Equality before the Law: Legal Judgment Consistency Analysis for Fairness. - Yuzhong Wang; Chaojun Xiao; Shirong Ma; Haoxi Zhong; Cunchao Tu; Tianyang Zhang 001; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2021)

Learning from the Dictionary: Heterogeneous Knowledge Guided Fine-tuning for Chinese Spell Checking. - Yinghui Li; Shirong Ma; Qingyu Zhou; Zhongli Li; Yangning Li; Shulin Huang; Ruiyang Liu; Chao Li 063; Yunbo Cao; Haitao Zheng 002 (EMNLP (Findings), 2022)

Linguistic Rules-Based Corpus Generation for Native Chinese Grammatical Error Correction. - Shirong Ma; Yinghui Li; Rongyi Sun; Qingyu Zhou; Shulin Huang; Ding Zhang; Yangning Li; Ruiyang Liu; Zhongli Li; Yunbo Cao; Haitao Zheng 002; Ying Shen 001 (EMNLP (Findings), 2022)

Contextual Similarity is More Valuable than Character Similarity: Curriculum Learning for Chinese Spell Checking. - Ding Zhang; Yinghui Li; Qingyu Zhou; Shirong Ma; Yangning Li; Yunbo Cao; Hai-Tao Zheng 002 (CoRR, 2022)

Focus Is What You Need For Chinese Grammatical Error Correction. - Jingheng Ye; Yinghui Li; Shirong Ma; Rui Xie 005; Wei Wu 014; Hai-Tao Zheng 002 (CoRR, 2022)

Towards Attribute-Entangled Controllable Text Generation: A Pilot Study of Blessing Generation. - Shulin Huang; Shirong Ma; Yinghui Li; Yangning Li; Shiyang Lin; Hai-Tao Zheng 002; Ying Shen 001 (CoRR, 2022)

CLEME: Debiasing Multi-reference Evaluation for Grammatical Error Correction. - Jingheng Ye; Yinghui Li; Qingyu Zhou; Yangning Li; Shirong Ma; Hai-Tao Zheng 002; Ying Shen 001 (EMNLP, 2023)

Contextual Similarity is More Valuable Than Character Similarity: An Empirical Study for Chinese Spell Checking. - Ding Zhang; Yinghui Li; Qingyu Zhou; Shirong Ma; Yangning Li; Yunbo Cao; Hai-Tao Zheng 002 (ICASSP, 2023)

From Retrieval to Generation: Efficient and Effective Entity Set Expansion. - Shulin Huang; Shirong Ma; Yangning Li; Yinghui Li; Hai-Tao Zheng 002; Yong Jiang 001 (CoRR, 2023)

Progressive Multi-task Learning Framework for Chinese Text Error Correction. - Shirong Ma; Yinghui Li; Haojing Huang 001; Shulin Huang; Yangning Li; Hai-Tao Zheng 002; Ying Shen 001 (CoRR, 2023)

On the (In)Effectiveness of Large Language Models for Chinese Text Correction. - Yinghui Li; Haojing Huang 001; Shirong Ma; Yong Jiang 001; Yangning Li; Feng Zhou; Hai-Tao Zheng 002; Qingyu Zhou (CoRR, 2023)

EcomGPT-CT: Continual Pre-training of E-commerce Large Language Models with Semi-structured Data. - Shirong Ma; Shen Huang; Shulin Huang; Xiaobin Wang; Yangning Li; Hai-Tao Zheng 002; Pengjun Xie; Fei Huang 002; Yong Jiang 001 (CoRR, 2023)

EcomGPT: Instruction-Tuning Large Language Models with Chain-of-Task Tasks for E-commerce. - Yangning Li; Shirong Ma; Xiaobin Wang; Shen Huang; Chengyue Jiang; Haitao Zheng 002; Pengjun Xie; Fei Huang 002; Yong Jiang 001 (AAAI, 2024)

Towards Real-World Writing Assistance: A Chinese Character Checking Benchmark with Faked and Misspelled Characters. - Yinghui Li; Zishan Xu; Shaoshen Chen; Haojing Huang 001; Yangning Li; Shirong Ma; Yong Jiang 001; Zhongli Li; Qingyu Zhou; Hai-Tao Zheng 002; Ying Shen 001 (ACL (1), 2024)

From Retrieval to Generation: Efficient and Effective Entity Set Expansion. - Shulin Huang; Shirong Ma; Yangning Li; Yinghui Li; Hai-Tao Zheng 002 (CIKM, 2024)

