Shuming Ma

According to our database, Shuming Ma authored at least 101 papers between 2010 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits.

Shuming Ma, Hongyu Wang, Lingxiao Ma, Lei Wang, Wenhui Wang, Shaohan Huang, Li Dong, Ruiping Wang, Jilong Xue, Furu Wei

CoRR, 2024

2023

GTrans: Grouping and Fusing Transformer Layers for Neural Machine Translation.

Jian Yang, Yuwei Yin, Liqun Yang, Shuming Ma, Haoyang Huang, Dongdong Zhang, Furu Wei, Zhoujun Li

IEEE ACM Trans. Audio Speech Lang. Process., 2023

When an Image is Worth 1, 024 x 1, 024 Words: A Case Study in Computational Pathology.

Wenhui Wang, Shuming Ma, Hanwen Xu, Naoto Usuyama, Jiayu Ding, Hoifung Poon, Furu Wei

CoRR, 2023

Auto-ICL: In-Context Learning without Human Supervision.

Jinghan Yang, Shuming Ma, Furu Wei

CoRR, 2023

BitNet: Scaling 1-bit Transformers for Large Language Models.

Hongyu Wang, Shuming Ma, Li Dong, Shaohan Huang, Huaijie Wang, Lingxiao Ma, Fan Yang, Ruiping Wang, Yi Wu, Furu Wei

CoRR, 2023

Kosmos-2.5: A Multimodal Literate Model.

Tengchao Lv, Yupan Huang, Jingye Chen, Lei Cui, Shuming Ma, Yaoyao Chang, Shaohan Huang, Wenhui Wang, Li Dong, Weiyao Luo, Shaoxiang Wu, Guoxin Wang, Cha Zhang, Furu Wei

CoRR, 2023

Retentive Network: A Successor to Transformer for Large Language Models.

Yutao Sun, Li Dong, Shaohan Huang, Shuming Ma, Yuqing Xia, Jilong Xue, Jianyong Wang, Furu Wei

CoRR, 2023

LongNet: Scaling Transformers to 1, 000, 000, 000 Tokens.

Jiayu Ding, Shuming Ma, Li Dong, Xingxing Zhang, Shaohan Huang, Wenhui Wang, Nanning Zheng, Furu Wei

CoRR, 2023

Kosmos-2: Grounding Multimodal Large Language Models to the World.

Zhiliang Peng, Wenhui Wang, Li Dong, Yaru Hao, Shaohan Huang, Shuming Ma, Furu Wei

CoRR, 2023

Discourse Centric Evaluation of Machine Translation with a Densely Annotated Parallel Corpus.

Yuchen Eleanor Jiang, Tianyu Liu, Shuming Ma, Dongdong Zhang, Mrinmaya Sachan, Ryan Cotterell

CoRR, 2023

On the Pareto Front of Multilingual Neural Machine Translation.

Liang Chen, Shuming Ma, Dongdong Zhang, Furu Wei, Baobao Chang

CoRR, 2023

Language Is Not All You Need: Aligning Perception with Language Models.

Shaohan Huang, Li Dong, Wenhui Wang, Yaru Hao, Saksham Singhal, Shuming Ma, Tengchao Lv, Lei Cui, Owais Khan Mohammed, Barun Patra, Qiang Liu, Kriti Aggarwal, Zewen Chi, Nils Johan Bertil Bjorck, Vishrav Chaudhary, Subhojit Som, Xia Song, Furu Wei

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

On the Pareto Front of Multilingual Neural Machine Translation.

Liang Chen, Shuming Ma, Dongdong Zhang, Furu Wei, Baobao Chang

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Magneto: A Foundation Transformer.

Hongyu Wang, Shuming Ma, Shaohan Huang, Li Dong, Wenhui Wang, Zhiliang Peng, Yu Wu, Payal Bajaj, Saksham Singhal, Alon Benhaim, Barun Patra, Zhun Liu, Vishrav Chaudhary, Xia Song, Furu Wei

Proceedings of the International Conference on Machine Learning, 2023

Are More Layers Beneficial to Graph Transformers?

