Toolformer da Kai-koyawa Tool
Toolformer hanya ce ta 2023 Meta AI wacce ke ba da damar samfurin harshe ya koyar da kansa lokacin da yadda ake kiran kayan aikin waje kamar kalkuleta, injin bincike, da masu fassara.
Dubawa
Instead of humans labeling tool calls, the model generates and filters its own training examples, then fine-tunes on the ones that actually help.
Zurfafa nutsewa
Toolformer, daga Schick et al. a Meta AI, yana magance sabani: manyan samfura suna da kyau a harshe amma maras kyau a lissafin lissafi, sabobin gaskiya, da madaidaicin dubawa. Madauki na horarwa yana kula da kansa. An ba da samfurin ɗimbin misalan rubuce-rubucen ɗan adam da ke nuna haɗin gwiwar kira na API, sannan ya sa a saka kiran ɗan takara (wanda aka nannade cikin alamu na musamman) a wurare da yawa a cikin babban babban taron rubutu. Ana aiwatar da kowane kiran ɗan takara a zahiri, kuma sakamakon yana ɓarna a ciki. Matakin tace maɓalli yana riƙe kiran kayan aiki kawai idan samun sakamakon API yana rage ruɗin ƙirar akan ainihin rubutu mai zuwa fiye da rashin kira, ko kira daban. Sa'an nan samfurin yana da kyau a daidaita shi akan wannan tace bayanai, mai sarrafa kansa, koyan kiran kayan aiki guda biyar: kalkuleta, tsarin QA, injin bincike, mai fassara, da kalanda.
Fahimtar Fasaha
Mahimmin ra'ayi shine manufar tacewa mai kulawa da kai. Ga kowane matsayi na ɗan takara, Toolformer yana kwatanta asarar tsinkayar alamomi masu zuwa tare da saka sakamakon API tare da ba tare da shi ba. Kiraye-kirayen da ke rage asara da fiye da kofa ana riƙe su; kira mara amfani ko hayaniya ana watsar. Wannan yana nufin ba a buƙatar bayanin ɗan adam na 'daidai' amfanin kayan aiki, ƙirar da kanta ta yanke shawarar waɗanne kira ne da gaske suke ba da labari, kuma suna koyon jeri da muhawara tare.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Toolformer da kai-koyar kayan aikin
Toolformer yayi amfani da kayan aiki na yau da wakilai masu kira. Iyakar tana motsawa daga ƙayyadaddun kayan aikin hannu zuwa ɗaruruwa ko ɗaruruwan da aka gano a lokacin aiki, tare da ƙirar ƙira game da kayan aikin da za a kira, sarƙoƙi kira, da gazawar kulawa. Yi tsammanin haɗin kai mai ƙarfi tare da koyo na ƙarfafawa da madaukai na wakili, da koyo kan-tashi na sabbin APIs, ta yadda amfani da kayan aikin da aka koyar da kai ya zama madaidaicin iyawa maimakon ƙwararrun kyau-tune.
Aiwatar da Gaskiyar Duniya
Kiran tsakiyar jumla API kalkuleta don samun madaidaicin lissafi maimakon yin hasashen amsar lamba.
Neman bincike ko tsarin QA don debo na yau da kullun ko ba a cika ganin bayanan gaskiya ba.
Kiran kayan aikin fassarar inji don yin magana a cikin wani harshe a cikin rubutun da aka ƙirƙira.
Amfani da kayan aikin kalanda/kwanaki don warware nassoshi kamar 'Jumma'a mai zuwa' zuwa takamaiman kwanan wata.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
Tunanin Kai a Madaidaicin Madaukai
Tambayoyin da ake yawan yi
What is Toolformer and Self-Taught Tool Use?
Toolformer hanya ce ta 2023 Meta AI wacce ke ba da damar samfurin harshe ya koyar da kansa lokacin da yadda ake kiran kayan aikin waje kamar kalkuleta, injin bincike, da masu fassara. Maimakon mutane suna yiwa kiraye-kirayen lakabin kayan aiki, ƙirar ta ƙirƙira kuma tana tace misalan horon nasa, sa'an nan kuma ƙara ƙararrawa kan waɗanda ke taimakawa a zahiri.
Menene ya sa hanyar Toolformer ta amfani da kayan aikin koyo ta bambanta?
Toolformer yana da kulawa da kansa: ƙirar tana ba da shawarar kiran API na ɗan takara, yana aiwatar da su, kuma yana adana masu taimako kawai, ba tare da bayanin ɗan adam na ingantaccen amfani ba.
Wane ma'auni ne Toolformer ke amfani da shi don yanke shawarar ko za a ci gaba da kiran API na ɗan takara?
Ana riƙe kira kawai idan saka sakamakonsa yana rage ruɗani/asarar samfurin akan ainihin rubutu mai zuwa sama da kofa, yana nuna yana da fa'ida sosai.
Wane saitin kayan aikin ne ainihin Toolformer ya koyi amfani da shi?
An horar da Toolformer don kiran APIs guda biyar: kalkuleta, tsarin amsa tambaya, injin bincike, mai fassarar inji, da kalanda.
Ta yaya ake wakilta kiran kayan aiki a cikin rubutu yayin aiwatar da Toolformer?
Ana shigar da kiran ƴan takara da sakamakon da aka dawo dasu cikin layi a cikin rubutu ta amfani da alamu na musamman, don haka ƙirar ta koyi jeri da muhawara tare.
Wane irin rauni ne na babban nau'in harshe ya motsa Toolformer?
Duk da ƙwarewar harshe mai ƙarfi, LLMs suna kokawa da ainihin ƙididdiga, abubuwan yau da kullun, da madaidaicin dawo da bayanai, waɗanda kayan aikin waje zasu iya bayarwa.