Ashish Vaswani

What Vaswani contributed

The Transformer replaced recurrent sequence processing with attention-based operations that could be trained efficiently in parallel. The architecture became foundational to modern machine translation and generative language models.

Why it mattered

Transformers made it practical to train much larger language systems and to reuse one general architecture across text, images, audio and other data.