LatEval: An Interactive LLMs Evaluation Benchmark with Incomplete Information from Lateral Thinking Puzzles. - Shulin Huang; Shirong Ma; Yinghui Li; Mengzuo Huang; Wuhe Zou; Weidong Zhang 006; Haitao Zheng 002 (LREC/COLING, 2024)

When LLMs Meet Cunning Texts: A Fallacy Understanding Benchmark for Large Language Models. - Yinghui Li; Qingyu Zhou; Yuanzhen Luo; Shirong Ma; Yangning Li; Hai-Tao Zheng 002; Xuming Hu; Philip S. Yu (NeurIPS, 2024)

DeepSeek LLM: Scaling Open-Source Language Models with Longtermism. - Xiao Bi; Deli Chen; Guanting Chen 002; Shanhuang Chen; Damai Dai; Chengqi Deng; Honghui Ding; Kai Dong 003; Qiushi Du; Zhe Fu; Huazuo Gao; Kaige Gao; et al. (CoRR, 2024)

When LLMs Meet Cunning Questions: A Fallacy Understanding Benchmark for Large Language Models. - Yinghui Li; Qingyu Zhou; Yuanzhen Luo; Shirong Ma; Yangning Li; Hai-Tao Zheng 002; Xuming Hu; Philip S. Yu (CoRR, 2024)

Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction. - Yinghui Li; Shang Qin; Jingheng Ye; Shirong Ma; Yangning Li; Libo Qin 001; Xuming Hu; Wenhao Jiang; Hai-Tao Zheng 002; Philip S. Yu (CoRR, 2024)

Mitigating Catastrophic Forgetting in Multi-domain Chinese Spelling Correction by Multi-stage Knowledge Transfer Framework. - Peng Xing; Yinghui Li; Shirong Ma; Xinnian Liang; Haojing Huang 001; Yangning Li; Hai-Tao Zheng 002; Wenhao Jiang; Ying Shen 001 (CoRR, 2024)

DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model. - DeepSeek-AI; Aixin Liu; Bei Feng; Bin Wang 065; Bingxuan Wang; Bo Liu 039; Chenggang Zhao; Chengqi Deng; Chong Ruan; Damai Dai; Daya Guo; Dejian Yang; et al. (CoRR, 2024)

DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence. - DeepSeek-AI; Qihao Zhu; Daya Guo; Zhihong Shao; Dejian Yang; Peiyi Wang; Runxin Xu; Y. Wu; Yukun Li; Huazuo Gao; Shirong Ma; Wangding Zeng; et al. (CoRR, 2024)

DeepSeek-V3 Technical Report. - DeepSeek-AI; Aixin Liu; Bei Feng; Bing Xue; Bingxuan Wang; Bochao Wu; Chengda Lu; Chenggang Zhao; Chengqi Deng; Chenyu Zhang; Chong Ruan; Damai Dai; et al. (CoRR, 2024)

Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures. - Chenggang Zhao; Chengqi Deng; Chong Ruan; Damai Dai; Huazuo Gao; Jiashi Li; Liyue Zhang; Panpan Huang; Shangyan Zhou; Shirong Ma; Wenfeng Liang; Ying He; et al. (ISCA, 2025)

Correct like humans: Progressive learning framework for Chinese text error correction. - Yinghui Li; Shirong Ma; Shaoshen Chen; Haojing Huang 001; Shulin Huang; Yangning Li; Hai-Tao Zheng 002; Ying Shen 001 (Expert Syst. Appl., 2025)

DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning. - DeepSeek-AI; Daya Guo; Dejian Yang; Haowei Zhang; Junxiao Song; Ruoyu Zhang; Runxin Xu; Qihao Zhu; Shirong Ma; Peiyi Wang; Xiao Bi; Xiaokang Zhang; et al. (CoRR, 2025)

Inference-Time Scaling for Generalist Reward Modeling. - Zijun Liu; Peiyi Wang; Runxin Xu; Shirong Ma; Chong Ruan; Peng Li; Yang Liu; Yu Wu (CoRR, 2025)

DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition. - Z. Z. Ren; Zhihong Shao; Junxiao Song; Huajian Xin; Haocheng Wang; Wanjia Zhao; Liyue Zhang; Zhe Fu; Qihao Zhu; Dejian Yang; Z. F. Wu; Zhibin Gou; et al. (CoRR, 2025)

Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures. - Chenggang Zhao; Chengqi Deng; Chong Ruan; Damai Dai; Huazuo Gao; Jiashi Li; Liyue Zhang; Panpan Huang; Shangyan Zhou; Shirong Ma; Wenfeng Liang; Ying He; et al. (CoRR, 2025)