Predicting Downside in Stock Market Using Knowledge and News Data. - Xinlin Li; Shuqi Liu 001; Xinyi Zhang; Linqi Song (ICPADS, 2021)

Towards Better Understanding with Uniformity and Explicit Regularization of Embeddings in Embedding-based Neural Topic Models. - Wei Shao 009; Lei Huang; Shuqi Liu 001; Shihua Ma; Linqi Song (IJCNN, 2022)

Zero-shot Cross-lingual Conversational Semantic Role Labeling. - Han Wu 004; Haochen Tan; Kun Xu 005; Shuqi Liu 001; Lianwei Wu; Linqi Song (NAACL-HLT (Findings), 2022)

An NLP-Empowered Virtual Course Assistant for Online Teaching and Learning. - Shuqi Liu 001; SiuYing Man; Linqi Song (TALE, 2022)

Designing an Educational Chatbot with Joint Intent Classification and Slot Filling. - Yujia Wang; Shuqi Liu 001; Linqi Song (TALE, 2022)

Recent advances in biometrics-based user authentication for wearable devices: A contemporary survey. - Shuqi Liu 001; Wei Shao 009; Tan Li 002; Weitao Xu; Linqi Song (Digit. Signal Process., 2022)

Achieving privacy-preserving cross-silo anomaly detection using federated XGBoost. - Mengwei Yang; Shuqi Liu 001; Jie Xu 001; Guozhen Tan; Congduan Li; Linqi Song (J. Frankl. Inst., 2023)

Bi-Chainer: Automated Large Language Models Reasoning with Bidirectional Chaining. - Shuqi Liu 001; Bowei He; Linqi Song (ACL (Findings), 2024)

Sens-Merging: Sensitivity-Guided Parameter Balancing for Merging Large Language Models. - Shuqi Liu 001; Han Wu 004; Bowei He; Xiongwei Han; Mingxuan Yuan; Linqi Song (ACL (Findings), 2025)

Towards Improving Interpretability of Language Model Generation Through a Structured Knowledge Discovery Approach. - Shuqi Liu 001; Han Wu 004; Guanzhi Deng; Jianshu Chen; Xiaoyang Wang; Linqi Song (IEEE J. Sel. Top. Signal Process., 2025)

OPTISHEAR: Towards Efficient and Adaptive Pruning of Large Language Models via Evolutionary Optimization. - Shuqi Liu 001; Bowei He; Han Wu 004; Linqi Song (CoRR, 2025)

1bit-Merging: Dynamic Quantized Merging for Large Language Models. - Shuqi Liu 001; Han Wu 004; Bowei He; Zehua Liu; Xiongwei Han; Mingxuan Yuan; Linqi Song (CoRR, 2025)

Unlocking Efficient Long-to-Short LLM Reasoning with Model Merging. - Han Wu 004; Yuxuan Yao; Shuqi Liu 001; Zehua Liu; Xiaojin Fu; Xiongwei Han; Xing Li; Hui-Ling Zhen; Tao Zhong 004; Mingxuan Yuan (CoRR, 2025)

Activation-Guided Consensus Merging for Large Language Models. - Yuxuan Yao; Shuqi Liu 001; Zehua Liu; Qintong Li; Mingyang Liu; Xiongwei Han; Zhijiang Guo; Han Wu 004; Linqi Song (CoRR, 2025)