Haiteng Zhao, Shuming Ma, Dongdong Zhang, Zhi-Hong Deng, Furu Wei

Proceedings of the Eleventh International Conference on Learning Representations, 2023

TRIP: Accelerating Document-level Multilingual Pre-training via Triangular Document-level Pre-training on Parallel Data Triplets.

Hongyuan Lu, Haoyang Huang, Shuming Ma, Dongdong Zhang, Wai Lam, Zhaochuan Gao, Anthony Aue, Arul Menezes, Furu Wei

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2023, 2023

HanoiT: Enhancing Context-aware Translation via Selective Context.

Jian Yang, Yuwei Yin, Shuming Ma, Liqun Yang, Hongcheng Guo, Haoyang Huang, Dongdong Zhang, Yutao Zeng, Zhoujun Li, Furu Wei

Proceedings of the Database Systems for Advanced Applications, 2023

GanLM: Encoder-Decoder Pre-training with an Auxiliary Discriminator.

Jian Yang, Shuming Ma, Li Dong, Shaohan Huang, Haoyang Huang, Yuwei Yin, Dongdong Zhang, Liqun Yang, Furu Wei, Zhoujun Li

Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

A Length-Extrapolatable Transformer.

Yutao Sun, Li Dong, Barun Patra, Shuming Ma, Shaohan Huang, Alon Benhaim, Vishrav Chaudhary, Xia Song, Furu Wei

Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

Discourse-Centric Evaluation of Document-level Machine Translation with a New Densely Annotated Parallel Corpus of Novels.

Yuchen Eleanor Jiang, Tianyu Liu, Shuming Ma, Dongdong Zhang, Mrinmaya Sachan, Ryan Cotterell

Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

Why Can GPT Learn In-Context? Language Models Secretly Perform Gradient Descent as Meta-Optimizers.

Damai Dai, Yutao Sun, Li Dong, Yaru Hao, Shuming Ma, Zhifang Sui, Furu Wei

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2023, 2023

On the Off-Target Problem of Zero-Shot Multilingual Neural Machine Translation.

Liang Chen, Shuming Ma, Dongdong Zhang, Furu Wei, Baobao Chang

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2023, 2023

2022

TRIP: Triangular Document-level Pre-training for Multilingual Language Models.

Hongyuan Lu, Haoyang Huang, Shuming Ma, Dongdong Zhang, Wai Lam, Furu Wei

CoRR, 2022

TorchScale: Transformers at Scale.

Shuming Ma, Hongyu Wang, Shaohan Huang, Wenhui Wang, Zewen Chi, Li Dong, Alon Benhaim, Barun Patra, Vishrav Chaudhary, Xia Song, Furu Wei

CoRR, 2022

A Bilingual Parallel Corpus with Discourse Annotations.

Yuchen Eleanor Jiang, Tianyu Liu, Shuming Ma, Dongdong Zhang, Mrinmaya Sachan, Ryan Cotterell

CoRR, 2022

Foundation Transformers.

Hongyu Wang, Shuming Ma, Shaohan Huang, Li Dong, Wenhui Wang, Zhiliang Peng, Yu Wu, Payal Bajaj, Saksham Singhal, Alon Benhaim, Barun Patra, Zhun Liu, Vishrav Chaudhary, Xia Song, Furu Wei

CoRR, 2022

Towards Multilingual Transitivity and Bidirectional Multilingual Agreement for Multilingual Document-level Machine Translation.

Hongyuan Lu, Haoyang Huang, Shuming Ma, Dongdong Zhang, Furu Wei, Wai Lam

CoRR, 2022

GTrans: Grouping and Fusing Transformer Layers for Neural Machine Translation.

Jian Yang, Yuwei Yin, Shuming Ma, Haoyang Huang, Dongdong Zhang, Furu Wei, Zhoujun Li

CoRR, 2022

HLT-MT: High-resource Language-specific Training for Multilingual Neural Machine Translation.

