Toolformer uye Kuzvidzidzisa Tool Kushandisa
Toolformer inzira ya2023 Meta AI inoita kuti modhi yemutauro idzidzise yega nguva uye sei kudaidza maturusi ekunze semakarukureta, injini dzekutsvaga, uye vaturikiri.
Pfupiso
Instead of humans labeling tool calls, the model generates and filters its own training examples, then fine-tunes on the ones that actually help.
Kudzika Kwakadzika
Toolformer, kubva kuSchick et al. pa Meta AI, inobata gangaidzo: mhando hombe dzakanaka pamutauro asi dzakaipa pasvomhu, zvinhu zvitsva, uye kunyatso tarisa. Iyo yekudzidzira loop inozvitarisira wega. Iyo modhi inopihwa mashoma emienzaniso yakanyorwa nevanhu inoratidza API-call syntax, yobva yakurudzirwa kuisa nhare dzevamiriri (dzakaputirwa nematokeni akakosha) panzvimbo dzakawanda pane yakakura mavara corpus. Kufona kwega kwega kwemunhu anenge aitwa, uye mhedzisiro yacho inoiswa mukati. Danho rekusefa rinochengeta runhare rwemudziyo chete kana kuva nemhinduro yeAPI kuchidzikamisa kuvhiringika kwemodhi pamavara chaiwo ari kuuya kupfuura kusafona, kana kufona zvakasiyana. Iyo modhi inozonyatso gadziridzwa pane iyi yakasefa, inozvigadzira yega dataset, kudzidza kudaidza maturusi mashanu: Calculator, QA system, injini yekutsvaga, muturikiri, uye karenda.
Technical Insight
Pfungwa yakasarudzika ndiyo inozvitarisira yega yekusefa chinangwa. Pachinzvimbo chega chega chemumiriri, Toolformer inofananidza kurasikirwa kwekufanotaura zvinotevera tokeni nemhedzisiro yeAPI inoiswa maringe pasina iyo. Nhare dzinoderedza kurasikirwa nepamusoro pechikumbaridzo dzinochengetwa; nhare dzisina basa kana dzine ruzha dzinoraswa. Izvi zvinoreva kuti hapana chirevo chemunhu chekushandisa 'chaiyo' chekushandisa chinodiwa, modhi pachayo inosarudza kuti ndedzipi nhare dzanga dzichidzidzisa zvechokwadi, uye inodzidza kuisa uye nharo pamwe chete.
Strategic Impact
Mutengo uye bhajeti
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
Sarudzo dzakajeka
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
Kudzora kwemhando yepamusoro
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Ramangwana reToolformer uye Kuzvidzidzisa Kushandisa Turusi
Toolformer yakadyara maturusi emazuva ano-kushandisa uye basa-kufona vamiririri. Muganhu uri kufamba kubva pane zvakamisikidzwa zvezvishandiso kuenda kune gumi nemaviri kana mazana zvakawanikwa panguva yekumhanya, ine mamodheru achifunga nezvekuti ndeipi chishandiso chekufona, kufona ketani, uye kutadza kubata. Tarisira kubatanidzwa kwakasimba nekusimbisa kudzidza uye zvishwe zveajenti, pamwe nekudzidza-pa-kubhururuka kwemaAPI matsva, kuitira kuti kuzvidzidzisira kushandisa chishandiso kuve kugona kwakajairwa kwete kunyanzvi-tune.
Real-World Implementation
Kufonera Calculator API yepakati-mutsara kuti uwane chaiyo arithmetic pane kufungidzira mhinduro yenhamba.
Kubvunza kutsvaga kana QA sisitimu yekutora-yemazuva ano kana kashoma-kuonekwa ruzivo rwechokwadi.
Kudaidza chishandiso chekushandura-muchina kupa chirevo mune mumwe mutauro mukati memashoko akagadzirwa.
Kushandisa karenda / zuva rekushandisa kugadzirisa mareferensi senge 'Chishanu chinotevera' kune zuva rekongiri.
Njodzi & Guardrails
Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Implementation Roadmap
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
Benchmark pasi pechokwadi mutoro uye data mamiriro.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Ramba Uchiongorora
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What is Toolformer and Self-Taught Tool Use?
Toolformer inzira ya2023 Meta AI inoita kuti modhi yemutauro idzidzise yega nguva uye sei kudaidza maturusi ekunze semakarukureta, injini dzekutsvaga, uye vaturikiri. Panzvimbo yekuti vanhu vanyore maturusi emafoni, modhi inogadzira uye kusefa mienzaniso yayo yekudzidzisa, wobva wagadzirisa zvakanaka pane izvo zvinobatsira chaizvo.
Chii chinoita kuti maitiro eToolformer pakushandisa chombo chekudzidza ave akasiyana?
Toolformer inozvitarisisa yega: modhi inokurudzira mumiriri weAPI mafoni, oaita, uye anochengeta anobatsira chete, pasina chirevo chemunhu chekushandisa chaiko.
Ndechipi chiyero chinoshandiswa neToolformer kusarudza kuti vochengeta here API call?
Kufona kunochengetwa chete kana kupinza mhedzisiro kwakadzikira kukanganisika/kurasikirwa kwemuenzaniso pane chiri kuuya chinyorwa chechokwadi kupfuura chikumbaridzo, zvichiratidza kuti chaibatsira.
Ndeipi seti yezvishandiso iyo Toolformer yepakutanga yakadzidza kushandisa?
Toolformer yakadzidziswa kudaidza maAPI mashanu: Calculator, hurongwa hwekupindura mibvunzo, injini yekutsvaga, muturikiri wemuchina, uye karenda.
Maturusi emafoni anomiririrwa sei muzvinyorwa panguva yeToolformer?
Mafoni emumiriri uye mhedzisiro yavo yakadzoserwa inoiswa mukati memutsara muzvinyorwa vachishandisa yakakosha tokeni, saka modhi inodzidza kuisa uye nharo pamwechete.
Ndehupi hutera hwemhando huru dzemitauro yakakurudzira Toolformer?
Pasinei neunyanzvi hwemutauro hwakasimba, maLLM anonetseka nearithmetic chaiyo, chokwadi chezvino-zvino, uye kudzoreredzwa kweruzivo rwechokwadi, izvo maturusi ekunze anogona kupa.