Toolformer ak Jëfandikoo jumtukaay jàngal sa bopp
Toolformer ab Meta 2023 Meta njuréefi IA la buy may modelu làkk bi mu jàngal boppam kañ ak naka lay woowee jumtukaayi biti yu melni kalkulatër, motëri seetlu, ak tekkikatu làkk.
Résumé
Instead of humans labeling tool calls, the model generates and filters its own training examples, then fine-tunes on the ones that actually help.
Plongeur bu xóot
Jumtukaay, bu bawoo ci Schick ak ñeneen. ci Meta AI, dafay wax ci lu jaarul yoon: model yu mag yi dañu mag ci làkk waaye dañu baaxul ci xayma, ci mbiri àdduna yu bees, ak ci seetlu yu leer. Boucle de formation bi dafay saytu boppam. Modèle bi dañu ko jox ay misaal yu néew yu nit ñi bind di wane syntax API-call, ginaaw ga ñu laaj ñu dugal wooteb kàndidaa (ñu laxas ko ci ay token yu yam) ci barab yu bari ci biir corpus text bu mag. Bépp wooteb kàndidaa dañu koy def, ba noppi ñu boole ci resultaa bi. Jéego segg bu am solo bi dafay tëye wooteb jumtukaay sudee am resultaa API bi dafay wàññi jafe-jafe model bi ci bind dëgg biy ñëw, moo gën wootewul, wala woote ci anam wu wuute. Ginaaw loolu ñu defar model bi ci kaw done yiñ segg, yuñ defaree seen bopp, ñu jàng woote juróomi jumtukaay: kalkulatër, sistem QA, motëru seetlu, tekkikatu làkk, ak almanak.
Gis-gis xarala
Xalaat bi am solo mooy mébetu segg bi ngay saytu sa bopp. Ci bépp position kandidaa, Toolformer dafay méngale ñàkka xam token yi ci topp ak resultaa API biñ dugal ak buñu ko dugalul. woote yiy wàññi perte lu ëpp benn threshold dañu leen di tëye; woote yu amul njariñ wala yu bari xumbaay dañu leen di sànni. Loolu dafay tekki ni soxla wuñu benn tegtal bu nit ci jëfandikoo jumtukaay bu 'jub', model bi ci boppam mooy tànn ban woote moo amoon njariñ ci dëgg, ba noppi mu jàng plasement ak argument ñoom ñaar.
njeextalu pexe
Njëgg ak budget
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
dogal yu gëna leer
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Xool kalite
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Ëlëgu Toolformer ak jëfandikoo jumtukaay jàngal sa bopp
Toolformer moo jiite tay agent yiy jëfandikoo jumtukaay ak woo fonction. Frontier bi mingi joge ci jumtukaay yu néew, dem ci ay fukki-fukki wala téemeeri yuñ gis ci runtime, ak ay model yuy xalaat ban jumtukaay lañu wara woo, chaining woote, ak jëflante ay njuumte. Xaarandil lëkkaloo bu gëna dëgër ak njàngum dooleel ak bouclage agent, boole ci njàngum API yu bees ci saasi, suko defee jëfandikoo jumtukaay bi jàngal sa bopp nekk kàttan buñ miin te baña nekk benn fine-tune buñ jagleel.
Doxal ci àdduna dëgg
Woo kalkulatër API ci diggu frase ngir am arithmétik bu dëggu ci barabu xayma tontu numérique.
Laajte ab sistem seetlu wala QA ngir am xibaar bu bees wala bu bariwul luñu koy gis.
Woo jumtukaayu tekki masin ngir tekki ab mbind ci beneen làkk ci biir mbind miñ defar.
Jëfandikoo jumtukaayu almanak/bis ngir saafara royuwaay yu melni 'Aljuma bi ci topp' ci bis bu wóor.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Benchmark ci biir sargal ak done yu dëggu.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Weyal di banneexu
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Gis bi ci topp
Xalaatal sa bopp ci boucles agent
Laaj yi ñuy faral di laaj
What is Toolformer and Self-Taught Tool Use?
Toolformer ab Meta 2023 Meta njuréefi IA la buy may modelu làkk bi mu jàngal boppam kañ ak naka lay woowee jumtukaayi biti yu melni kalkulatër, motëri seetlu, ak tekkikatu làkk. Lu moy nit ñi etiketu jumtukaay woote, model bi defar ak segg misaali tàggat boppam, ba noppi fine-tunes ci ñooñu gëna jàppale.
Lan moo wuutale Toolformer ci jëfandikoo jumtukaayi jàng?
Toolformer dafay saytu boppam: model bi dafay tànn woote API yi, def leen, ba noppi denc yi am njariñ kese, te kenn duko bind ci jëfandikoo bu jaar yoon.
Ban tegtal la Toolformer di jëfandikoo ngir xam ndax dafay wéy di woo API kàndidaa?
Wooy dafay tëye sudee dugal ci resultaa bi wàññi perplexity/perte model bi ci text biy ñëw ginaaw benn threshold, loolu dafay wane ni amoon na njariñ dëgg.
Ban jumtukaay la Toolformer bi njëkk jàng jëfandikoo?
Toolformer dañu ko tàggat mu woo juróomi API: kalkulatër, sistem buy tontu laaj, motëru seetlu, tekkikatu masin, ak almanak.
naka lañuy wane wootu jumtukaay ci biir mbind mi ci diiru liggéeyu Toolformer?
Wootu kàndidaa yi ak seeni resultaa yi ñu delloo dañu leen di dugal ci biir mbind mi ci ay token yuñ jagleel, suko defee model bi jàng plasement ak argument yi ñoom ñaar.
Lan mooy ñakk kattan gi ci xeetu làkk yu yaatu yi moo xiir Toolformer?
Doonte LLM yi mën nañu làkk bu baax, dañu am jafe-jafe ci wàllu lim bu leer, xam-xam bu bees, ak seetlu xibaar bu leer, jumtukaay yu bawoo feneen mëna joxe.