Jian Yang, Yuwei Yin, Shuming Ma, Dongdong Zhang, Zhoujun Li, Furu Wei

CoRR, 2022

Language Models are General-Purpose Interfaces.

Yaru Hao, Haoyu Song, Li Dong, Shaohan Huang, Zewen Chi, Wenhui Wang, Shuming Ma, Furu Wei

CoRR, 2022

On the Representation Collapse of Sparse Mixture of Experts.

Zewen Chi, Li Dong, Shaohan Huang, Damai Dai, Shuming Ma, Barun Patra, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei

CoRR, 2022

DeepNet: Scaling Transformers to 1, 000 Layers.

Hongyu Wang, Shuming Ma, Li Dong, Shaohan Huang, Dongdong Zhang, Furu Wei

CoRR, 2022

Phrase-level Adversarial Example Generation for Neural Machine Translation.

Juncheng Wan, Jian Yang, Shuming Ma, Dongdong Zhang, Weinan Zhang, Yong Yu, Furu Wei

CoRR, 2022

SMDT: Selective Memory-Augmented Neural Document Translation.

Xu Zhang, Jian Yang, Haoyang Huang, Shuming Ma, Dongdong Zhang, Jinlong Li, Furu Wei

CoRR, 2022

On the Representation Collapse of Sparse Mixture of Experts.

Zewen Chi, Li Dong, Shaohan Huang, Damai Dai, Shuming Ma, Barun Patra, Saksham Singhal, Payal Bajaj, Xia Song, Xian-Ling Mao, Heyan Huang, Furu Wei

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

BlonDe: An Automatic Evaluation Metric for Document-level Machine Translation.

Yuchen Jiang, Tianyu Liu, Shuming Ma, Dongdong Zhang, Jian Yang, Haoyang Huang, Rico Sennrich, Ryan Cotterell, Mrinmaya Sachan, Ming Zhou

Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2022

UM4: Unified Multilingual Multiple Teacher-Student Model for Zero-Resource Neural Machine Translation.

Jian Yang, Yuwei Yin, Shuming Ma, Dongdong Zhang, Shuangzhi Wu, Hongcheng Guo, Zhoujun Li, Furu Wei

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

High-resource Language-specific Training for Multilingual Neural Machine Translation.

Jian Yang, Yuwei Yin, Shuming Ma, Dongdong Zhang, Zhoujun Li, Furu Wei

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

A Unified Strategy for Multilingual Grammatical Error Correction with Pre-trained Cross-Lingual Language Model.

Xin Sun, Tao Ge, Shuming Ma, Jingjing Li, Furu Wei, Houfeng Wang

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

CROP: Zero-shot Cross-lingual Named Entity Recognition with Multilingual Labeled Sequence Translation.

Jian Yang, Shaohan Huang, Shuming Ma, Yuwei Yin, Li Dong, Dongdong Zhang, Hongcheng Guo, Zhoujun Li, Furu Wei

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2022, 2022

Zero-shot Cross-lingual Transfer of Prompt-based Tuning with a Unified Multilingual Prompt.

Lianzhe Huang, Shuming Ma, Dongdong Zhang, Furu Wei, Houfeng Wang

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022

PAEG: Phrase-level Adversarial Example Generation for Neural Machine Translation.

Juncheng Wan, Jian Yang, Shuming Ma, Dongdong Zhang, Weinan Zhang, Yong Yu, Zhoujun Li

Proceedings of the 29th International Conference on Computational Linguistics, 2022

StableMoE: Stable Routing Strategy for Mixture of Experts.

Damai Dai, Li Dong, Shuming Ma, Bo Zheng, Zhifang Sui, Baobao Chang, Furu Wei

Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2022

XLM-E: Cross-lingual Language Model Pre-training via ELECTRA.

Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Bo Zheng, Saksham Singhal, Payal Bajaj, Xia Song, Xian-Ling Mao, Heyan Huang, Furu Wei

Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2022

Towards Making the Most of Cross-Lingual Transfer for Zero-Shot Neural Machine Translation.

