SCL-RAI: Span-based Contrastive Learning with Retrieval Augmented Inference for Unlabeled Entity Problem in NER. - Shuzheng Si; Shuang Zeng; Jiaxing Lin; Baobao Chang (COLING, 2022)

Mining Clues from Incomplete Utterance: A Query-enhanced Network for Incomplete Utterance Rewriting. - Shuzheng Si; Shuang Zeng; Baobao Chang (NAACL-HLT, 2022)

SANTA: Separate Strategies for Inaccurate and Incomplete Annotation Noise in Distantly-Supervised Named Entity Recognition. - Shuzheng Si; Zefan Cai; Shuang Zeng; Guoqiang Feng; Jiaxing Lin; Baobao Chang (ACL (Findings), 2023)

SpokenWOZ: A Large-Scale Speech-Text Benchmark for Spoken Task-Oriented Dialogue Agents. - Shuzheng Si; Wentao Ma; Haoyu Gao; Yuchuan Wu; Ting-En Lin; Yinpei Dai; Hangyu Li 003; Rui Yan 001; Fei Huang 002; Yongbin Li (NeurIPS, 2023)

SpokenWOZ: A Large-Scale Speech-Text Benchmark for Spoken Task-Oriented Dialogue in Multiple Domains. - Shuzheng Si; Wentao Ma; Yuchuan Wu; Yinpei Dai; Haoyu Gao; Ting-En Lin; Hangyu Li 003; Rui Yan 001; Fei Huang 002; Yongbin Li (CoRR, 2023)

Distantly-Supervised Named Entity Recognition with Uncertainty-aware Teacher Learning and Student-student Collaborative Learning. - Helan Hu; Shuzheng Si; Haozhe Zhao; Shuang Zeng; Kaikai An; Zefan Cai; Baobao Chang (CoRR, 2023)

ML-Bench: Large Language Models Leverage Open-source Libraries for Machine Learning Tasks. - Yuliang Liu; Xiangru Tang; Zefan Cai; Junjie Lu; Yichi Zhang; Yanjun Shao; Zexuan Deng; Helan Hu; Zengxian Yang; Kaikai An; Ruijun Huang; Shuzheng Si; et al. (CoRR, 2023)

One Shot Learning as Instruction Data Prospector for Large Language Models. - Yunshui Li; Binyuan Hui; Xiaobo Xia; Jiaxi Yang; Min Yang 007; Lei Zhang 201; Shuzheng Si; Junhao Liu 001; Tongliang Liu; Fei Huang 002; Yongbin Li (CoRR, 2023)

One-Shot Learning as Instruction Data Prospector for Large Language Models. - Yunshui Li; Binyuan Hui; Xiaobo Xia; Jiaxi Yang; Min Yang 007; Lei Zhang 201; Shuzheng Si; Ling-Hao Chen; Junhao Liu 001; Tongliang Liu; Fei Huang 002; Yongbin Li (ACL (1), 2024)

Improving the Robustness of Distantly-Supervised Named Entity Recognition via Uncertainty-Aware Teacher Learning and Student-Student Collaborative Learning. - Shuzheng Si; Helan Hu; Haozhe Zhao; Shuang Zeng; Kaikai An; Zefan Cai; Baobao Chang (ACL (Findings), 2024)

UniPCM: Universal Pre-trained Conversation Model with Task-aware Automatic Prompt. - Yucheng Cai; Wentao Ma; Yuchuan Wu; Shuzheng Si; Yuan Shao; Zhijian Ou; Yongbin Li (LREC/COLING, 2024)

MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning. - Haozhe Zhao; Zefan Cai; Shuzheng Si; Xiaojian Ma 001; Kaikai An; Liang Chen 024; Zixuan Liu 001; Sheng Wang 012; Wenjuan Han; Baobao Chang (ICLR, 2024)

Mitigating Language-Level Performance Disparity in mPLMs via Teacher Language Selection and Cross-lingual Self-Distillation. - Haozhe Zhao; Zefan Cai; Shuzheng Si; Liang Chen 024; Yufeng He; Kaikai An; Baobao Chang (NAACL-HLT, 2024)

UltraEdit: Instruction-based Fine-Grained Image Editing at Scale. - Haozhe Zhao; Xiaojian (Shawn) Ma; Liang Chen 024; Shuzheng Si; Rujie Wu; Kaikai An; Peiyu Yu; Minjia Zhang; Qing Li 003; Baobao Chang (NeurIPS, 2024)

Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints. - Kaikai An; Shuzheng Si; Helan Hu; Haozhe Zhao; Yuchi Wang; Qingyan Guo; Baobao Chang (CoRR, 2024)

Selecting Influential Samples for Long Context Alignment via Homologous Models' Guidance and Contextual Awareness Measurement. - Shuzheng Si; Haozhe Zhao; Gang Chen 039; Yunshui Li; Kangyang Luo; Chuancheng Lv; Kaikai An; Fanchao Qi; Baobao Chang; Maosong Sun 001 (CoRR, 2024)

Looking Beyond Text: Reducing Language bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance. - Haozhe Zhao; Shuzheng Si; Liang Chen 024; Yichi Zhang; Maosong Sun 001; Mingjia Zhang; Baobao Chang (CoRR, 2024)

GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph Completion. - Kangyang Luo; Yuzhuo Bai; Cheng Gao; Shuzheng Si; Zhu Liu 005; Yingli Shen; Zhitong Wang; Cunliang Kong; Wenhao Li 003; Yufei Huang 008; Ye Tian; Xuantang Xiong; et al. (ACL (Findings), 2025)

Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data Filtering. - Shuzheng Si; Haozhe Zhao; Gang Chen 039; Cheng Gao; Yuzhuo Bai; Zhitong Wang; Kaikai An; Kangyang Luo; Chen Qian; Fanchao Qi; Baobao Chang; Maosong Sun 001 (ACL (1), 2025)

Document Segmentation Matters for Retrieval-Augmented Generation. - Zhitong Wang; Cheng Gao; Chaojun Xiao; Yufei Huang 008; Shuzheng Si; Kangyang Luo; Yuzhuo Bai; Wenhao Li 003; Tangjian Duan; Chuancheng Lv; Guoshan Lu; Gang Chen 039; et al. (ACL (Findings), 2025)

UltraIF: Advancing Instruction Following from the Wild. - Kaikai An; Li Sheng; Ganqu Cui; Shuzheng Si; Ning Ding; Yu Cheng; Baobao Chang (CoRR, 2025)

Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning. - Shuzheng Si; Haozhe Zhao; Cheng Gao; Yuzhuo Bai; Zhitong Wang; Bofei Gao; Kangyang Luo; Wenhao Li 003; Yufei Huang 008; Gang Chen 039; Fanchao Qi; Minjia Zhang; et al. (CoRR, 2025)

SWE-SQL: Illuminating LLM Pathways to Solve User SQL Issues in Real-World Applications. - Jinyang Li 003; Xiaolong Li; Ge Qu; Per Jacobsson; Bowen Qin; Binyuan Hui; Shuzheng Si; Nan Huo; Xiaohan Xu; Yue Zhang; Ziwei Tang; Yuanshuai Li; et al. (CoRR, 2025)

MENTOR: Efficient Multimodal-Conditioned Tuning for Autoregressive Vision Generation Models. - Haozhe Zhao; Zefan Cai; Shuzheng Si; Liang Chen 024; Jiuxiang Gu; Wen Xiao; Junjie Hu (CoRR, 2025)