Promising architectures like test-time training (TTT) are emerging to tackle the efficiency challenges faced by transformers due to high power demand.
The hidden state in transformers serves as their 'brain,' enabling powerful capabilities but also causing efficiency issues due to the need for extensive scanning for even simple tasks.
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