reakcie<\/h3>\n\n\n\n

Vzh\u013eadom na svoje tr\u00e9ningov\u00e9 \u00fadaje m\u00f4\u017ee ChatGPT niekedy vytv\u00e1ra\u0165 odpovede, ktor\u00e9 s\u00fa politicky zaujat\u00e9, ur\u00e1\u017eliv\u00e9 alebo nevhodn\u00e9. Spolo\u010dnos\u0165 OpenAI zaviedla bezpe\u010dnostn\u00e9 opatrenia, ale tak\u00e9to odpovede sa m\u00f4\u017eu ob\u010das vyskytn\u00fa\u0165.<\/p>\n\n\n\n

Vysok\u00e9 n\u00e1klady<\/h3>\n\n\n\n

Pr\u00edstup k GPT-3 a in\u00fdm podobn\u00fdm jazykov\u00fdm modelom prostredn\u00edctvom API m\u00f4\u017ee by\u0165 n\u00e1kladn\u00fd, najm\u00e4 pri roz\u0161\u00edrenom alebo ve\u013ekoobjemovom pou\u017e\u00edvan\u00ed.<\/p>\n\n\n\n

Nedostatok aktualiz\u00e1ci\u00ed v re\u00e1lnom \u010dase<\/h3>\n\n\n\n

Ako predtr\u00e9novan\u00fd model nem\u00e1 GPT-3 pr\u00edstup k inform\u00e1ci\u00e1m v re\u00e1lnom \u010dase nad r\u00e1mec svojich tr\u00e9ningov\u00fdch \u00fadajov. To znamen\u00e1, \u017ee nemus\u00ed ma\u0165 aktu\u00e1lne inform\u00e1cie o najnov\u0161\u00edch udalostiach alebo v\u00fdvoji. Tu je pr\u00edklad: <\/p>\n\n\n\n

<\/div>\n\n\n
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\"\"\/<\/figure><\/div>\n\n\n
<\/div>\n\n\n\n

Hoci s\u00fa\u010dasn\u00fd prezident je Droupadi Murmu<\/a>, GPT 3.5 o tom nem\u00e1 \u017eiadne inform\u00e1cie. <\/p>\n\n\n\n

S\u00favisiaci \u010dl\u00e1nok: <\/strong>ChatGPT Research Paper: Je legit\u00edmny a etick\u00fd?<\/strong><\/a><\/p>\n\n\n\n

D\u00f4vody nezmyseln\u00fdch a nespr\u00e1vnych odpoved\u00ed z ChatGPT<\/h2>\n\n\n\n

K nezmyseln\u00fdm a nespr\u00e1vnym odpovediam ChatGPT alebo ak\u00e9hoko\u013evek in\u00e9ho jazykov\u00e9ho modelu m\u00f4\u017ee d\u00f4js\u0165 z viacer\u00fdch d\u00f4vodov. Hoci s\u00fa jazykov\u00e9 modely ako ChatGPT v\u00fdkonn\u00e9 a dok\u00e1\u017eu generova\u0165 text podobn\u00fd \u013eudsk\u00e9mu, nie s\u00fa dokonal\u00e9 a maj\u00fa prirodzen\u00e9 obmedzenia. Tu s\u00fa niektor\u00e9 d\u00f4vody nezmyseln\u00fdch a nespr\u00e1vnych odpoved\u00ed:<\/p>\n\n\n\n

Nedostatok porozumenia<\/h3>\n\n\n\n

Jazykov\u00fdm modelom, ako je ChatGPT, ch\u00fdba skuto\u010dn\u00e9 porozumenie a zdrav\u00fd rozum. Generuj\u00fa odpovede na z\u00e1klade vzorov v \u00fadajoch, na ktor\u00fdch boli vy\u0161kolen\u00e9, bez skuto\u010dn\u00e9ho porozumenia obsahu. Toto obmedzenie m\u00f4\u017ee vies\u0165 k odpovediam, ktor\u00e9 znej\u00fa vierohodne, ale nemaj\u00fa skuto\u010dn\u00fd v\u00fdznam.<\/p>\n\n\n\n

Nejednozna\u010dnos\u0165 vo v\u00fdzvach<\/h3>\n\n\n\n

Ak je pou\u017e\u00edvate\u013esk\u00fd dotaz alebo v\u00fdzva nejednozna\u010dn\u00e1 alebo nem\u00e1 dostato\u010dn\u00fd kontext, ChatGPT m\u00f4\u017ee ma\u0165 probl\u00e9m s generovan\u00edm vhodn\u00fdch odpoved\u00ed. Nejednozna\u010dnos\u0165 m\u00f4\u017ee vies\u0165 k nespr\u00e1vnym predpokladom alebo odhadom modelu.<\/p>\n\n\n\n

