Preprint ivuga ko uruhare rwabanyeshuri rugomba guhindura uburyo LLM ingamba zo kuganira mwishuri zemewe

Byagenze bite

Icapiro rishya rya arXiv risuzuma uburyo imiterere nini yindimi zikoreshwa mugupima ibiganiro byabanyeshuri, harimo ibiganiro, ubufatanye nuburinganire bwijwi. Abanditsi bavuga ko gusuzuma ubwo buryo gusa bisobanurwa n’impuguke z’abakuze hamwe n’ibizamini byateganijwe bishobora kwambura ururimi rw’ishuri imiterere yarwo kandi bikuraho abanyeshuri bafite uburambe. Mu bushakashatsi bwakozwe ku rubyiruko ruvuga indimi nyinshi mu cyumba cy’imibare cy’icyiciro cya munani, abashakashatsi bahujije abitabiriye kureba, kubaza, amatsinda yibanze hamwe no kugenzura abanyamuryango hamwe n’abanyeshuri bane bibanze. Batangaza ko ibisobanuro byabanyeshuri kubiganiro byabo byo mwishuri rimwe na rimwe bitajyanye ningamba zishingiye kuri LLM. Abanyeshuri banamaganye ibyiciro by'icyitegererezo hamwe na gahunda ya coding yakoreshejwe mu gusobanura imyitwarire yapimwe.

Urupapuro rwibanze ku ngamba zishingiye kuri LLM zo kuganira kw'abanyeshuri. Nk’uko abanditsi babitangaza, ubwo buryo bugenda busesengura inyandiko mvugo y'ibiganiro byo mu ishuri kugira ngo hamenyekane ibintu nko kugenda, ibiganiro ndetse n'uburinganire bw'ijwi. Abanditsi bavuga ko inyandiko-mvugo isanzwe ikubiyemo imisanzu mu magambo gusa, ishobora gukuraho imiterere ikikije kandi bigatuma ururimi rwabanyeshuri rugora kubisobanura.

Abanditsi bibaza uburyo bubiri busanzwe bwo kwemeza: kugereranya ibisubizo bya LLM hamwe na annotasiyo yakozwe ninzobere zikuze, no gusuzuma imikorere hamwe namakuru yatanzwe hamwe n amanota F1. Bavuga ko ubwo buryo bushobora kwerekana amasezerano n’urwego rwasobanuwe n’umuntu mukuru uterekanye ko ingamba zavuyemo zifite akamaro cyangwa zingana mu kwigisha no kwiga. Uru rupapuro rugaragaza iki nkikibazo cyibyorezo: abantu basesengurwa barashobora kuvanwaho guhitamo icyo amagambo yabo asobanura.

Kubushakashatsi bwakozwe, itsinda ryubushakashatsi ryasuzumye urubyiruko ruvuga indimi nyinshi mu cyumba cy’imibare cyo mu cyiciro cya munani. Ibisobanuro bivuga ko abashakashatsi bakoresheje uburyo bwinshi bushingiye ku moko, harimo kwitegereza abitabiriye amahugurwa, kubaza ibibazo, amatsinda yibanze no kugenzura abanyamuryango. Bakoranye nabanyeshuri bane bibanze kandi bashyira abo banyeshuri mubiganiro nabashakashatsi na LLMs mugihe cyo gusobanura ibiganiro byishuri.

Ibyagaragaye byatangajwe ni uko ibisobanuro byabanyeshuri kuburambe bwabo bwibiganiro-mibare bitajyanye ningamba zishingiye kuri LLM. Abanyeshuri ntibahataniraga ibyiciro byihariye byakozwe na LLM, ahubwo bahanganye na code yo gukoresha mugupima ibiganiro byabo. Inkomoko ntisobanura icyitegererezo cyangwa icyitegererezo cyageragejwe, gitanga ibisubizo byumubare wibisubizo, urutonde urutonde rutavugwaho rumwe cyangwa ngo rusobanure uko ibyo mutumvikanaho byakemuwe.

Ibisobanuro birambuye: arxiv.org ↗

Impamvu ari ngombwa

Itegurwa ritera kwibaza ikibazo gifatika kumashuri nabashakashatsi bemeza LLM kugirango basuzume ibiganiro byishuri: niba sisitemu ishobora kugirana amasezerano akomeye nabatanga amakuru bakuze mugihe batumva nabi abanyeshuri igamije gusobanura. Icyifuzo cyayo nyamukuru ni uko abanyeshuri bagomba kugira uruhare mukubyara no kwemeza ubumenyi kubiganiro byabo, cyane cyane mugihe ururimi nubwoko bishobora guhindura uburyo itumanaho ryishuri risobanurwa. Ibimenyetso bigarukira mu cyumba kimwe cy'ishuri hamwe n'abanyeshuri bane bibanda, kandi impapuro zashyizweho ikimenyetso nk'izisuzumwa. Ntabwo rero isobanura uburyo ivuguruzanya ryavuzwe ari ryinshi cyangwa niba kwemeza gushingiye ku rubyiruko bitezimbere ukuri kw'icyitegererezo runaka. Irakora, ariko, igaragaza ikibazo gifatika cyimiyoborere nisuzuma kubikorwa byoherejwe na AI.

Ubushakashatsi bufite akamaro kuko isesengura ry’ishuri rya LLM rishobora guhindura uburyo abarezi bumva uruhare no gukorana. Igipimo cyerekana umusanzu wabanyeshuri nkigikorwa cyihariye cyo kuganira cyangwa gusuzuma ijwi ryabo rihagarariwe rishobora guhindura imyanzuro yubushakashatsi, ibyemezo byigisha cyangwa imanza zijyanye n'uburinganire bw'ishuri. Niba ibyiciro binaniwe kwerekana uburambe bwabanyeshuri, kugaragara neza birashobora guhisha ikosa rikomeye ryo gusobanura.

