AI Ibitekerezo
AI ya salusiyo ni mugihe icyitegererezo kivuga ikintu kinyoma nkaho ari ukuri - citation mpimbano, ibarurishamibare ryakozwe, ibintu bitari byo - neza kandi wizeye.
Incamake
It is the single biggest trust problem with today's language models.
Kwibira cyane
Hallucination ntabwo ari amakosa muburyo busanzwe; baguye muburyo icyitegererezo gikora. Icyitegererezo cyururimi cyatojwe kubyara imibare yemewe, ntabwo ari ukugenzura ukuri. Iyo ikubise icyuho - ikintu kitigeze cyiga, cyangwa ikibazo kidafite igisubizo gisobanutse mumahugurwa yacyo - ntabwo kivuga ngo 'simbizi.' Ahubwo itanga ibishoboka-byumvikana cyane gukomeza, bishobora kuba ibihimbano byizewe. Ibisohoka bisoma neza, ikosa rero ryoroshye kubura. Impapuro zisanzwe zirimo imitwe yibitabo yahimbwe cyangwa imanza zemewe n'amategeko, URL zimpimbano, amagambo yatanzwe nabi, nimibare yemewe-ariko yibeshye. Birashobora guteza akaga cyane mubice byinshi nkubuvuzi, amategeko, n’imari, aho igisubizo kibi gishobora kuba gihenze kuruta igisubizo kigaragara. Icyangombwa, nubwo hamwe ninyandiko zukuri zitangwa, moderi irashobora kwivuguruza cyangwa kubyirengagiza.
Ubushishozi
Intandaro ni intego yo guhugura: guhanura ikimenyetso gikurikira kugirango ugaragaze neza, nta kugenzura ukuri kwuzuye kandi nta kimenyetso cyizewe cyimbere kuri 'Sinzi neza.' Igisekuru cyongerewe imbaraga (RAG) gifasha mugutera inshinge inyandiko zukuri muburyo bwihuse, ariko ntabwo ariwo muti - ubushakashatsi bwerekana ko moderi ikomeza kubyerekana mugihe kugarura urusaku ari urusaku cyangwa mugihe 'ubumenyi' bwimbere bwikitegererezo bivuguruzanya ninyandiko yagaruwe. Izindi nyoroshyacyaha zirimo ibisubizo bifatika muri citations, kongera gutondekanya ibimenyetso byakuweho, hamwe no guhitamo neza guhemba ibisubizo byizerwa, biterwa inkunga.
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.
Kazoza ka AI Hallucinations
Hallucination izagabanuka, ntabwo izakurwaho - ihujwe ningingo ya probabilistic ya moderi. Tegereza kalibrasi nziza (moderi zerekana kutamenya neza), gukomera cyane hamwe nibisobanuro bifatika, kugenzura ubwabyo no kugenzura ukuri, no 'kwifata' imyitwarire aho urugero rugabanuka aho gukeka. Ibipimo ngenderwaho bizashyira abacuruzi gutanga raporo y'ibiciro bya salusiyo. Kuri ubu, igisubizo gifatika ni ugusubiramo abantu wongeyeho kugarura no kugenzura, cyane cyane ahantu hose ikiguzi cyigisubizo cyizewe kiri hejuru.
Gushyira mu bikorwa Isi
Umufasha mu by'amategeko avuga imanza z'urukiko zitabaho, hamwe n'amazina asa na nimero ya dock
Ikiganiro gihimbira impapuro zemewe ariko zimpimbano numwanditsi iyo abajijwe isoko
Umufasha wa coding ahamagara imikorere yisomero cyangwa ibipimo bya API bitigeze bibaho
Incamake yubuvuzi ivuga dosiye yizewe ivuguruza inyandiko yatanzwe
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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Ibikurikira muri AI
Ibihimbano bya AI
Ibibazo bikunze kubazwa
What is AI Hallucinations?
AI ya salusiyo ni mugihe icyitegererezo kivuga ikintu kinyoma nkaho ari ukuri - citation mpimbano, ibarurishamibare ryakozwe, ibintu bitari byo - neza kandi wizeye. Nibibazo byingutu byingirakamaro hamwe nururimi rwiki gihe.
Niyihe mpamvu nyamukuru yerekana imvugo yerekana imiterere?
Abanyamideli bahindura imibare ishobora kuba ikurikira. Hamwe nukuri kwuzuye kugenzura, kuzuza icyuho cyumvikana-cyumvikana gishobora kuba ibinyoma.
Kuki salusitini iteje akaga?
Kuberako umusaruro wibinyoma uzi neza kandi wizeye, uhuza nibisubizo nyabyo kandi byoroshye kubakoresha kwizera.
Ese ibisekuruza byongerewe imbaraga (RAG) bikuraho burundu imitekerereze?
RAG igabanya ibitekerezo bya salusiyo ishingiye kubisubizo nyabyo, ariko moderi irashobora gukomeza gutekereza mugihe kugarura bidatunganye cyangwa bivuguruza ubumenyi bwimbere.
Ni uruhe rugero nyarwo rwa salusiyo?
Guhimba ibintu bitabaho ariko bifatika-bisa nibitekerezo bya kera - ibyiringiro, byihariye, nibinyoma.
Nubuhe buryo aribwo buryo buzwi bwo kugabanya salusiyo?
Gushingira ku nyandiko nyazo, nkerekana inkomoko, kongera kwerekana ibimenyetso, hamwe no guhitamo-ubudahemuka byose bifasha kugabanya ibihimbano.