Informative Language Representation Learning for Massively Multilingual Neural Machine Translation. - Renren Jin; Deyi Xiong (COLING, 2022)

CS2W: A Chinese Spoken-to-Written Style Conversion Dataset with Multiple Conversion Types. - Zishan Guo; Linhao Yu; Minghui Xu; Renren Jin; Deyi Xiong (EMNLP, 2023)

Joint Training and Decoding for Multilingual End-to-End Simultaneous Speech Translation. - Wuwei Huang; Renren Jin; Wen Zhang; Jian Luan 001; Bin Wang 004; Deyi Xiong (ICASSP, 2023)

M3KE: A Massive Multi-Level Multi-Subject Knowledge Evaluation Benchmark for Chinese Large Language Models. - Chuang Liu 009; Renren Jin; Yuqi Ren; Linhao Yu; Tianyu Dong; Xiaohan Peng; Shuting Zhang; Jianxiang Peng; Peiyi Zhang; Qingqing Lyu; Xiaowen Su; Qun Liu 001; et al. (CoRR, 2023)

Large Language Model Alignment: A Survey. - Tianhao Shen; Renren Jin; Yufei Huang 005; Chuang Liu 009; Weilong Dong; Zishan Guo; Xinwei Wu 001; Yan Liu; Deyi Xiong (CoRR, 2023)

Evaluating Large Language Models: A Comprehensive Survey. - Zishan Guo; Renren Jin; Chuang Liu 009; Yufei Huang 005; Dan Shi 001; Supryadi; Linhao Yu; Yan Liu; Jiaxuan Li; Bojian Xiong; Deyi Xiong (CoRR, 2023)

FollowEval: A Multi-Dimensional Benchmark for Assessing the Instruction-Following Capability of Large Language Models. - Yimin Jing; Renren Jin; Jiahao Hu; Huishi Qiu; Xiaohua Wang; Peng Wang; Deyi Xiong (CoRR, 2023)

A Comprehensive Evaluation of Quantization Strategies for Large Language Models. - Renren Jin; Jiangcun Du; Wuwei Huang; Wei Liu 005; Jian Luan 001; Bin Wang 004; Deyi Xiong (ACL (Findings), 2024)

LHMKE: A Large-scale Holistic Multi-subject Knowledge Evaluation Benchmark for Chinese Large Language Models. - Chuang Liu 009; Renren Jin; Yuqi Ren; Deyi Xiong (LREC/COLING, 2024)

Evaluating Chinese Large Language Models on Discipline Knowledge Acquisition via Memorization and Robustness Assessment. - Chuang Liu 009; Renren Jin; Mark Steedman; Deyi Xiong (CONDA, 2024)

FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data. - Haoran Sun; Renren Jin; Shaoyang Xu; Leiyu Pan; Supryadi; Menglong Cui; Jiangcun Du; Yikun Lei; Lei Yang; Ling Shi 004; Juesi Xiao; Shaolin Zhu; et al. (EMNLP (Industry Track), 2024)

IRCAN: Mitigating Knowledge Conflicts in LLM Generation via Identifying and Reweighting Context-Aware Neurons. - Dan Shi 001; Renren Jin; Tianhao Shen; Weilong Dong; Xinwei Wu 001; Deyi Xiong (NeurIPS, 2024)

Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning. - Hang Zhou; Yehui Tang; Haochen Qin; Yujie Yang; Renren Jin; Deyi Xiong; Kai Han 002; Yunhe Wang 001 (NeurIPS, 2024)

FineMath: A Fine-Grained Mathematical Evaluation Benchmark for Chinese Large Language Models. - Yan Liu; Renren Jin; Lin Shi; Zheng Yao; Deyi Xiong (CoRR, 2024)

OpenEval: Benchmarking Chinese LLMs across Capability, Alignment and Safety. - Chuang Liu 009; Linhao Yu; Jiaxuan Li; Renren Jin; Yufei Huang 005; Ling Shi 004; Junhui Zhang; Xinmeng Ji; Tingting Cui; Tao Liu; Jinwang Song; Hongying Zan; et al. (CoRR, 2024)

Multilingual Large Language Models: A Systematic Survey. - Shaolin Zhu; Supryadi; Shaoyang Xu; Haoran Sun; Leiyu Pan; Menglong Cui; Jiangcun Du; Renren Jin; António Branco; Deyi Xiong (CoRR, 2024)

Large Language Model Safety: A Holistic Survey. - Dan Shi 001; Tianhao Shen; Yufei Huang 005; Zhigen Li; Yongqi Leng; Renren Jin; Chuang Liu 009; Xinwei Wu 001; Zishan Guo; Linhao Yu; Ling Shi 004; Bojian Jiang; et al. (CoRR, 2024)

Praetor: A Fine-Grained Generative LLM Evaluator with Instance-Level Customizable Evaluation Criteria. - Yongqi Leng; Renren Jin; Yue Chen; Zhuowen Han; Ling Shi 004; Jianxiang Peng; Lei Yang; Juesi Xiao; Deyi Xiong (ACL (1), 2025)

CONTRANS: Weak-to-Strong Alignment Engineering via Concept Transplantation. - Weilong Dong; Xinwei Wu 001; Renren Jin; Shaoyang Xu; Deyi Xiong (COLING, 2025)

Empirical Study on Data Attributes Insufficiency of Evaluation Benchmarks for LLMs. - Chuang Liu 009; Renren Jin; Zheng Yao; Tianyi Li; Liang Cheng; Mark Steedman; Deyi Xiong (COLING, 2025)

Do Large Language Models Mirror Cognitive Language Processing? - Yuqi Ren; Renren Jin; Tongxuan Zhang; Deyi Xiong (COLING, 2025)

Optimize Quantization for Large Language Models via Progressive Training. - Jiangcun Du; Renren Jin; Wuwei Huang; Wei Liu 005; Jian Luan 001; Deyi Xiong (WWW (Companion Volume), 2025)

ProBench: Benchmarking Large Language Models in Competitive Programming. - Lei Yang; Renren Jin; Ling Shi 004; Jianxiang Peng; Yue Chen; Deyi Xiong (CoRR, 2025)

TaP: A Taxonomy-Guided Framework for Automated and Scalable Preference Data Generation. - Renren Jin; Tianhao Shen; Xinwei Wu 001; Dan Shi 001; Haoran Sun; Wuwei Huang; Quandong Wang; Wei Liu 005; Jian Luan 001; Bin Wang 004; Deyi Xiong (CoRR, 2025)

Advancing Large Language Models for Tibetan with Curated Data and Continual Pre-Training. - Leiyu Pan; Bojian Xiong; Lei Yang; Renren Jin; Shaowei Zhang; Yue Chen; Ling Shi 004; Jiang Zhou; Junru Wu; Zhen Wang; Jianxiang Peng; Juesi Xiao; et al. (CoRR, 2025)