Kwiga-Ibice
Mubyerekeranye no kwiga ni ubushobozi butangaje bwururimi runini rwo gutoranya umurimo mushya uhereye ku ngero nke zashyizwe mubisubizo, nta kongera imyitozo.
Incamake
It is the reason you can 'teach' a model on the fly just by showing it what you want.
Kwibira cyane
Mubisanzwe, kwigisha urusobe rw'imitsi umurimo mushya bisobanura kuvugurura uburemere bwawo binyuze mumahugurwa. Mu myigire yimyigishirize iratandukanye: wandika ingero nkeya muburyo bwihuse ('contexte'), kandi icyitegererezo cyinjiza icyitegererezo kandi kigashyirwa mubikorwa bishya. Ntakintu kiri imbere yicyitegererezo gihinduka; ingero ziyobora gusa ubutaha-ibimenyetso. Uzumva 'zeru-shoti' (amabwiriza gusa), 'isasu rimwe' (urugero rumwe), na 'shoti nkeya' (ingero nyinshi). Iyi myitwarire yakunzwe na GPT-3 muri 2020 hanyuma ihinduka ubushobozi bugaragara: moderi ntoya ntishobora kubikora, ariko hashize hafi miliyari 100 zingana na metero 100, uburinganire bwibisasu bike byazamutse cyane. Icyitegererezo cyize neza kumenya no gukomeza imiterere mugihe cyo kwitegura, bityo irashobora kongera gukoresha ubwo buhanga mugihe cyagenwe.
Ubushishozi
Ubushakashatsi bwo gusobanura bwerekanye byinshi muri ubwo bushobozi bwo 'kwinjiza imitwe' - imirongo yitabwaho igaragara mugihe cy'amahugurwa kandi ikora fuzzy prefix-ihuza: basubiza inyuma aho ikimenyetso gisa nacyo cyagaragaye, hanyuma bakandukura icyakurikiye. Iyo rero ikibazo cyawe cyerekana 'pome -> imbuto, karoti -> imboga', icyitegererezo gihuye nimiterere kandi gihanura ikirango gikwiye kubintu bikurikira. Byibanze, nta gradients zitemba kandi ntanuburemere bugezweho. Ingero zisubiramo gusa ibikorwa bigaburira ubutaha-token bishoboka kugabana.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Kugera no kugera
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Ibyemezo bisobanutse
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Ejo hazaza h'imyigishirize
Kwagura imiterere ya Windows (ubu ni ibihumbi n'ibihumbi by'ibimenyetso) itera imbere mu myigire yerekeza ku butegetsi bwa 'amasasu menshi', aho ingero nyinshi cyangwa amagana zishobora guhangana neza neza n'imirimo imwe n'imwe, nta kiguzi cy'amahugurwa. Tegereza kwishyira hamwe hamwe no kugarura, bityo ingero zingirakamaro zizanwa mu buryo bwikora, hamwe nigitekerezo cyiza mugihe mugihe cyo kwiga cyananiranye cyangwa kirangaye. Bizakomeza inzira yihuse, ihendutse yo guhuza icyitegererezo, kuzuzanya - kudasimbuza - guhuza neza imirimo ihamye, nini cyane.
Gushyira mu bikorwa Isi
Gutanga chatbot ingero eshatu zunganira amatike nibyiciro byabo, hanyuma ukagira itike nshya muburyo bumwe
Kwerekana icyitegererezo kabiri mbere / nyuma yama jambo yinyandiko zahinduwe zahinduwe muri JSON isukuye kuburyo ihindura ibisigaye
Kwandika ibicuruzwa bibiri byerekana ibicuruzwa mubirango byawe kugirango ibishya bihuze nuburyo
Kwerekana imibare itoroshye ijambo-ikibazo cyakozwe intambwe ku yindi kuburyo icyitegererezo gikemura ibibazo bisa nuburyo bumwe bwo gutekereza
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Context Windows
Ibibazo bikunze kubazwa
What is In-Context Learning?
Mubyerekeranye no kwiga ni ubushobozi butangaje bwururimi runini rwo gutoranya umurimo mushya uhereye ku ngero nke zashyizwe mubisubizo, nta kongera imyitozo. Nimpamvu ushobora 'kwigisha' icyitegererezo ku isazi gusa ukerekana icyo ushaka.
Ni izihe mpinduka zifatika imbere yicyitegererezo mugihe cyo kwiga?
Mubyerekeranye no kwiga bibaho rwose kubitekerezo. Ingero muburyo bwihuse zerekana imikorere yibikorwa hamwe nibikurikira-ibimenyetso, ariko nta buremere buvugururwa.
Ni ukubera iki imyigire iboneye isobanurwa nkubushobozi 'bugaragara'?
Ubushobozi ni intege nke cyangwa idahari muri moderi nto kandi izamuka cyane iyo moderi igeze ku ntera nini cyane, niyo mpamvu yitwa kugaragara.
Nubuhe buryo bwimbere bufitanye isano cyane no kwiga murwego rwo guhindura ibintu?
Igikorwa cyo gusobanura cyagaragaje imitwe ya induction - imirongo yitonderwa isanga aho ikimenyetso gisa nacyo cyagaragaye kandi kigakoporora icyakurikiyeho - nkumushoferi wibanze wimyigire.