Igitekerezo cyabanditsi nacyo kirwanya ibisobanuro bigufi byo kwemeza. Amasezerano nabahanga bakuze arashobora kuba ingirakamaro, ariko arashobora kubyara ibitekerezo byubatswe mubikorwa byo gutangaza abantu bakuru. Mu buryo nk'ubwo, isuzumabumenyi ryakozwe hamwe n'amanota F1 birashobora kugereranya guhuza n'ibirango uterekanye ko ibirango bifata imibereho n'imvugo y'ibiganiro byo mu ishuri. Icapiro ntirivuga ko ibipimo ntacyo bimaze; ivuga ko bidahagije bonyine.

Kwibanda ku rubyiruko ruvuga indimi nyinshi, ubwoko ndetse n’indimi zituma ikibazo gikemuka cyane. Inkomoko ivuga ko abashakashatsi bakuze, abamenyesha impuguke na LLMs badashobora gutanga ibisobanuro byose bikenewe kugirango bumve ibiganiro byabanyeshuri. Ntabwo ishyiraho ko sisitemu ikora nabi kubantu runaka, kandi ntabwo itanga ikigereranyo cyamamare. Ibisubizo bifatika ni bigufi: muriki gihe, abanyeshuri bagaragaje kudahuza hagati yubusobanuro bwabo hamwe ningamba za sisitemu.

Urupapuro rusobanutse neza ni inzira. Abanyeshuri barashobora gukenera uruhare mugusobanura ibyiciro, gusuzuma ibyiciro no gusobanurwa bigoye mbere yuko igipimo gishingiye kuri LLM gifatwa nkibimenyetso bifatika kubyerekeye imikoranire y'ishuri. Niba ubwo buryo bushoboka mubipimo, umwanya bisaba nigihe butanga ibyemezo byuburezi byizewe bikomeza kuba ibisubizo byinkomoko.

Ibyo kureba

Ikibazo gikurikiraho ni ukumenya niba uburyo abanditsi batanze bushobora kugeragezwa mubyumba byinshi, ibyiciro byimyaka, indimi hamwe nishuri. Akazi kazoza gakeneye kwerekana mugihe ibisobanuro byabanyeshuri bitandukanije nibisubizo byicyitegererezo, niba ibyo bitandukanya byerekana amakosa murugero, imbogamizi muri gahunda ya code, cyangwa itandukaniro ryemewe mubitekerezo, nuburyo abashakashatsi bagomba kubikemura. Amashuri n'abacuruzi bakoresheje ingamba zishingiye kuri LLM bagomba kandi gusobanura ibipimwa, uwasobanura ibyiciro niba abanyeshuri bashobora guhatanira ibisubizo. Inkomoko ntabwo itanga ibicuruzwa byoherejwe, ibyifuzo byurugero runaka, igipimo cyagereranijwe cyangwa ingaruka zapimwe mukwigisha no kwiga. Ibyo bitazwi bigabanya imyanzuro yihuse kubyerekeye imikorere.

Kwigana nintambwe yingenzi ikurikira. Ubu bushakashatsi burimo icyumba kimwe cy’umunani cyo mu cyiciro cy’umunani hamwe n’abanyeshuri bane bibanze, ntibishobora rero kwerekana inshuro nyinshi ibyo mutumvikanaho bibera ahandi. Abashakashatsi bakeneye gusuzuma amasomo atandukanye, amatsinda yimyaka, indimi, imico yo mwishuri nuburyo bwo kwitabira kwabanyeshuri mbere yo gufata imyanzuro yagutse.

Inyigisho z'ejo hazaza zigomba gutanga raporo yihariye ya LLM, ibisobanuro, inyandiko-mvugo, ibyiciro bya code hamwe nuburyo bwo gusuzuma bwakoreshejwe. Bagomba kandi gutandukanya ubwoko butandukanye bwo kutumvikana: ikibazo cyo kwandukura, ikosa ryicyitegererezo, icyiciro cyagutse cyane cyangwa umuco muto, kandi itandukaniro ryemewe hagati yubusobanuro bwindorerezi nubunararibonye bwabanyeshuri. Ibiriho ubu ntabwo bitanga ibisobanuro bihagije kugirango bitandukane.

Ntibizwi kandi niba uruhare rwurubyiruko ruhindura imikorere yicyitegererezo, rutezimbere agaciro kibyiciro, cyangwa cyane cyane kwerekana ibyo mutumvikanaho bidashobora kugabanywa kumurongo umwe wukuri. Ubushakashatsi bugereranije bushobora kugerageza kwemeza abantu bakuru gusa kubikorwa birimo ibiganiro byabanyeshuri, amatsinda yibanze hamwe no kugenzura abanyamuryango, mugihe ukurikirana ingaruka mubyiciro no gufata ibyemezo byuburezi.

Icapiro ryaranzwe no gusubirwamo, kandi inkomoko ntamakuru atanga kubyerekeranye n'ibisubizo by'urungano-rwo gusuzuma, kwakirwa mu bigo cyangwa kohereza ishuri. Basomyi rero bagomba gufata ibyo babonye nkimpaka nubushakashatsi bwambere, ntabwo ari ibimenyetso byerekana ko ingamba zose za LLM zo kuganira kwabanyeshuri zizewe. Ikibazo cyihutirwa-nyungu rusange ni ukumenya niba amashuri nabateza imbere bazaha abanyeshuri inzira ifatika yo kugenzura no guhatanira ibisobanuro byatanzwe na AI kuburambe bwabo.

Ibijyanye nuyobora & ibibazo