Guanhua Chen, Shuming Ma, Yun Chen, Dongdong Zhang, Jia Pan, Wenping Wang, Furu Wei

Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2022

2021

Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine Translation.

Guanhua Chen, Shuming Ma, Yun Chen, Dongdong Zhang, Jia Pan, Wenping Wang, Furu Wei

CoRR, 2021

XLM-E: Cross-lingual Language Model Pre-training via ELECTRA.

Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei

CoRR, 2021

DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual Encoders.

Shuming Ma, Li Dong, Shaohan Huang, Dongdong Zhang, Alexandre Muzio, Saksham Singhal, Hany Hassan Awadalla, Xia Song, Furu Wei

CoRR, 2021

mT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs.

Zewen Chi, Li Dong, Shuming Ma, Shaohan Huang, Xian-Ling Mao, Heyan Huang, Furu Wei

CoRR, 2021

BlonD: An Automatic Evaluation Metric for Document-level MachineTranslation.

Yuchen Jiang, Shuming Ma, Dongdong Zhang, Jian Yang, Haoyang Huang, Ming Zhou

CoRR, 2021

Multilingual Machine Translation Systems from Microsoft for WMT21 Shared Task.

Jian Yang, Shuming Ma, Haoyang Huang, Dongdong Zhang, Li Dong, Shaohan Huang, Alexandre Muzio, Saksham Singhal, Hany Hassan, Xia Song, Furu Wei

Proceedings of the Sixth Conference on Machine Translation, 2021

Learning to Select Relevant Knowledge for Neural Machine Translation.

Jian Yang, Juncheng Wan, Shuming Ma, Haoyang Huang, Dongdong Zhang, Yong Yu, Zhoujun Li, Furu Wei

Proceedings of the Natural Language Processing and Chinese Computing, 2021

Smart-Start Decoding for Neural Machine Translation.

Jian Yang, Shuming Ma, Dongdong Zhang, Juncheng Wan, Zhoujun Li, Ming Zhou

Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2021

Improving Multilingual Neural Machine Translation with Auxiliary Source Languages.

Weijia Xu, Yuwei Yin, Shuming Ma, Dongdong Zhang, Haoyang Huang

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2021, 2021

mT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs.

Zewen Chi, Li Dong, Shuming Ma, Shaohan Huang, Saksham Singhal, Xian-Ling Mao, Heyan Huang, Xia Song, Furu Wei

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021

Zero-Shot Cross-Lingual Transfer of Neural Machine Translation with Multilingual Pretrained Encoders.

Guanhua Chen, Shuming Ma, Yun Chen, Li Dong, Dongdong Zhang, Jia Pan, Wenping Wang, Furu Wei

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021

Multilingual Agreement for Multilingual Neural Machine Translation.

Jian Yang, Yuwei Yin, Shuming Ma, Haoyang Huang, Dongdong Zhang, Zhoujun Li, Furu Wei

Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, 2021

How Does Distilled Data Complexity Impact the Quality and Confidence of Non-Autoregressive Machine Translation?

Weijia Xu, Shuming Ma, Dongdong Zhang, Marine Carpuat

Proceedings of the Findings of the Association for Computational Linguistics: ACL/IJCNLP 2021, 2021

2020

Training Simplification and Model Simplification for Deep Learning : A Minimal Effort Back Propagation Method.

Xu Sun, Xuancheng Ren, Shuming Ma, Bingzhen Wei, Wei Li, Jingjing Xu, Houfeng Wang, Yi Zhang

IEEE Trans. Knowl. Data Eng., 2020

XLM-T: Scaling up Multilingual Machine Translation with Pretrained Cross-lingual Transformer Encoders.

Shuming Ma, Jian Yang, Haoyang Huang, Zewen Chi, Li Dong, Dongdong Zhang, Hany Hassan Awadalla, Alexandre Muzio, Akiko Eriguchi, Saksham Singhal, Xia Song, Arul Menezes, Furu Wei

CoRR, 2020

Multimodal Matching Transformer for Live Commenting.

