Student Engagement Detection: Case Study on Using Peer-to-Peer Emotion Comparison with Context Regularization. - Geyu Lin; Manas Gupta; Cheryl Sze Yin Wong; Huayun Zhang (ICCE, 2023)

Personality-aware Student Simulation for Conversational Intelligent Tutoring Systems. - Zhengyuan Liu; Stella Xin Yin; Geyu Lin; Nancy F. Chen (EMNLP, 2024)

Resilience of Large Language Models for Noisy Instructions. - Bin Wang 040; Chengwei Wei; Zhengyuan Liu; Geyu Lin; Nancy F. Chen (EMNLP (Findings), 2024)

Semi-Supervised Learning for Robust Speech Evaluation. - Huayun Zhang; Jeremy H. M. Wong; Geyu Lin; Nancy F. Chen (SLT, 2024)

CRAFT: Extracting and Tuning Cultural Instructions from the Wild. - Bin Wang 040; Geyu Lin; Zhengyuan Liu; Chengwei Wei; Nancy F. Chen (CoRR, 2024)

MERaLiON-SpeechEncoder: Towards a Speech Foundation Model for Singapore and Beyond. - Muhammad Huzaifah 001; Geyu Lin; Tianchi Liu 004; Hardik B. Sailor; Kye Min Tan; Tarun Kumar Vangani; Qiongqiong Wang; Jeremy H. M. Wong; Nancy F. Chen; Ai Ti Aw (CoRR, 2024)

CrossIn: An Efficient Instruction Tuning Approach for Cross-Lingual Knowledge Alignment. - Geyu Lin; Bin Wang 040; Zhengyuan Liu; Nancy F. Chen (COLING Workshops, 2025)

MoWE-Audio: Multitask AudioLLMs with Mixture of Weak Encoders. - Wenyu Zhang; Shuo Sun; Bin Wang 040; Xunlong Zou; Zhuohan Liu; Yingxu He; Geyu Lin; Nancy F. Chen; Ai Ti Aw (ICASSP, 2025)

AudioBench: A Universal Benchmark for Audio Large Language Models. - Bin Wang 040; Xunlong Zou; Geyu Lin; Shuo Sun; Zhuohan Liu; Wenyu Zhang; Zhengyuan Liu; AiTi Aw; Nancy F. Chen (NAACL (Long Papers), 2025)

SingaKids: A Multilingual Multimodal Dialogic Tutor for Language Learning. - Zhengyuan Liu; Geyu Lin; Hui Li Tan; Huayun Zhang; Yanfeng Lu; Xiaoxue Gao; Stella Xin Yin; He Sun; Hock Huan Goh; Lung-Hsiang Wong; Nancy F. Chen (CoRR, 2025)

Beyond Classification: Towards Speech Emotion Reasoning with Multitask AudioLLMs. - Wenyu Zhang; Yingxu He; Geyu Lin; Zhuohan Liu; Shuo Sun; Bin Wang 040; Xunlong Zou; Jeremy H. M. Wong; Qiongqiong Wang; Hardik B. Sailor; Nancy F. Chen; Ai Ti Aw (CoRR, 2025)