Résumé
Superposition mooy pexe bi reso neuronal yi di jëfandikoo ngir denc konsept yu bari yu ëpp li ñu am ci neuron yi, ci boole ay màndarga ci yoon yuy jaxasoo. Polysemanticity mooy màndarga biñ mëna gis: neuron yi benn-benn dañuy tontu mbir yu bari yu wuute ci benn yoon, moo tax model internal yi dañu jafe lool ci jàng.
Superposisioŋ ak Polysemanticity dañuy tabax xarala yu am njeexital ci kalite model bi, njëgu infrastructure bi, yeexal bi, ak wóor gi ci eskaal bi.
Plongeur bu xóot
Done yi am ci àdduna dëgg dañuy denc man-mani yu am solo yu ëpp li benn couche am dimension, moo tax reso yi dañu leen di kompresse. Ci superposition, model bi dafay wane màndarga yi ni yoon yu jege-orthogonal ci espace activation bi moo gën ñu jox benn neuron màndarga bu nekk. Loolu dafay dox ndax man-man yu bari dañu néew (ñu bariwul luñuy dox benn yoon), kon yenn saa yi interference mën nañu ko nangu. Lépp soo ko boolee mu am ay neuron yu am maana yu bari: 'Modèlu fowukaay yu wuute' (2022) dafa wane benn neuron buy tiire, nu wax, kanam muus, kanamu oto, ak yenn motif mbind. Li am solo mooy reso bi mën na def calcul yu bari yeneen neuron yi, waaye sudee man-man yi dañu néew lool ba mbëkkante yi bariwul.
Gis-gis xarala
Ci wàllu geometrie, soo wara denc n màndarga ci m dimension ak n bu ëpp m, doo leen mëna denc ñoom ñépp ñu orthogonal. Modèle bi daf leen raññe ni vecteur yu bari yu daanaka orthogonal, nangu interference yu ndaw. Modèlu fowukaay yi dañuy wane geometri buñ yamale lu melni peer antipodal ak pentagon. Sparsity mooy anam wi ñuy mëna defee: sudee yenn man-man yi kese ñooy tàkk benn yoon, interference bi ñuy seentu dafay des ci suufu, kon njariñu wane man-man yu bari dafay ëpp bruit bi.
Xam superposisioŋ ak polisemantik
Superposition mooy pexe bi reso neuronal yi di jëfandikoo ngir denc konsept yu bari yu ëpp li ñu am ci neuron yi, ci boole ay màndarga ci yoon yuy jaxasoo. Polysemanticity mooy màndarga biñ mëna gis: neuron yi benn-benn dañuy tontu mbir yu bari yu wuute ci benn yoon, moo tax model internal yi dañu jafe lool ci jàng. Superposisioŋ ak Polysemanticity dañuy tabax xarala yu am njeexital ci kalite model bi, njëgu infrastructure bi, yeexal bi, ak wóor gi ci eskaal bi. Ngir tabax xam-xam bu xóot, jàppal Superposition ak Polysemanticity ni xeetu liggéey, du benn màndarga: leeral njariñ yi nga bëgg, leeral xalaat yi, ba noppi tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo Superposition ak Polysemanticity dañuy gëna baaxal architecture, done, ak tànneefi infrastructure ci wàllu wóor ak njëg. Dañuy bind kritër yu leer ngir am ndam, natt leen ci done yu dëggu ak def liggéey, ba noppi ñu baamtu ci anamu ñàkka mëna seetlu, du ci benn yoon benchmark wins. Mooy barab bi xam-xam theorie bi di soppiku nekk kàttan buy yàgg ci produit yi, ci politik yi ak ci liggéey yi.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. Ci jamano jooju, Optimisation benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi. Xeetu jëf bi gëna dëgër mooy boole gaawaayu jàngat ak disipline nguur: doxal pilote, jàpp firnde, siiwal dogal yi, ak wéy di yeesal kaaraange gi ci anam wi ñuy doxalee, li jëfandikukat bi di xaar, ak sàrti sàrt yi di jëm kanam.
njeextalu pexe
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Doxal ci àdduna dëgg
Anthropic's 2022 'Modèlu fowukaay yu jaxasoo' di wane ni ñuy saytu emballage bi ñuy yokk
Neuron yiy xool ci InceptionV1 yuy tontu ci mbir yu bari yu amul benn lëkkaloo, misaal bu yàgg bu polysemanticity
Faram-fàcce li waral saytu benn neuron modelu làkk di joxe ay resultaa yu jaxasoo, yu wuute ci topic yu bari
Dafay ñaax ay autoencoder yu néew, yu am ngir dindi ay aktivasioŋ yuñ boole ci benn konsept
Modèlu jëfandikoo
Supposisioŋ ak Polisemantik ci jëf
Anthropic's 2022 'Modèlu fowukaay yu boole' di wane ni ñuy saytu emballage bi ñuy gëna yokk.
Anthropic's 2022 'Toy Models of Superposition' di wane emballage buñu saytu ni sparsity di yokk. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee pursàntaasu kalite ci kanam, tëye yoonu eskalaasioŋ nit ngir jafe-jafe yi, ba noppi topp njëgu liggéey bi ak njuumte yi ci diir bi.
Supposisioŋ ak Polisemantik ci jëf
Neuron yiy gis ci InceptionV1 yuy tontu ci mbir yu bari yu amul benn lëkkaloo, muy misaalu polysemanticity bu yàgg.
Neuron yi ñuy gis ci InceptionV1 yiy tontu ci mbir yu bari yu amul benn lëkkaloo, lu melni polysemanticity bu yàgg. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir mbir yu am solo, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Supposisioŋ ak Polisemantik ci jëf
Faram-fàcce li waral jàngat benn neuron modelu làkk di joxe njariñ yu jaxasoo, yu wuute ci topic yu bari.
Faram-fàcce li waral probing benn neuron model lakk di joxe jaxasoo, resultaa yi jaxaso ci topic yu bari. Ekip yi dañuy faral di am resultaa yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Supposisioŋ ak Polisemantik ci jëf
Dafay ñaax ay autoencoder yu bari, yu am ngir dindi ay aktivasioŋ yuñ boole ci benn konsept.
Motivating autoencoders yu bari, yu am ngir dindi activations superposed ci benn konsept Teams yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
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.
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Benchmark ci biir sargal ak done yu dëggu.
Benchmark ci biir sargal ak done yu dëggu. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.