I-Toolformer kanye Nokusebenzisa Ithuluzi Lokuzifundisa
I-Toolformer iyindlela ka-2023 Meta AI evumela imodeli yolimi izifundise ukuthi iwabiza nini futhi kanjani amathuluzi angaphandle njengezibali, izinjini zokusesha, nabahumushi.
Uhlolojikelele
Instead of humans labeling tool calls, the model generates and filters its own training examples, then fine-tunes on the ones that actually help.
I-Deep Dive
I-Toolformer, evela ku-Schick et al. kokuthi Meta AI, ibhekana nendida: amamodeli amakhulu asebenza kahle olimini kodwa awabi ku-arithmetic, amaqiniso amasha, kanye nokubheka okunembile. Iluphu yokuqeqeshwa iyazigada. Imodeli inikezwa izibonelo ezimbalwa ezibhalwe ngabantu ezibonisa i-syntax yekholi ye-API, bese itshelwa ukuthi ufake izingcingo zekhandidethi (ezisongwe ngamathokheni akhethekile) ezindaweni eziningi kuyo yonke ikhophasi yombhalo enkulu. Ikholi ngayinye yekhandidethi isetshenziswa ngempela, futhi umphumela uhlukaniswe phakathi. Isinyathelo sokuhlunga ukhiye sigcina ikholi yethuluzi kuphela uma ukuba nomphumela we-API kwehlisa ukudideka kwemodeli kumbhalo wangempela ozayo ngaphezu kokungashayi ucingo, noma ukushaya ngokuhlukile. Imodeli ibe isicutshungulwa kahle kule dathasethi ehlungiwe, ezakhiwe yona, ifunda ukunxenxa amathuluzi amahlanu: isibali, uhlelo lwe-QA, injini yokusesha, umhumushi, nekhalenda.
I-Technical Insight
Umbono onqumayo inhloso yokuhlunga ozigadile. Kusikhundla ngasinye sekhandidethi, i-Toolformer iqhathanisa ukulahlekelwa kokubikezela amathokheni alandelayo nomphumela we-API ofakwe kuqhathaniswa ngaphandle kwawo. Izingcingo ezinciphisa ukulahlekelwa ngaphezu komkhawulo ziyagcinwa; izingcingo ezingenamsebenzi noma ezinomsindo ziyalahlwa. Lokhu kusho ukuthi asikho isichasiselo somuntu sokusetshenziswa kwethuluzi 'okulungile' okudingekayo, imodeli ngokwayo inquma ukuthi yiziphi izingcingo ebezinolwazi lwangempela, futhi ifunda ukubekwa nokuphikisana ngokuhlanganyela.
I-Strategic Impact
Izindleko kanye nesabelomali
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka.
Izinqumo ezicacile
Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha.
Ukulawulwa kwekhwalithi
Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni.
Ikusasa Le-Toolformer kanye Nokusebenzisa Ithuluzi Lokuzifundisa
I-Toolformer ihlanyele ukusetshenziswa kwamathuluzi kwanamuhla kanye nama-ejenti abiza umsebenzi. Umngcele usuka kumathuluzi angagxili angagxili kuye kwamashumi noma amakhulu atholwe ngesikhathi sokusebenza, ngamamodeli acabanga ngokuthi iliphi ithuluzi okufanele ushayele, ukuhlanganisa amakholi, kanye nokwehluleka ukuphatha. Lindela ukuhlanganiswa okuqinile ngokufunda okuqinisiwe nama-ejenti amaluphu, kanye nokufunda lapho undiza ama-API amasha, ukuze ukusetshenziswa kwethuluzi lokuzifundisa kube amandla ajwayelekile kunokuba kube ukushuna okukhethekile okukhethekile.
Ukuqaliswa Komhlaba Wangempela
Ukushayela i-API yesibali somusho omaphakathi ukuze uthole i-arithmetic eqondile esikhundleni sokuqagela impendulo yezinombolo.
Ukubuza ngosesho noma isistimu ye-QA ukuze ilande ulwazi lwakamuva noma olungavamile ukubonwa.
Icela ithuluzi lokuhumusha ngomshini ukuze linikeze umushwana ngolunye ulimi ngaphakathi kombhalo okhiqiziwe.
Kusetshenziswa ithuluzi lekhalenda/ledethi ukuze kuxazululwe izithenjwa ezihlobene njengokuthi 'uLwesihlanu oluzayo' ukuya edethini ephathekayo.
Izingozi & Guardrails
Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu.
Izindleko zengqalasizinda nezokulungisa zivame ukubukelwa phansi.
Izikhala zokuphepha nokubonakala zingakhula njengoba izinhlelo ziba nzima kakhulu.
Ukuqalisa Umhlahlandlela
Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa.
Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha.
Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi.
Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
Ukuzicabangela Kuma-agent Loops
Imibuzo evame ukubuzwa
What is Toolformer and Self-Taught Tool Use?
I-Toolformer iyindlela ka-2023 Meta AI evumela imodeli yolimi izifundise ukuthi iwabiza nini futhi kanjani amathuluzi angaphandle njengezibali, izinjini zokusesha, nabahumushi. Esikhundleni sokulebula abantu amakholi amathuluzi, imodeli ikhiqiza futhi ihlunge izibonelo zayo zokuqeqeshwa, bese ishuna kahle lezo ezisiza ngempela.
Yini eyenza indlela ye-Toolformer yokusebenzisa ithuluzi lokufunda ihluke?
I-Toolformer iyazigada ngokwayo: imodeli iphakamisa amakholi e-API ekhandidethi, iwasebenzise, futhi igcina kuphela eziwusizo, ngaphandle kwesichasiselo somuntu sokusetshenziswa okulungile.
Iyiphi indlela i-Toolformer eyisebenzisayo ukunquma ukuthi igcine ikholi ye-API yekhandidethi?
Ucingo lubanjwa kuphela uma ukufaka umphumela kwehlisa ukudideka/ukulahlekelwa kwemodeli kumbhalo wangempela ozayo ngale komkhawulo, okubonisa ukuthi ubuwusizo ngempela.
Iyiphi isethi yamathuluzi i-Toolformer yokuqala yafunda ukuyisebenzisa?
I-Toolformer yaqeqeshelwa ukusebenzisa ama-API amahlanu: isibali, isistimu yokuphendula imibuzo, injini yokusesha, umhumushi womshini, kanye nekhalenda.
Izingcingo zamathuluzi zimelelwa kanjani embhalweni ngesikhathi senqubo ye-Toolformer?
Izingcingo zekhandidethi nemiphumela yazo ezibuyisiwe zishuthekwa emgqeni embhalweni kusetshenziswa amathokheni akhethekile, ngakho imodeli ifunda ukubekwa nokuphikisana ndawonye.
Yibuphi ubuthakathaka obuyisisekelo bamamodeli amakhulu olimi akhuthaza i-Toolformer?
Naphezu kwamakhono olimi aqinile, ama-LLM ashikashikana nezibalo eziqondile, amaqiniso akamuva, kanye nokubuyiswa kolwazi olunembayo, okungatholakala ngamathuluzi angaphandle.