Shuo Ren

According to our database, Shuo Ren authored at least 31 papers between 2016 and 2025.

Collaborative distances:

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

2025

Why Do MLLMs Struggle with Spatial Understanding? A Systematic Analysis from Data to Architecture.

Wanyue Zhang, Yibin Huang, Yangbin Xu, JingJing Huang, Helu Zhi, Shuo Ren, Wang Xu, Jiajun Zhang

CoRR, September, 2025

KTAE: A Model-Free Algorithm to Key-Tokens Advantage Estimation in Mathematical Reasoning.

Wei Sun, Wen Yang, Pu Jian, Qianlong Du, Fuwei Cui, Shuo Ren, Jiajun Zhang

CoRR, May, 2025

Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents.

Shuo Ren, Pu Jian, Zhenjiang Ren, Chunlin Leng, Can Xie, Jiajun Zhang

CoRR, March, 2025

Beyond One-Size-Fits-All: Adaptive Fine-Tuning for LLMs Based on Data Inherent Heterogeneity.

Wanyue Zhang, Yangyifan Xu, Shuo Ren, Jiajun Zhang

Proceedings of the Natural Language Processing and Chinese Computing, 2025

Collaborative Beam Search: Enhancing LLM Reasoning via Collective Consensus.

Yangyifan Xu, Shuo Ren, Jiajun Zhang

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models.

Pu Jian, Junhong Wu, Wei Sun, Chen Wang, Shuo Ren, Jiajun Zhang

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

Teaching Vision-Language Models to Ask: Resolving Ambiguity in Visual Questions.

Pu Jian, Donglei Yu, Wen Yang, Shuo Ren, Jiajun Zhang

Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025

2024

SpeechLM: Enhanced Speech Pre-Training With Unpaired Textual Data.

Ziqiang Zhang, Sanyuan Chen, Long Zhou, Yu Wu, Shuo Ren, Shujie Liu, Zhuoyuan Yao, Xun Gong, Li-Rong Dai, Jinyu Li, Furu Wei

IEEE ACM Trans. Audio Speech Lang. Process., 2024

2022

WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing.

Sanyuan Chen, Chengyi Wang, Zhengyang Chen, Yu Wu, Shujie Liu, Zhuo Chen, Jinyu Li, Naoyuki Kanda, Takuya Yoshioka, Xiong Xiao, Jian Wu, Long Zhou, Shuo Ren, Yanmin Qian, Yao Qian, Jian Wu, Michael Zeng, Xiangzhan Yu, Furu Wei

IEEE J. Sel. Top. Signal Process., 2022

TESSP: Text-Enhanced Self-Supervised Speech Pre-training.

Zhuoyuan Yao, Shuo Ren, Sanyuan Chen, Ziyang Ma, Pengcheng Guo, Lei Xie

CoRR, 2022

KESA: A Knowledge Enhanced Approach For Sentiment Analysis.

Qinghua Zhao, Shuai Ma, Shuo Ren

CoRR, 2022

Speech Pre-training with Acoustic Piece.

Shuo Ren, Shujie Liu, Yu Wu, Long Zhou, Furu Wei

Proceedings of the 23rd Annual Conference of the International Speech Communication Association, 2022

KESA: A Knowledge Enhanced Approach To Sentiment Analysis.

Qinghua Zhao, Shuai Ma, Shuo Ren

Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, 2022

Optimizing Alignment of Speech and Language Latent Spaces for End-To-End Speech Recognition and Understanding.

Wei Wang, Shuo Ren, Yao Qian, Shujie Liu, Yu Shi, Yanmin Qian, Michael Zeng

Proceedings of the IEEE International Conference on Acoustics, 2022

RAPO: An Adaptive Ranking Paradigm for Bilingual Lexicon Induction.

Zhoujin Tian, Chaozhuo Li, Shuo Ren, Zhiqiang Zuo, Zengxuan Wen, Xinyue Hu, Xiao Han, Haizhen Huang, Denvy Deng, Qi Zhang, Xing Xie

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

SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing.

Junyi Ao, Rui Wang, Long Zhou, Chengyi Wang, Shuo Ren, Yu Wu, Shujie Liu, Tom Ko, Qing Li, Yu Zhang, Zhihua Wei, Yao Qian, Jinyu Li, Furu Wei

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

2021

WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing.

