Ururimi AI

Uruvange-rw-abakozi

Uruvange-rw-abakozi (MoA) ni tekinike aho imiterere yindimi nyinshi itegura ibisubizo hanyuma icyitegererezo cyo guhuza ibitekerezo gihuza ibitekerezo byabo mubisubizo byiza.

2 min somaIbiherutse kuvugururwa

Incamake

It lets a team of open models rival or beat a single top-tier model.

Kwibira cyane

Yinjijwe mu mpapuro 2024 zivuye Hamwe na AI, Imvange-y-abakozi itegura LLM nyinshi mubice. Murwego rwa mbere, moderi nyinshi 'poropagande' buriwese asubiza igisubizo. Ibisubizo byabo noneho birahuzwa hanyuma bigashyikirizwa urwego rukurikira, aho moderi yongeye gusubiza, ubu byateganijwe kumishinga yose yabanjirije. Nyuma yimwe cyangwa byinshi nkibi, icyiciro cya nyuma 'agregator' gihuza byose mubisubizo bimwe. Ubushishozi bwibanze, abanditsi bita 'ubufatanye bwa LLMs', nuko moderi zitanga ibisubizo byiza mugihe zerekanwe ibisubizo byurungano, ndetse nibidatunganye. Ku gipimo cya AlpacaEval 2.0, MoA yubatswe rwose uhereye ku modoka zifungura isoko bivugwa ko yarenze amanota ya GPT-4 Omni, byerekana ko gukusanya neza imiterere itandukanye, ihendutse bishobora gutsinda sisitemu imwe.

Ubushishozi

MoA itandukanye no gutora kwinshi kwinshi: aho gutora igisubizo kimwe, igiteranyo gisoma ibisubizo byose byabakandida nkibisobanuro kandi bikabyara synthesis nshya, kuvanga imbaraga no gushungura amakosa. Dutandukanye mubaterankunga bifasha, kuvanga imiryango itandukanye yicyitegererezo bifite agaciro. Imiterere itondekanye, nkumuyoboro wimbitse aho buri cyiciro 'neurons' guhamagara LLM yose. Gucuruza-ni ubukererwe nigiciro: buri cyiciro kigwiza umubare wabaterefona, bityo MoA ikoresha compte nyinshi kugirango izamure ubuziranenge.

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'uruvange-rw'abakozi

Tegereza uburyo bwa MoA-guteranya gukwirakwira nkuko umwanzuro uhendutse kandi urwego rwa orchestre rukuze. Icyerekezo cyubushakashatsi kirimo kwiga abashaka gutanga ikizere kuri buri kibazo (routing), kugabanya ibihano byubukererwe ukoresheje abashoramari babangikanye no gutema abanyantege nke hakiri kare, no guhuza MoA nabakozi bakoresha ibikoresho kuburyo abegregator badahuza inyandiko gusa ahubwo nibikorwa nibimenyetso byakuweho. Nka moderi ifunguye igenda yiyongera, kubihuza mubwenge bihinduka inzira ifatika igana imipaka kurwego rwiza nta moderi nini nini.

Gushyira mu bikorwa Isi

Gukomatanya uburyo butatu butandukanye bwo kuganira nkabashinzwe gutanga ibitekerezo, hanyuma ukoreshe igiteranyo gikomeye kugirango utange igisubizo kimwe cyiza-gishyigikira abakiriya.

Kuzamura amabwiriza-akurikira amanota kuri AlpacaEval-imiterere-yerekana ibipimo ukoresheje gusa isoko ifunguye.

Guhuza ibitekerezo bitandukanye byingirakamaro kuva muburyo butandukanye muburyo bumwe, bukomeye bwo gushyira mubikorwa.

Gukoresha umuyoboro ufunguye uremereye ubuziranenge bwimbibi kugirango wohereze ubuzima bwite aho amakuru adashobora kuva muri seriveri yikigo.

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

1

Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.

2

Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.

3

Komeza kugenzura abantu kugenzura ibisubizo byinshi.

4

Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.

Komeza Ubushakashatsi

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Ubuyobozi bukurikira

Uruvange rwimbitse

Ibibazo bikunze kubazwa

What is Mixture-of-Agents Aggregation?

Uruvange-rw-abakozi (MoA) ni tekinike aho imiterere yindimi nyinshi itegura ibisubizo hanyuma icyitegererezo cyo guhuza ibitekerezo gihuza ibitekerezo byabo mubisubizo byiza. Ireka itsinda ryimyidagaduro ifunguye irwanya cyangwa igatsinda icyitegererezo kimwe cyo hejuru.

Muruvange-rw-abakozi, ni uruhe ruhare rwicyitegererezo?

Igiteranyo gisoma ibisubizo byabakandida byose kandi bitanga igisubizo kimwe cyahujwe, cyiza-cyiza.

Ni uwuhe mutungo w'ingenzi wa LLMs impapuro za MoA zishingiye?

Abanditsi bareba ko icyitegererezo gitezimbere ibisubizo byabo mugihe giteganijwe kubindi bishushanyo mbonera, ndetse nibidatunganye.

MoA itandukaniye he no gutora byoroheje?

Bitandukanye no gutora, MoA ntabwo ihitamo igisubizo kimwe gusa; itanga igisubizo gishya gihuza abakandida.

Ni ukubera iki gutandukana mubyitegererezo bitanga agaciro muri MoA?

Abashoramari batandukanye batwikiriye byinshi, biha abegregator ibitekerezo byinshi byo guhuza hamwe namakosa yo kuyungurura.

Ni ikihe giciro nyamukuru cyuburyo bwa MoA?

Buri cyiciro cyongeramo LLM nyinshi, bityo MoA igurisha compte yinyongera nigihe cyo kunoza igisubizo cyiza.