Abstract: Highlights•A novel model as a remedy for parameter redundancy in SRSs is proposed.•A tensor train layer has lower space complexity than the original linear layer.•The proposed model compresses SRSs parameters effectively.•Tensor Train Transformer model is broadly applicable.
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