Incamake
Guhuza amabwiriza ni intambwe yo guhugura ihindura inyandiko-iteganya kuba icyitegererezo gikurikiza amabwiriza nka 'incamake ibi' cyangwa 'andika igisubizo kinyabupfura.' Nibyo bituma icyitegererezo fatizo cyumva gifasha kandi kiyobora.
Amabwiriza Kuringaniza ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Ururimi rwibanze rwatojwe gusa guhanura ibimenyetso bizakurikira kumyandiko y'urubuga, niba rero wanditse ikibazo birashobora gukomeza nibibazo byinshi aho gusubiza. Guhindura amabwiriza bikosora ibi. Nuburyo bwo kugenzurwa neza-gutunganya neza: icyitegererezo cyatojwe kubice byinshi bya (amabwiriza, igisubizo cyiza) gikubiyemo imirimo ibihumbi - ubusemuzi, incamake, ibyiciro, Q&A, code, nibindi byinshi. Kubona amabwiriza amwe-hanyuma-afasha-gusubiza inshuro nyinshi, icyitegererezo cyiga imyitwarire rusange yo 'gukora ibyo umukoresha asabye,' kandi ibi bihurira kumabwiriza atigeze abona mumahugurwa. Ubu buryo bwashyizweho ahagana mu 2021 nakazi nka FLAN, T0, n’Amabwiriza Kamere, kandi byari shingiro rya __AIU_PROTECTED_10 __ 'InstructGPT, ihuza neza GPT-3 kumurongo wateganijwe. Nishingiro abafasha benshi baganira bubakiyeho.
Ubushishozi
Muburyo bwa tekinike, guhuza amabwiriza ni bisanzwe bigenzurwa no kwiga: gabanya itandukaniro riri hagati yikimenyetso cyerekana icyitegererezo hamwe nigisubizo cyerekanwe, hamwe na gradients ivugurura uburemere. Iratandukanye na RLHF (gushimangira kwigira kubitekerezo byabantu), biza nyuma kandi bigahindura ibyifuzo byabantu ukoresheje icyitegererezo. Ibisanzwe bisanzwe byateguwe: kwitegura, hanyuma amabwiriza-tune (SFT) kugirango wigishe gukurikiza imirimo, hanyuma ubishaka RLHF kunonosora amajwi, ubufasha, numutekano. Itandukaniro ryamakuru rifite akamaro kuruta ubwinshi - gukwirakwiza imirimo yagutse itera rusange.
Kwigisha Amabwiriza Guhuza
Guhuza amabwiriza ni intambwe yo guhugura ihindura inyandiko-iteganya kuba icyitegererezo gikurikiza amabwiriza nka 'incamake ibi' cyangwa 'andika igisubizo kinyabupfura.' Nibyo bituma icyitegererezo fatizo cyumva gifasha kandi kiyobora. Amabwiriza Kuringaniza ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Amabwiriza yo Kuringaniza nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha amabwiriza yo guhuza amabwiriza yerekana, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Guhindura ishingiro rya GPT-muburyo bwumufasha wo kuganira asubiza ibibazo aho kubisubiramo
FLAN-T5, itunganijwe neza mubikorwa byinshi kuburyo ishobora gukurikiza amabwiriza itigeze itozwa neza
InstructGPT, aho GPT-3 yari amabwiriza-yashizwe kumurongo wateguwe kugirango utange ibisubizo byingirakamaro cyane
Kubaka umufasha wikigo imbere muguhuza neza amabwiriza-ibisubizo byombi byanditswe ninkunga nitsinda ryemewe
Uburyo bwo Gushyira mu bikorwa
Amabwiriza Guhuza imyitozo
Guhindura ishingiro rya GPT-muburyo bwumufasha wo kuganira asubiza ibibazo aho kubisubiramo.
Guhindura icyitegererezo cyuburyo bwa GPT mubufasha bwikiganiro gisubiza ibibazo aho kubisubiramo Amakipe mubisanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Amabwiriza Guhuza imyitozo
FLAN-T5, itunganijwe neza mubikorwa byinshi kuburyo ishobora gukurikiza amabwiriza itigeze itozwa neza.
FLAN-T5, itunganijwe neza mubikorwa byinshi kugirango ishobore gukurikiza amabwiriza itigeze itozwa ku buryo bweruye ku makipe ubusanzwe ibona umusaruro ushimishije iyo isobanura ibipimo ngenderwaho byimbere, ikomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi ikurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Amabwiriza Guhuza imyitozo
InstructGPT, aho GPT-3 yari amabwiriza-yashizwe kumurongo wateguwe kugirango utange ibisubizo byingirakamaro cyane.
InstructGPT, aho GPT-3 yahinduwe-amabwiriza kuri gahunda yatunganijwe kugirango itange ibisubizo byingirakamaro cyane Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Amabwiriza Guhuza imyitozo
Kubaka umufasha wikigo imbere muguhuza neza amabwiriza-ibisubizo byombi byanditswe ninkunga nitsinda ryemewe.
Kubaka umufasha wikigo cyimbere mugukurikirana neza amabwiriza-ibisubizo byombi byanditswe ninkunga hamwe namakipe yemewe namategeko Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
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.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.