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Highway connections are actually used heavily in NLP in combination with LSTMs.

And replaced by residual connections in transformers, which are absolutely dominating LSTMs now.

Transformer-XL uses recurrence, and most NLP SOTA is still with LSTMs. I’m not sure I’d expect attention mechanisms to fully replace recurrence.