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Discovering Representation Sprachbund For Multilingual Pre-Training.

Y. Fan, Y. Liang, A. Muzio, H. Hassan, H. Li, M. Zhou, и N. Duan. EMNLP (Findings), стр. 881-894. Association for Computational Linguistics, (2021)

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Muzio Grilli

Roman Muziol

Alexandre Varnek

Alexandre Martins

Alexandre Darmoise

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Discovering Representation Sprachbund For Multilingual Pre-Training.Y. Fan, Y. Liang, A. Muzio, H. Hassan, H. Li, M. Zhou, и N. Duan. EMNLP (Findings), стр. 881-894. Association for Computational Linguistics, (2021)Resource Central: Understanding and Predicting Workloads for Improved Resource Management in Large Cloud Platforms.E. Cortez, A. Bonde, A. Muzio, M. Russinovich, M. Fontoura, и R. Bianchini. SOSP, стр. 153-167. ACM, (2017)Scalable and Efficient MoE Training for Multitask Multilingual Models.Y. Kim, A. Awan, A. Muzio, A. Cruz-Salinas, L. Lu, A. Hendy, S. Rajbhandari, Y. He, и H. Awadalla. CoRR, (2021)DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual Encoders.S. Ma, L. Dong, S. Huang, D. Zhang, A. Muzio, S. Singhal, H. Awadalla, X. Song, и F. Wei. CoRR, (2021)Gating Dropout: Communication-efficient Regularization for Sparsely Activated Transformers.R. Liu, Y. Kim, A. Muzio, и H. Hassan. ICML, том 162 из Proceedings of Machine Learning Research, стр. 13782-13792. PMLR, (2022)Toward ML-centric cloud platforms.R. Bianchini, M. Fontoura, E. Cortez, A. Bonde, A. Muzio, A. Constantin, T. Moscibroda, G. Magalhães, G. Bablani, и M. Russinovich. Commun. ACM, 63 (2): 50-59 (2020)Improving Multilingual Translation by Representation and Gradient Regularization.Y. Yang, A. Eriguchi, A. Muzio, P. Tadepalli, S. Lee, и H. Hassan. EMNLP (1), стр. 7266-7279. Association for Computational Linguistics, (2021)XLM-T: Scaling up Multilingual Machine Translation with Pretrained Cross-lingual Transformer Encoders.S. Ma, J. Yang, H. Huang, Z. Chi, L. Dong, D. Zhang, H. Awadalla, A. Muzio, A. Eriguchi, S. Singhal и 3 other автор(ы). CoRR, (2020)Multilingual Machine Translation Systems from Microsoft for WMT21 Shared Task.J. Yang, S. Ma, H. Huang, D. Zhang, L. Dong, S. Huang, A. Muzio, S. Singhal, H. Hassan, X. Song и 1 other автор(ы). WMT@EMNLP, стр. 446-455. Association for Computational Linguistics, (2021)SEER-MoE: Sparse Expert Efficiency through Regularization for Mixture-of-Experts.A. Muzio, A. Sun, и C. He. CoRR, (2024)

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