Knowledge-Based Semantic Embedding for Machine Translation. - Chen Shi; Shujie Liu 001; Shuo Ren 002; Shi Feng; Mu Li 001; Ming Zhou 001; Xu Sun 001; Houfeng Wang (ACL (1), 2016)

Triangular Architecture for Rare Language Translation. - Shuo Ren 002; Wenhu Chen; Shujie Liu 001; Mu Li 001; Ming Zhou 001; Shuai Ma 001 (ACL (1), 2018)

Generative Bridging Network for Neural Sequence Prediction. - Wenhu Chen; Guanlin Li; Shuo Ren 002; Shujie Liu 001; Zhirui Zhang; Mu Li 001; Ming Zhou 001 (NAACL-HLT, 2018)

Style Transfer as Unsupervised Machine Translation. - Zhirui Zhang; Shuo Ren 002; Shujie Liu 001; Jianyong Wang 001; Peng Chen 029; Mu Li 001; Ming Zhou 001; Enhong Chen (CoRR, 2018)

Unsupervised Neural Machine Translation with SMT as Posterior Regularization. - Shuo Ren 002; Zhirui Zhang; Shujie Liu 001; Ming Zhou 001; Shuai Ma 001 (AAAI, 2019)

Explicit Cross-lingual Pre-training for Unsupervised Machine Translation. - Shuo Ren 002; Yu Wu 012; Shujie Liu 001; Ming Zhou 001; Shuai Ma 001 (EMNLP/IJCNLP (1), 2019)

A Graph-based Coarse-to-fine Method for Unsupervised Bilingual Lexicon Induction. - Shuo Ren 002; Shujie Liu 001; Ming Zhou 001; Shuai Ma 001 (ACL, 2020)

A Retrieve-and-Rewrite Initialization Method for Unsupervised Machine Translation. - Shuo Ren 002; Yu Wu 012; Shujie Liu 001; Ming Zhou 001; Shuai Ma 001 (ACL, 2020)

Semantic Mask for Transformer Based End-to-End Speech Recognition. - Chengyi Wang 002; Yu Wu 012; Yujiao Du; Jinyu Li 001; Shujie Liu 001; Liang Lu 001; Shuo Ren 002; Guoli Ye; Sheng Zhao 002; Ming Zhou 001 (INTERSPEECH, 2020)

CodeBLEU: a Method for Automatic Evaluation of Code Synthesis. - Shuo Ren 002; Daya Guo; Shuai Lu; Long Zhou; Shujie Liu 001; Duyu Tang; Neel Sundaresan; Ming Zhou 001; Ambrosio Blanco; Shuai Ma 001 (CoRR, 2020)

SemFace: Pre-training Encoder and Decoder with a Semantic Interface for Neural Machine Translation. - Shuo Ren 002; Long Zhou; Shujie Liu 001; Furu Wei; Ming Zhou 001; Shuai Ma 001 (ACL/IJCNLP (1), 2021)

GraphCodeBERT: Pre-training Code Representations with Data Flow. - Daya Guo; Shuo Ren 002; Shuai Lu; Zhangyin Feng; Duyu Tang; Shujie Liu 001; Long Zhou; Nan Duan 001; Alexey Svyatkovskiy; Shengyu Fu; Michele Tufano; Shao Kun Deng; et al. (ICLR, 2021)

CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation. - Shuai Lu; Daya Guo; Shuo Ren 002; Junjie Huang 008; Alexey Svyatkovskiy; Ambrosio Blanco; Colin B. Clement; Dawn Drain; Daxin Jiang; Duyu Tang; Ge Li 001; Lidong Zhou; et al. (NeurIPS Datasets and Benchmarks, 2021)

SpeechT5: Unified-Modal Encoder-Decoder Pre-training for Spoken Language Processing. - Junyi Ao; Rui Wang 073; Long Zhou; Shujie Liu 001; Shuo Ren 002; Yu Wu 012; Tom Ko; Qing Li 001; Yu Zhang 006; Zhihua Wei 001; Yao Qian; Jinyu Li 001; et al. (CoRR, 2021)

WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing. - Sanyuan Chen; Chengyi Wang 002; Zhengyang Chen; Yu Wu 012; Shujie Liu 001; Zhuo Chen 006; Jinyu Li 001; Naoyuki Kanda; Takuya Yoshioka; Xiong Xiao; Jian Wu 027; Long Zhou; et al. (CoRR, 2021)

SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing. - Junyi Ao; Rui Wang 073; Long Zhou; Chengyi Wang 002; Shuo Ren 002; Yu Wu 012; Shujie Liu 001; Tom Ko; Qing Li 001; Yu Zhang 006; Zhihua Wei 001; Yao Qian; et al. (ACL (1), 2022)

RAPO: An Adaptive Ranking Paradigm for Bilingual Lexicon Induction. - Zhoujin Tian; Chaozhuo Li; Shuo Ren 002; Zhiqiang Zuo 004; Zengxuan Wen; Xinyue Hu 003; Xiao Han; Haizhen Huang; Denvy Deng; Qi Zhang 066; Xing Xie 001 (EMNLP, 2022)

Optimizing Alignment of Speech and Language Latent Spaces for End-To-End Speech Recognition and Understanding. - Wei Wang 010; Shuo Ren 002; Yao Qian; Shujie Liu 001; Yu Shi 001; Yanmin Qian; Michael Zeng 001 (ICASSP, 2022)

KESA: A Knowledge Enhanced Approach To Sentiment Analysis. - Qinghua Zhao; Shuai Ma 001; Shuo Ren 002 (AACL/IJCNLP (1), 2022)

Speech Pre-training with Acoustic Piece. - Shuo Ren 002; Shujie Liu 001; Yu Wu 012; Long Zhou; Furu Wei (INTERSPEECH, 2022)

KESA: A Knowledge Enhanced Approach For Sentiment Analysis. - Qinghua Zhao; Shuai Ma 001; Shuo Ren 002 (CoRR, 2022)

TESSP: Text-Enhanced Self-Supervised Speech Pre-training. - Zhuoyuan Yao; Shuo Ren 002; Sanyuan Chen; Ziyang Ma 001; Pengcheng Guo; Lei Xie 001 (CoRR, 2022)

WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing. - Sanyuan Chen; Chengyi Wang 002; Zhengyang Chen; Yu Wu 012; Shujie Liu 001; Zhuo Chen 006; Jinyu Li 001; Naoyuki Kanda; Takuya Yoshioka; Xiong Xiao; Jian Wu 027; Long Zhou; et al. (IEEE J. Sel. Top. Signal Process., 2022)

SpeechLM: Enhanced Speech Pre-Training With Unpaired Textual Data. - Ziqiang Zhang; Sanyuan Chen; Long Zhou; Yu Wu 012; Shuo Ren 002; Shujie Liu 001; Zhuoyuan Yao; Xun Gong 005; Li-Rong Dai 001; Jinyu Li 001; Furu Wei (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Teaching Vision-Language Models to Ask: Resolving Ambiguity in Visual Questions. - Pu Jian; Donglei Yu; Wen Yang; Shuo Ren 002; Jiajun Zhang 001 (ACL (1), 2025)

Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models. - Pu Jian; Junhong Wu; Wei Sun; Chen Wang; Shuo Ren 002; Jiajun Zhang 001 (EMNLP, 2025)

Collaborative Beam Search: Enhancing LLM Reasoning via Collective Consensus. - Yangyifan Xu; Shuo Ren 002; Jiajun Zhang 001 (EMNLP, 2025)

Beyond One-Size-Fits-All: Adaptive Fine-Tuning for LLMs Based on Data Inherent Heterogeneity. - Wanyue Zhang; Yangyifan Xu; Shuo Ren 002; Jiajun Zhang 001 (NLPCC (1), 2025)

Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents. - Shuo Ren 002; Pu Jian; Zhenjiang Ren; Chunlin Leng; Can Xie; Jiajun Zhang 001 (CoRR, 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 002; Jiajun Zhang 001 (CoRR, 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 002; Wang Xu; Jiajun Zhang 001 (CoRR, 2025)