Ukusuka kwi-GPT-3 ukuya kwi-GPT-5: Indlela umgangatho woguqulelo lwe-AI owatshintsha ngayo ngokwenene

I-GPT-3, i-GPT-4, kunye ne-GPT-5 zahlukene ngeminyaka emihlanu kunye nezizukulwana eziliqela zolwakhiwo, kodwa owona mbuzo uluncedo kuguqulelo ayingo "yeyiphi eyona ikrelekrele." Ungqale ngakumbi: yintoni kanye etshintshileyo kwindlela ezi modeli eziphatha ngayo iinxalenye zolwimi ezingaguqulelekiyo igama negama, izinto ezifana nezaci, intsingiselo engaqondakaliyo, kunye nerejista? Uphuculo lwenzeke kwiindawo ezithile, ngamaxesha athile, kwaye aluzange luhambe ngendlela ethe ngqo ukusuka kwendala ukuya kwentsha.

Yintoni kanye eyayinikezelwa yi-GPT-3 kuguqulelo

I-OpenAI yakhupha i-GPT-3 ngo-2020, phambi kokuba kubekho inkqubo yovavanyo ye-MachineTranslation.com, ngoko akukho nto apha eluvavanyo lobunini. Yimbali ebhalwe ngokupheleleyo, ayisosiphumo sovavanyo lwangaphakathi. I-GPT-3 yaba yimodeli yokuqala yohlobo lwayo ekwaziyo ukuvelisa isicatshulwa esitshelezayo, esivakala njengesomntu kwiilwimi ezininzi ngaphandle koqeqesho olukhethekileyo lomsebenzi, nto leyo eyayenza yaba linyathelo elibalulekileyo lokwenene. Ngokukodwa kuguqulelo, oko kutsheleza kwadala umngcipheko wokwenene: I-GPT-3 yayinokuvelisa isivakalisi esiqinisekileyo nesakheke kakuhle kulwimi ekuguqulelwa kulo kodwa esiphosakeleyo, kungekho nto kwisiphumo ebonisa ukuba kukho impazamo eyenzekileyo.

Yintoni eyatshintshayo xa kwafika i-GPT-4

I-GPT-4 yaphehlelelwa ngo-March 2023, kwaye uvavanyo lweemodeli lwe-MachineTranslation.com luqala malunga nesi sizukulwana. Uphuculo lwaluyinyani kodwa lungekho ngokulinganayo. Ukuvavanya ibinzana lesiNgesi elineentsingiselo ezimbini elithi "That's sick" ngesiJapan, i-GPT-4.1-nano yaba yeyona modeli yodwa kwiimodeli ezintandathu ezivavanyiweyo eyathi yanciphisa intsingiselo ephindwe kabini yomgca yaba yintsingiselo enye, ngelixa ezinye ezintlanu zagcina intsingiselo engaqondakaliyo eyayijoliswe libinzana lokuqala. Izaci zaba yeyona ntlupheko inkulu: xa kwakuhlolwa isaci saseSpain esithi "llevarse el gato al agua" kwiinguqulelo ezintlanu ze-GPT ngaxeshanye, ezincinci i-GPT-4o-mini kunye ne-GPT-4.1-nano zombini zavelisa uguqulelo olufanayo lwegama negama, olungalunganga, zaphoswa sisaci ngokupheleleyo.

Kwavela ipatheni efanayo nakwezinye iindawo. Isaci sesiJamani, "ich verstehe nur Bahnhof," esavavanywa kwiinguqulelo ezincinci ezisibhozo ze-GPT kunye ne-Claude, saguqulelwa ngokoqobo nangokungachanekanga yi-GPT-4o-mini ngokukodwa, ngelixa imodeli encinci nentsha kolu vavanyo lunye, i-GPT-4.1-nano, yasifumana ngokuchanekileyo. Isizukulwana nobukhulu bemodeli azizange zingqinelane ngendlela engaguqukiyo, ipatheni uvavanyo lweenguqulelo zeemodeli lwe-MachineTranslation.com oluyigubungela ngokunzulu ngakumbi.

Yintoni eyatshintshwa yi-GPT-5 kuguqulelo

I-OpenAI yazisa i-GPT-5 njengenkqubo emanyeneyo edibanisa phakathi kwemodeli ekhawulezayo emiselweyo kunye nemodeli ecingisisa nzulu ngokuxhomekeke kumsebenzi owenziwayo, utshintsho lwesakhiwo ukusuka kuyilo lwemodeli enye ye-GPT-4. I-GPT-5 System Card ye-OpenAI inika ingxelo yokuba izinga lempazamo lenyaniso lale modeli liqikelelwa kwi-45% ngaphantsi kunele-GPT-4 kwaye lingama-80% ngaphantsi kunele-GPT-3, inzuzo yokuthembeka ngokubanzi ebonakala ngokukodwa nakuguqulelo. Uvavanyo lwe-MachineTranslation.com lubonisa ezona nzuzo zicacileyo apho iimodeli zexesha le-GPT-4 zazisokola kakhulu: kwisaci saseSpain esifanayo apho i-GPT-4o-mini kunye ne-GPT-4.1-nano zaphazama khona, zombini i-GPT-5.4-mini kunye ne-GPT-5.4 zavelisa iinguqulelo ezichanekileyo zezaci, nganye isibeka ngendlela eyahlukileyo kancinci kodwa zombini zisiqonda isaci ngokwaso.

