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Avatar de Rainbow Roxy

Regarding the topic of the article, this explanation of Transformers and their evolution is incredibly insightful, making the transition from rule-based and recurrent networks feel almost quaint in comparison to the scale and depth of understanding achieved today.

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Avatar de Guilherme Favaron

I agree. The shift to attention and parallelism unlocked deeper contextual understanding and stronger generalization. What used to be handcrafted and sequential became large‑scale data and compute — which is why pre‑training + fine‑tuning emerged as the new default.

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