Shuming Ma
Shuming Ma
Microsoft Research Asia
Verified email at - Homepage
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SGM: sequence generation model for multi-label classification
P Yang, X Sun, W Li, S Ma, W Wu, H Wang
arXiv preprint arXiv:1806.04822, 2018
Global encoding for abstractive summarization
J Lin, X Sun, S Ma, Q Su
arXiv preprint arXiv:1805.03989, 2018
meprop: Sparsified back propagation for accelerated deep learning with reduced overfitting
X Sun, X Ren, S Ma, H Wang
International Conference on Machine Learning, 3299-3308, 2017
Improving semantic relevance for sequence-to-sequence learning of chinese social media text summarization
S Ma, X Sun, J Xu, H Wang, W Li, Q Su
arXiv preprint arXiv:1706.02459, 2017
Bag-of-words as target for neural machine translation
S Ma, X Sun, Y Wang, J Lin
arXiv preprint arXiv:1805.04871, 2018
Query and output: Generating words by querying distributed word representations for paraphrase generation
S Ma, X Sun, W Li, S Li, W Li, X Ren
arXiv preprint arXiv:1803.01465, 2018
A hierarchical end-to-end model for jointly improving text summarization and sentiment classification
S Ma, X Sun, J Lin, X Ren
arXiv preprint arXiv:1805.01089, 2018
Autoencoder as assistant supervisor: Improving text representation for chinese social media text summarization
S Ma, X Sun, J Lin, H Wang
arXiv preprint arXiv:1805.04869, 2018
Semantic-unit-based dilated convolution for multi-label text classification
J Lin, Q Su, P Yang, S Ma, X Sun
arXiv preprint arXiv:1808.08561, 2018
Hierarchical encoder with auxiliary supervision for neural table-to-text generation: Learning better representation for tables
T Liu, F Luo, Q Xia, S Ma, B Chang, Z Sui
Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 6786-6793, 2019
Phrase-level self-attention networks for universal sentence encoding
W Wu, H Wang, T Liu, S Ma
Proceedings of the 2018 Conference on Empirical Methods in Natural Language …, 2018
Label embedding network: Learning label representation for soft training of deep networks
X Sun, B Wei, X Ren, S Ma
arXiv preprint arXiv:1710.10393, 2017
Livebot: Generating live video comments based on visual and textual contexts
S Ma, L Cui, D Dai, F Wei, X Sun
Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 6810-6817, 2019
A semantic relevance based neural network for text summarization and text simplification
S Ma, X Sun
arXiv preprint arXiv:1710.02318, 2017
A simple and effective unified encoder for document-level machine translation
S Ma, D Zhang, M Zhou
Proceedings of the 58th Annual Meeting of the Association for Computational …, 2020
Alternating language modeling for cross-lingual pre-training
J Yang, S Ma, D Zhang, SZ Wu, Z Li, M Zhou
Proceedings of the AAAI Conference on Artificial Intelligence 34 (05), 9386-9393, 2020
Key fact as pivot: A two-stage model for low resource table-to-text generation
S Ma, P Yang, T Liu, P Li, J Zhou, X Sun
arXiv preprint arXiv:1908.03067, 2019
Automatic academic paper rating based on modularized hierarchical convolutional neural network
P Yang, X Sun, W Li, S Ma
arXiv preprint arXiv:1805.03977, 2018
Training simplification and model simplification for deep learning: A minimal effort back propagation method
X Sun, X Ren, S Ma, B Wei, W Li, J Xu, H Wang, Y Zhang
IEEE Transactions on Knowledge and Data Engineering 32 (2), 374-387, 2018
Bidirectional attentional encoder-decoder model and bidirectional beam search for abstractive summarization
K Al-Sabahi, Z Zuping, Y Kang
arXiv preprint arXiv:1809.06662, 2018
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