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Adafactor: Adaptive Learning Rates with Sublinear Memory Cost., and . ICML, volume 80 of Proceedings of Machine Learning Research, page 4603-4611. PMLR, (2018)Sparse Non-negative Matrix Language Modeling., , and . Trans. Assoc. Comput. Linguistics, (2016)GSPMD: General and Scalable Parallelization for ML Computation Graphs., , , , , , , , , and 6 other author(s). CoRR, (2021)GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding., , , , , , , , and . CoRR, (2020)Mesh-tensorflow: Deep learning for supercomputers, , , , , , , , , and 1 other author(s). Advances in Neural Information Processing Systems, page 10435--10444. (2018)Music Transformer, , , , , , , , , and . (2018)cite arxiv:1809.04281Comment: Improved skewing section and accompanying figures. Previous titles are Än Improved Relative Self-Attention Mechanism for Transformer with Application to Music Generation" and "Music Transformer".Primer: Searching for Efficient Transformers for Language Modeling., , , , , and . CoRR, (2021)Talking-Heads Attention., , , , and . CoRR, (2020)Sparse non-negative matrix language modeling for skip-grams., , and . INTERSPEECH, page 1428-1432. ISCA, (2015)NN-Grams: Unifying Neural Network and n-Gram Language Models for Speech Recognition., , , and . INTERSPEECH, page 3499-3503. ISCA, (2016)