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The top Transformer papers from 2007–2021 reveal a clear trajectory: from attention as an RNN helper (2014) to standalone architecture (2017) to foundation model (2021). For researchers wanting to "download the top Transformers," we recommend starting with Vaswani et al. (2017) for theory and Wolf et al. (2019) for code.

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