I-AI Foundations
Qonda ukuthi iyini i-AI, ukuthi amasistimu afunda kanjani, lapho ehluleka khona, kanye nendlela yokwahlulela izimangalo ngaphandle kokukhohlisa.
Umtapo wezincwadi we-AI wamahhala
155 imihlahlandlela yesiNgisi esicacile, izindlela zokufunda ezihlelekile, nomtapo wolwazi ovulekile — wakhiwe inhlangano engenzi nzuzo ye-501(c)(3) ezimele ukuze noma ubani aqonde i-AI yesimanje.
Qala lapha
Isifundo ngasinye sihlanganisa imiphumela esobala, amakhono afakwe kumephu, imisebenzi yokuzilolonga, kanye netshe eliyinhloko elisetshenzisiwe.
Qonda ukuthi iyini i-AI, ukuthi amasistimu afunda kanjani, lapho ehluleka khona, kanye nendlela yokwahlulela izimangalo ngaphandle kokukhohlisa.
Sebenzisa i-AI ngendlela ekhiqizayo kuyilapho uvikela ubumfihlo, ubheka imiphumela, futhi ulondoloza ukuziphendulela komuntu.
Linganisa izimo zokusetshenziswa kwendawo yokusebenza, sebenzisa abashayeli bezindiza abaphephile, kala inani, futhi uxhumane nezinguquko ngokuzibophezela.
Hlaziya izinhlelo ze-AI ngokusebenzisa amalungelo, ukulingana, ukubusa, ukuphepha, kanye nemiphumela yenzuzo yomphakathi.
Qonda amamodeli olimi, ukubuyisa, abasebenzeli, ukuhlola, izindleko, nokuvikela ukusetshenziswa ngokuklama kwesistimu okusebenzayo.
Amathrekhi esihloko
Gxumela endaweni oyikhathalelayo. Wonke amathrekhi anemihlahlandlela eminingi yesiNgisi esilula.
Umtapo wolwazi ogcwele
155 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.
I-ColBERT imodeli yokubuyisa emele umbuzo ngamunye futhi ibhale amavekhtha amaningi weleveli yamathokheni futhi iwathole ngesinyathelo esihlanjululwe kahle 'sokusebenzelana kwakamuva'.
Ulimi lwe-AII-Maximum Marginal Relevance (MMR) iyindlela yokubeka kabusha isikhundla ebhalansisa ukuthi umphumela ubaluleke kangakanani uma uqhathanisa nokuthi uhluke kangakanani emiphumeleni ekhethiwe kakade.
Ulimi lwe-AII-Self-RAG iwuhlaka lapho imodeli yolimi inquma ukuthi izobuyiselwa nini, bese igxeka kokubili iziqephu ezitholiwe kanye nokuphumayo kusetshenziswa okukhethekile...
Ulimi lwe-AII-GraphRAG ithuthukisa isizukulwane sokubuyiswa-esithuthukisiwe ngokwakha igrafu yolwazi yezinhlangano nobudlelwano obusuka eqoqweni ledokhumenti, bese ibuyisela ngaphezulu...
Ulimi lwe-AII-Skeleton-of-Thought (SoT) iyindlela yokwazisa neyokuhlukanisa eqala ngokucela imodeli yolimi ukuthi iveze uhlaka lwamathambo olufushane lwamaphoyinti okuphendula, bese inweba…
Ulimi lwe-AII-Chain-of-Verification (CoVe) iyindlela yokwazisa lapho imodeli ibhala impendulo, ikhiqize eyayo imibuzo yokuhlola iqiniso, iyiphendule ngokuzimela...
Ulimi lwe-AIIbhizinisi elixhumanisa ukukhuluma kwamamephu kwamagama embhalweni kuya kokufakiwe okuyingqayizivele kusisekelo solwazi, linquma, isibonelo, ukuthi i-'Paris' isho idolobha noma umuntu.
Ulimi lwe-AII-logit lens iyisu lokutolika elinquma izimo ezifihliwe ze-transformer kuzo zonke izendlalelo zibe izibikezelo zamagama, ikuvumela ukuthi ubuke ukuqagela...
Ulimi lwe-AIAmakhanda okufakwayo angamakhanda okunakwa asebenzisa umthetho wekhophi olula kodwa onamandla: 'Ngibone i-[A][B] ngaphambili, futhi manje sengiyabona [A] futhi, ngakho bikezela [B].
Ulimi lwe-AII-Position Interpolation (PI) iwuhlelo olunweba iwindi lomongo elisebenzisekayo lemodeli yolimi lidlulele kude nobude balo bokuqeqeshwa ngokukala kabusha indawo...
Ulimi lwe-AII-YaRN (Nokho enye isandiso se-RoPE) iyindlela enweba iwindi lemongo elisebenzisekayo le-transformer kude kakhulu kunalokho ebiqeqeshelwa kukho, ngokuncane…
Ulimi lwe-AII-Jamba iyimodeli yolimi enkulu evela ku-AI21 Labs ehlanganisa izendlalelo zokunaka ze-Transformer ngezendlalelo zesikhala se-Mamba (kanye nengxube yochwepheshe) ukuze uthole...
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.