Cross-domain Slot Filling with Distinct Slot Entity and Type Prediction. - Shudong Liu 004; Peijie Huang; Zhanbiao Zhu; Hualin Zhang; Jianying Tan (NLPCC (1), 2021)

A Graph Attention Interactive Refine Framework with Contextual Regularization for Jointing Intent Detection and Slot Filling. - Zhanbiao Zhu; Peijie Huang; Haojing Huang; Shudong Liu 004; Leyi Lao (ICASSP, 2022)

kNN-TL: k-Nearest-Neighbor Transfer Learning for Low-Resource Neural Machine Translation. - Shudong Liu 004; Xuebo Liu 002; Derek F. Wong; Zhaocong Li; Wenxiang Jiao; Lidia S. Chao; Min Zhang 005 (ACL (1), 2023)

Can LMs Generalize to Future Data? An Empirical Analysis on Text Summarization. - Chi Seng Cheang; Hou Pong Chan; Derek F. Wong; Xuebo Liu 002; Zhaocong Li; Yanming Sun; Shudong Liu 004; Lidia S. Chao (EMNLP, 2023)

TempoSum: Evaluating the Temporal Generalization of Abstractive Summarization. - Chi Seng Cheang; Hou Pong Chan; Derek F. Wong; Xuebo Liu 002; Zhaocong Li; Yanming Sun; Shudong Liu 004; Lidia S. Chao (CoRR, 2023)

Domain-Aware k-Nearest-Neighbor Knowledge Distillation for Machine Translation. - Zhexuan Wang; Shudong Liu 004; Xuebo Liu 002; Miao Zhang; Derek F. Wong; Min Zhang 005 (ACL (Findings), 2024)

Can LLMs Learn Uncertainty on Their Own? Expressing Uncertainty Effectively in A Self-Training Manner. - Shudong Liu 004; Zhaocong Li; Xuebo Liu 002; Runzhe Zhan; Derek F. Wong; Lidia S. Chao; Min Zhang 005 (EMNLP, 2024)

Learning from "Silly" Questions Improves Large Language Models, But Only Slightly. - Tingyuan Zhu; Shudong Liu 004; Yidong Wang; Derek F. Wong; Han Yu 001; Takahiro Shinozaki; Jindong Wang 001 (CoRR, 2024)

Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist. - Zihao Zhou; Shudong Liu 004; Maizhen Ning; Wei Liu 131; Jindong Wang 001; Derek F. Wong; Xiaowei Huang 001; Qiufeng Wang 001; Kaizhu Huang (ICLR, 2025)

CultureVLM: Characterizing and Improving Cultural Understanding of Vision-Language Models for over 100 Countries. - Shudong Liu 004; Yiqiao Jin; Cheng Li; Derek F. Wong; Qingsong Wen; Lichao Sun 001; Haipeng Chen 001; Xing Xie 001; Jindong Wang 001 (CoRR, 2025)

Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models. - Rui Wang 092; Hongru Wang 003; Boyang Xue; Jianhui Pang; Shudong Liu 004; Yi Chen 007; Jiahao Qiu; Derek Fai Wong; Heng Ji 001; Kam-Fai Wong (CoRR, 2025)