Ne\u00fapln\u00e9 alebo nedostato\u010dn\u00e9 \u00fadaje o odbornej pr\u00edprave<\/h3>\n\n\n\n

Jazykov\u00e9 modely si vy\u017eaduj\u00fa ve\u013ek\u00e9 a r\u00f4znorod\u00e9 tr\u00e9ningov\u00e9 s\u00fabory \u00fadajov, aby sa dali efekt\u00edvne zov\u0161eobecni\u0165. Ak s\u00fa tr\u00e9ningov\u00e9 \u00fadaje ne\u00fapln\u00e9 alebo nepokr\u00fdvaj\u00fa ur\u010dit\u00e9 t\u00e9my komplexne, model nemus\u00ed na tieto t\u00e9my reagova\u0165 presne.<\/p>\n\n\n\n

R\u00f4zne \u00falohy podporovan\u00e9 slu\u017ebou ChatGPT<\/h2>\n\n\n\n

ChatGPT ako univerz\u00e1lny jazykov\u00fd model podporuje \u0161irok\u00fa \u0161k\u00e1lu \u00faloh v r\u00f4znych oblastiach. Jeho schopnosti spracovania prirodzen\u00e9ho jazyka mu umo\u017e\u0148uj\u00fa vykon\u00e1va\u0165 nieko\u013eko \u00faloh, okrem in\u00e9ho:<\/p>\n\n\n\n

    \n
  1. Generovanie textu<\/li>\n\n\n\n
  2. Jazykov\u00fd preklad<\/li>\n\n\n\n
  3. Odpovedanie na ot\u00e1zky<\/li>\n\n\n\n
  4. Sumariz\u00e1cia textu<\/li>\n\n\n\n
  5. Porozumenie jazyku<\/li>\n\n\n\n
  6. Pomoc pri programovan\u00ed<\/li>\n\n\n\n
  7. Podnety na tvoriv\u00e9 p\u00edsanie<\/li>\n\n\n\n
  8. Rie\u0161enie matematick\u00fdch probl\u00e9mov<\/li>\n\n\n\n
  9. Vyh\u013ead\u00e1vanie inform\u00e1ci\u00ed<\/li>\n\n\n\n
  10. Pomoc pri v\u00fdskume<\/li>\n<\/ol>\n\n\n\n

    Toto je len nieko\u013eko pr\u00edkladov r\u00f4znych \u00faloh, ktor\u00e9 m\u00f4\u017ee ChatGPT podporova\u0165. Jeho aplik\u00e1cie sa neust\u00e1le roz\u0161iruj\u00fa, preto\u017ee v\u00fdvoj\u00e1ri a pou\u017e\u00edvatelia nach\u00e1dzaj\u00fa inovat\u00edvne sp\u00f4soby, ako vyu\u017ei\u0165 jeho schopnosti spracovania jazyka. <\/p>\n\n\n\n

    Pre\u010d\u00edtajte si tie\u017e: <\/strong>Sk\u00famanie \u00falohy umelej inteligencie v akademickom v\u00fdskume<\/strong><\/a><\/p>\n\n\n\n

    Tvorba obsahu prostredn\u00edctvom konverz\u00e1cie pomocou ChatGPT<\/h2>\n\n\n\n

    Tvorba obsahu prostredn\u00edctvom konverz\u00e1cie pomocou ChatGPT zah\u0155\u0148a interakt\u00edvnej\u0161\u00ed pr\u00edstup k vytv\u00e1raniu p\u00edsomn\u00e9ho obsahu. Namiesto poskytnutia jedinej v\u00fdzvy sa pou\u017e\u00edvatelia zap\u00e1jaj\u00fa do konverz\u00e1cie s jazykov\u00fdm modelom. T\u00e1to interakt\u00edvna konverz\u00e1cia umo\u017e\u0148uje pou\u017e\u00edvate\u013eom postupne spres\u0148ova\u0165 a \u0161pecifikova\u0165 svoje po\u017eiadavky na obsah. Tu sa dozviete, ako funguje tvorba obsahu pomocou aplik\u00e1cie ChatGPT:<\/p>\n\n\n\n