Chaoqun Duan, Lei Cui, Shuming Ma, Furu Wei, Conghui Zhu, Tiejun Zhao

Proceedings of the ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August 29 - September 8, 2020, 2020

Improving Neural Machine Translation with Soft Template Prediction.

Jian Yang, Shuming Ma, Dongdong Zhang, Zhoujun Li, Ming Zhou

Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020

A Simple and Effective Unified Encoder for Document-Level Machine Translation.

Shuming Ma, Dongdong Zhang, Ming Zhou

Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020

Alternating Language Modeling for Cross-Lingual Pre-Training.

Jian Yang, Shuming Ma, Dongdong Zhang, Shuangzhi Wu, Zhoujun Li, Ming Zhou

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Towards easier and faster sequence labeling for natural language processing: A search-based probabilistic online learning framework (SAPO).

Xu Sun, Shuming Ma, Yi Zhang, Xuancheng Ren

Inf. Sci., 2019

Group, Extract and Aggregate: Summarizing a Large Amount of Finance News for Forex Movement Prediction.

Deli Chen, Shuming Ma, Keiko Harimoto, Ruihan Bao, Qi Su, Xu Sun

CoRR, 2019

Recursive Graphical Neural Networks for Text Classification.

Wei Li, Shuheng Li, Shuming Ma, Yancheng He, Deli Chen, Xu Sun

CoRR, 2019

Predicting Popular News Comments Based on Multi-Target Text Matching Model.

Deli Chen, Shuming Ma, Pengcheng Yang, Qi Su

Proceedings of the Natural Language Processing and Chinese Computing, 2019

A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification.

Pengcheng Yang, Fuli Luo, Shuming Ma, Junyang Lin, Xu Sun

Proceedings of the 57th Conference of the Association for Computational Linguistics, 2019

Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation.

Shuming Ma, Pengcheng Yang, Tianyu Liu, Peng Li, Jie Zhou, Xu Sun

Proceedings of the 57th Conference of the Association for Computational Linguistics, 2019

LiveBot: Generating Live Video Comments Based on Visual and Textual Contexts.

Shuming Ma, Lei Cui, Damai Dai, Furu Wei, Xu Sun

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

Hierarchical Encoder with Auxiliary Supervision for Neural Table-to-Text Generation: Learning Better Representation for Tables.

Tianyu Liu, Fuli Luo, Qiaolin Xia, Shuming Ma, Baobao Chang, Zhifang Sui

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Unsupervised Machine Commenting with Neural Variational Topic Model.

Shuming Ma, Lei Cui, Furu Wei, Xu Sun

CoRR, 2018

A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification.

Pengcheng Yang, Shuming Ma, Yi Zhang, Junyang Lin, Qi Su, Xu Sun

CoRR, 2018

Identifying High-Quality Chinese News Comments Based on Multi-Target Text Matching Model.

Deli Chen, Shuming Ma, Pengcheng Yang, Xu Sun

CoRR, 2018

Decoding-History-Based Adaptive Control of Attention for Neural Machine Translation.

Junyang Lin, Shuming Ma, Qi Su, Xu Sun

CoRR, 2018

Accelerating Graph-Based Dependency Parsing with Lock-Free Parallel Perceptron.

Shuming Ma, Xu Sun, Yi Zhang, Bingzhen Wei

Proceedings of the Natural Language Processing and Chinese Computing, 2018

Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation.

Shuming Ma, Xu Sun, Wei Li, Sujian Li, Wenjie Li, Xuancheng Ren

Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2018

A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification.

Shuming Ma, Xu Sun, Junyang Lin, Xuancheng Ren

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

Phrase-level Self-Attention Networks for Universal Sentence Encoding.

Wei Wu, Houfeng Wang, Tianyu Liu, Shuming Ma

Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018

Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification.