Loo ngongoma yokugqibela ibalulekile: uvavanyo olwahlukileyo lwebinzana eliqhelekileyo loshishino, "please confirm receipt of this document," eliguqulelwe kwisiJamani, livelise iziphumo eziphantse zafana ncam kuzo zonke iimodeli ezivavanyiweyo, kuquka i-GPT-4o-mini neemodeli zesizukulwana se-GPT-5. Umsantsa ophakathi kwezizukulwana ugxile ngokukodwa kulwimi olunesikweko nolungaqondakaliyo lula, hayi kumahluko jikelele womgangatho.

Ingaba isizukulwana esitsha se-GPT sihlala sithetha uguqulelo olungcono?

Hayi. Xa kwakuvavanywa i-idiom yesiHebhere kwiintsapho zeemodeli ezahlukeneyo, i-GPT-5.4-mini kunye ne-GPT-5.4 zavelisa iintsingiselo ezimbini ezahlukeneyo nezingaphelelanga zeli binzana linye, kungekho nanye echaneke ngokupheleleyo, ngelixa imodeli endala engadibananga nazo yafikelela kufutshane. Imodeli entsha ayithethi ngokuzenzekelayo ukuba ichaneke ngakumbi, kwaye imodeli enkulu okanye yamva nje ayithethi ngokuzenzekelayo ukuba lolona khetho lukhuselekileyo kwisivakalisi esithile.

Apho i-GPT-5 imi khona ngokuguqulela namhlanje

I-GPT-3 kunye ne-GPT-4 zombini zirhoxisiwe kwi-ChatGPT; i-GPT-4 isafumaneka kuphela nge-API ye-OpenAI kulungelelaniso olusele lukhona. Isizukulwana sangoku, i-GPT-5.4 kunye ne-GPT-5.5, seso siqhutywa yi-MachineTranslation.com namhlanje, kwaye sisebenza ngokukhuphisanayo xa sithelekiswa neemodeli zangoku ezivela kwabanye ababoneleli, nangona singengcono ngokufanayo kuso sonke isibini seelwimi. Ukuze ufumane ingcaciso ebanzi ngendlela ii-sub-version ze-GPT zangoku ezithelekiseka ngayo phakathi kwazo nangokuchasene neemodeli ezifana ne-Claude kunye ne-DeepSeek, jonga uvavanyo lwe-sub-version olujongene ngqo lwe-MachineTranslation.com, olungena nzulu ngakumbi kunovavanyo lwezizukulwana jikelele.

Kuthetha ntoni oku ukuba wenza ilocalization ngomlinganiselo omkhulu

Olu fumaniso lubaluleke kakhulu kwinkqubo enkulu yelocalization asikokuba "i-GPT-5 ibetha i-GPT-3." Kukuba yi-version yemodeli, hayi nje usapho lwemodeli, egqiba ukuba ngaba i-idiom ethile okanye ibinzana elintsingiselo-ninzi liguqulelwa ngokuchanekileyo na, kwaye oku kuyinyani kuzo zonke izibini zeelwimi, hayi nje ezi mbalwa zibonakaliswe apha. Oku kubaluleke kakhulu kumxholo oxhomekeke kwitoni nolwimi lwezaci ngokuyintloko, ngakumbi umxholo wentengiso kunye nomxholo owenziwe ngabasebenzisi, apho i-idiom enye eguqulelwe ngokoqobo inokutshintsha intsingiselo iphela yeposti okanye yesibhengezo. Inkqubo eguqulela umxholo kwiilwimi ezininzi iza kuhlangabezana nolu hlobo lolwimi kuyo nganye kuzo. Uthotho lovavanyo lwe-sub-version lwe-MachineTranslation.com kunye novavanyo olupheleleyo lokuthelekisa iimodeli luyigubungela nzulu le nto. Indlela eli qonga elisebenza ngayo, yokuqhuba iimodeli ze-GPT zangoku ecaleni kwezinye ezingaphezulu kwama-20 kulo lonke uguqulelo, ikhona ngenxa yokuba akukho mbali ye-version yemodeli enye eqinisekisa ngokuthembekileyo ngokwayo.

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