Supposisioŋ ak Polisemantik ci IA buy Tekki
Superposition ci tekki IA mooy anam wi reso neuronal yi di boole ay man-man yu bari ci yoon yuñ bokk, loolu mooy tax neuron bu nekk di nuru ay polysemantic te gëna jafe leeral.
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.
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 superposition ak polysemanticity ci IA
Xam superposition mooy gëna am solo ngir mëna tekki: autoencoder yu bari am ngir dindi ko. Liggéey bi ci kanam mooy xam kañ ak naka la model yi di duggee ci superposition, defar architecture yuy wàññi interference yu mëna lore, ak xayma yam ci ñaata man-man yuñ mëna ëmbee ci anam wu wóor. Sudee gëstukat yi mën nañu 'fësal' superposition ci man-mani monosemantic ci scale, modelu audit yi ngir sircuit yu wóorul yi dañuy gëna yomba jëfandikoo, di soppi boîte bu ñuul bu jaxasoo ci lu gëna jege kode buñ mëna jàng.
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
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
Gaawaay bu xóot ak Megatron
Laaj yi ñuy faral di laaj
What is Superposition and Polysemanticity in AI Interpretability?
Superposition ci tekki IA mooy anam wi reso neuronal yi di boole ay man-man yu bari ci yoon yuñ bokk, loolu mooy tax neuron bu nekk di nuru ay polysemantic te gëna jafe leeral.
Luy 'superposition' ci reso neuronal yi?
Superposition mooy pexem kodage màndarga yu gëna wuute ak dimension yi ci jëfandikoo yoon yu jege-ortogonal, yuy jaxasoo ci espace aktivasioŋ bi.
Lan mooy tax superposition di dox bu baax doonte amna ay jafe-jafe?
Ndax man-man yu bari duñu bari luñuy dox benn yoon, mbëkkante yi duñu bari, moo tax njëgu interference bi dafay gëna néew.
Luy neuron 'polisemantik'?
Neuron polysemantic yi dañuy tàkk ci màndarga yu bari yu wuute, te loolu mooy njeextalu superposition biñ mëna gis.
Ban këyit moo dugal jàngat buñ saytu ci mbir mii ci 2022?
'Toy Models of Superposition' dafa jëfandikoo ay reso yu ndaw yuñ mëna saytu ngir wane kañ ak naka lañuy boolee ay man-man.
Sudee benn couche dafa wara denc man-man yu bari te ëpp dimension yi mu am, lan mooy geometrik buñu mëna moytu?
Mën nga boole vecteur orthogonal yu bari yu ëpp dimension yi, kon man-man yi dañuy mujjee nekk yoon yu bari yu daanaka orthogonal ak yenn overlap.