Quiz ci selil yu yàgg yu am mémoire bu gàtt

Sooy def quiz bi, tontu yi ak leeral yi dañuy feeñ.

1. In a common modern three-gate LSTM variant, which gates regulate cell information and exposed output?
   • Liggéey, bind, ak def buntu yi
   • Tambali, taxaw, ak noppali buntu yi
   • Fatte, duggal ak genn buntu
   • Kode, dekode, ak dem ci buntu yi
2. What training difficulty was LSTM designed to mitigate?
   • Parametre yu bari lool ngir denc
   • Vanishing gradients during learning over long sequences
   • Mënul jëfandikoo GPU
   • Ñàkum fonction buy aktive
3. Kan moo dugal LSTM, ak ci ban at?
   • Vaswani ak ay naataango ci 2017
   • Rumelhart ak Hinton ci 1986
   • Lecun ak Bengio ci 2012
   • 1997
4. In a common LSTM cell update, why can the additive cell-state path help gradient flow?
   • It reduces reliance on repeated multiplicative transformations across time steps
   • Dafay yokk etaa bi ak lim bu bari jéego bu nekk
   • Dafay efaase etaa bi jéego bu nekk
   • Dafay gelé bépp poid ci diiru tàggat yaram
5. Ban fonction activation la buntu LSTM yi di faral di jëfandikoo ngir nekk interrupteur on/off yu woyof?
   • ReLU, génne 0 ba amul àpp
   • Softmax ci kaw baat yi
   • Fonction jéego buy génne 0 wala 1
   • Sigmoid, génne 0 ba 1
6. Lan moo waral Transformers yi di wecci LSTM yi ci anamu làkk yu yaatu?
   • Transformatër yi mënu ñu jëfandikoo mbind
   • LSTM yi soxla wuñu benn tàggat
   • Transformatër yi dañuy paralel ci biir benn toppalante ba noppi jàpp contexte bu sori jaaraleko ci bàyyi xel
   • Transformatër yi dañuy jëfandikoo lim yu néew
7. If an LSTM forget gate is near one and its input gate near zero, what happens to the cell state?
   • It largely retains the previous state
   • It is forced to zero
   • It becomes the raw input token
   • It must reverse the sequence
8. Which gate controls how much of an LSTM cell’s stored state is exposed as output?
   • The forget gate alone
   • The output gate
   • The optimizer momentum term
   • The positional encoding gate