    Za\u010datie rozhovoru<\/h3>\n\n\n\n

    Pou\u017e\u00edvate\u013e za\u010dne konverz\u00e1ciu odoslan\u00edm \u00favodnej spr\u00e1vy na adresu ChatGPT. T\u00e1to spr\u00e1va m\u00f4\u017ee by\u0165 v\u0161eobecn\u00e1 t\u00e9ma alebo konkr\u00e9tna po\u017eiadavka na typ obsahu, ktor\u00fd chce vytvori\u0165.<\/p>\n\n\n\n

    Pokra\u010dovanie interakcie<\/h3>\n\n\n\n

    ChatGPT reaguje na spr\u00e1vu pou\u017e\u00edvate\u013ea a generuje text na z\u00e1klade vstupn\u00fdch \u00fadajov. Pou\u017e\u00edvate\u013e potom m\u00f4\u017ee poskytn\u00fa\u0165 sp\u00e4tn\u00fa v\u00e4zbu alebo po\u017eiada\u0165 o vysvetlenie, aby usmernil proces generovania obsahu.<\/p>\n\n\n\n

    Spresnenie obsahu<\/h3>\n\n\n\n

    V s\u00e9rii v\u00fdmen pou\u017e\u00edvate\u013e iterat\u00edvne spres\u0148uje svoju po\u017eiadavku, pri\u010dom zad\u00e1va konkr\u00e9tnej\u0161ie pokyny, \u017eiada o \u010fal\u0161ie podrobnosti alebo po\u017eaduje zmeny vo vygenerovanom texte.<\/p>\n\n\n\n

    Iterat\u00edvna sp\u00e4tn\u00e1 v\u00e4zba<\/h3>\n\n\n\n

    Sp\u00e4tn\u00e1 v\u00e4zba pou\u017e\u00edvate\u013ea je nevyhnutn\u00e1 na zabezpe\u010denie toho, aby vytvoren\u00fd obsah zodpovedal jeho po\u017eiadavk\u00e1m. Konverz\u00e1cia pokra\u010duje, k\u00fdm pou\u017e\u00edvate\u013e nie je spokojn\u00fd s kone\u010dn\u00fdm obsahom.<\/p>\n\n\n\n

    Vytv\u00e1ranie kone\u010dn\u00e9ho obsahu<\/h3>\n\n\n\n

    Po nieko\u013ek\u00fdch interakci\u00e1ch pou\u017e\u00edvate\u013e dostane po\u017eadovan\u00fd obsah, ktor\u00fd m\u00f4\u017ee ma\u0165 podobu \u010dl\u00e1nku, pr\u00edspevku na blogu alebo ak\u00e9hoko\u013evek in\u00e9ho p\u00edsomn\u00e9ho diela na z\u00e1klade kontextu konverz\u00e1cie.<\/p>\n\n\n\n

    ChatGPT skuto\u010dne priniesol revol\u00faciu v procese tvorby obsahu, ale ak ho budete slepo nasledova\u0165, m\u00f4\u017eete sa dosta\u0165 do probl\u00e9mov. Integr\u00e1cia tohto modelu umelej inteligencie pri vyu\u017eit\u00ed vlastnej inteligencie a pochopen\u00ed obmedzen\u00ed ChatGPT v\u00e1m m\u00f4\u017ee pom\u00f4c\u0165 dosiahnu\u0165 \u00faspech na ceste tvorby obsahu.  <\/p>\n\n\n\n

    Spodn\u00e1 hranica<\/h2>\n\n\n\n

    Hoci ChatGPT predstavuje v\u00fdznamn\u00fd pokrok v oblasti spracovania prirodzen\u00e9ho jazyka a preuk\u00e1zal p\u00f4sobiv\u00e9 schopnosti, nie je bez obmedzen\u00ed. Pri poh\u013eade na bud\u00facnos\u0165 jazykov\u00fdch modelov umelej inteligencie bude rie\u0161enie t\u00fdchto obmedzen\u00ed d\u00f4le\u017eit\u00fdm krokom pri napredovan\u00ed v tejto oblasti a zabezpe\u010den\u00ed bezpe\u010dnej a prospe\u0161nej integr\u00e1cie technol\u00f3gie umelej inteligencie do n\u00e1\u0161ho \u017eivota. <\/p>\n\n\n\n

    Online infografika Maker pre vedu<\/h2>\n\n\n\n

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    Sk\u00famanie obmedzen\u00ed ChatGPT akademickou optikou odha\u013euje prirodzen\u00e9 predsudky a kontextov\u00e9 probl\u00e9my jazykov\u00e9ho modelu.<\/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":"\nBoundaries 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\/sk\/chatgpt-limitations\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Boundaries Beyond The Chat: 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