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This is a good mini-review paper for how transformers and related deep learning advancements are being adapted to the domain of single-cell transcriptomics. Broadly speaking it covers both masked language modeling and causal modeling.

https://academic.oup.com/nsr/article/11/11/nwae340/7775526