Junyang Lin, Qi Su, Pengcheng Yang, Shuming Ma, Xu Sun

Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018

Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data?

Yi Zhang, Xu Sun, Shuming Ma, Yang Yang, Xuancheng Ren

Proceedings of the 27th International Conference on Computational Linguistics, 2018

SGM: Sequence Generation Model for Multi-label Classification.

Pengcheng Yang, Xu Sun, Wei Li, Shuming Ma, Wei Wu, Houfeng Wang

Proceedings of the 27th International Conference on Computational Linguistics, 2018

A Neural Question Answering Model Based on Semi-Structured Tables.

Hao Wang, Xiaodong Zhang, Shuming Ma, Xu Sun, Houfeng Wang, Mengxiang Wang

Proceedings of the 27th International Conference on Computational Linguistics, 2018

Deconvolution-Based Global Decoding for Neural Machine Translation.

Junyang Lin, Xu Sun, Xuancheng Ren, Shuming Ma, Jinsong Su, Qi Su

Proceedings of the 27th International Conference on Computational Linguistics, 2018

Automatic Academic Paper Rating Based on Modularized Hierarchical Convolutional Neural Network.

Pengcheng Yang, Xu Sun, Wei Li, Shuming Ma

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018

Bag-of-Words as Target for Neural Machine Translation.

Shuming Ma, Xu Sun, Yizhong Wang, Junyang Lin

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018

Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization.

Shuming Ma, Xu Sun, Junyang Lin, Houfeng Wang

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018

Global Encoding for Abstractive Summarization.

Junyang Lin, Xu Sun, Shuming Ma, Qi Su

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018

2017

Complex Structure Leads to Overfitting: A Structure Regularization Decoding Method for Natural Language Processing.

Xu Sun, Weiwei Sun, Shuming Ma, Xuancheng Ren, Yi Zhang, Wenjie Li, Houfeng Wang

CoRR, 2017

Training Simplification and Model Simplification for Deep Learning: A Minimal Effort Back Propagation Method.

Xu Sun, Xuancheng Ren, Shuming Ma, Bingzhen Wei, Wei Li, Houfeng Wang

CoRR, 2017

Stochastic Strictly Contractive Peaceman-Rachford Splitting Method.

Sen Na, Mingyuan Ma, Shuming Ma, Guangju Peng

CoRR, 2017

Label Embedding Network: Learning Label Representation for Soft Training of Deep Networks.

Xu Sun, Bingzhen Wei, Xuancheng Ren, Shuming Ma

CoRR, 2017

A Semantic Relevance Based Neural Network for Text Summarization and Text Simplification.

Shuming Ma, Xu Sun

CoRR, 2017

Lock-Free Parallel Perceptron for Graph-based Dependency Parsing.

Xu Sun, Shuming Ma

CoRR, 2017

A Generic Online Parallel Learning Framework for Large Margin Models.

Shuming Ma, Xu Sun

CoRR, 2017

Transfer Deep Learning for Low-Resource Chinese Word Segmentation with a Novel Neural Network.

Jingjing Xu, Shuming Ma, Yi Zhang, Bingzhen Wei, Xiaoyan Cai, Xu Sun

Proceedings of the Natural Language Processing and Chinese Computing, 2017

meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting.

Xu Sun, Xuancheng Ren, Shuming Ma, Houfeng Wang

Proceedings of the 34th International Conference on Machine Learning, 2017

Improving Semantic Relevance for Sequence-to-Sequence Learning of Chinese Social Media Text Summarization.

Shuming Ma, Xu Sun, Jingjing Xu, Houfeng Wang, Wenjie Li, Qi Su

Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, 2017

2016

A New Recurrent Neural CRF for Learning Non-linear Edge Features.

Shuming Ma, Xu Sun

CoRR, 2016

2010

The Application of Leader-Member Exchange Theory on Improving Team Performance.

Shuming Ma, Yang Ke

Proceedings of the International Conference on E-Business and E-Government, 2010