Sanyuan Chen, Chengyi Wang, Zhengyang Chen, Yu Wu, Shujie Liu, Zhuo Chen, Jinyu Li, Naoyuki Kanda, Takuya Yoshioka, Xiong Xiao, Jian Wu, Long Zhou, Shuo Ren, Yanmin Qian, Yao Qian, Jian Wu, Michael Zeng, Furu Wei

CoRR, 2021

SpeechT5: Unified-Modal Encoder-Decoder Pre-training for Spoken Language Processing.

Junyi Ao, Rui Wang, Long Zhou, Shujie Liu, Shuo Ren, Yu Wu, Tom Ko, Qing Li, Yu Zhang, Zhihua Wei, Yao Qian, Jinyu Li, Furu Wei

CoRR, 2021

CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

Shuai Lu, Daya Guo, Shuo Ren, Junjie Huang, Alexey Svyatkovskiy, Ambrosio Blanco, Colin B. Clement, Dawn Drain, Daxin Jiang, Duyu Tang, Ge Li, Lidong Zhou, Linjun Shou, Long Zhou, Michele Tufano, Ming Gong, Ming Zhou, Nan Duan, Neel Sundaresan, Shao Kun Deng, Shengyu Fu, Shujie Liu

Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1, 2021

GraphCodeBERT: Pre-training Code Representations with Data Flow.

Daya Guo, Shuo Ren, Shuai Lu, Zhangyin Feng, Duyu Tang, Shujie Liu, Long Zhou, Nan Duan, Alexey Svyatkovskiy, Shengyu Fu, Michele Tufano, Shao Kun Deng, Colin B. Clement, Dawn Drain, Neel Sundaresan, Jian Yin, Daxin Jiang, Ming Zhou

Proceedings of the 9th International Conference on Learning Representations, 2021

SemFace: Pre-training Encoder and Decoder with a Semantic Interface for Neural Machine Translation.

Shuo Ren, Long Zhou, Shujie Liu, Furu Wei, Ming Zhou, Shuai Ma

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

2020

CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

Shuo Ren, Daya Guo, Shuai Lu, Long Zhou, Shujie Liu, Duyu Tang, Neel Sundaresan, Ming Zhou, Ambrosio Blanco, Shuai Ma

CoRR, 2020

Semantic Mask for Transformer Based End-to-End Speech Recognition.

Chengyi Wang, Yu Wu, Yujiao Du, Jinyu Li, Shujie Liu, Liang Lu, Shuo Ren, Guoli Ye, Sheng Zhao, Ming Zhou

Proceedings of the 21st Annual Conference of the International Speech Communication Association, 2020

A Retrieve-and-Rewrite Initialization Method for Unsupervised Machine Translation.

Shuo Ren, Yu Wu, Shujie Liu, Ming Zhou, Shuai Ma

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

A Graph-based Coarse-to-fine Method for Unsupervised Bilingual Lexicon Induction.

Shuo Ren, Shujie Liu, Ming Zhou, Shuai Ma

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

2019

Explicit Cross-lingual Pre-training for Unsupervised Machine Translation.

Shuo Ren, Yu Wu, Shujie Liu, Ming Zhou, Shuai Ma

Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing, 2019

Unsupervised Neural Machine Translation with SMT as Posterior Regularization.

Shuo Ren, Zhirui Zhang, Shujie Liu, Ming Zhou, Shuai Ma

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

2018

Style Transfer as Unsupervised Machine Translation.

Zhirui Zhang, Shuo Ren, Shujie Liu, Jianyong Wang, Peng Chen, Mu Li, Ming Zhou, Enhong Chen

CoRR, 2018

Generative Bridging Network for Neural Sequence Prediction.

Wenhu Chen, Guanlin Li, Shuo Ren, Shujie Liu, Zhirui Zhang, Mu Li, Ming Zhou

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

Triangular Architecture for Rare Language Translation.

Shuo Ren, Wenhu Chen, Shujie Liu, Mu Li, Ming Zhou, Shuai Ma

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

2016

Knowledge-Based Semantic Embedding for Machine Translation.

Chen Shi, Shujie Liu, Shuo Ren, Shi Feng, Mu Li, Ming Zhou, Xu Sun, Houfeng Wang

Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, 2016