| 2025 | ASRU | Incorporating Contextual Paralinguistic Understanding in Large Speech-Language Models. | Qiongqiong Wang, Hardik Bhupendra Sailor, Jeremy H. M. Wong, Tianchi Liu, Shuo Sun, Wenyu Zhang, Muhammad Huzaifah, Nancy F. Chen, Ai Ti Aw |
| 2025 | ASRU | Speech in-context learning of paralinguistic tasks. | Jeremy H. M. Wong, Muhammad Huzaifah, Nancy F. Chen, Ai Ti Aw |
| 2025 | ASRU | Diversity and complementarity of speech encoders across diverse tasks in a multi-modal large language model. | Jeremy H. M. Wong, Muhammad Huzaifah, Hardik B. Sailor, Shuo Sun, Kye Min Tan, Bin Wang, Qiongqiong Wang, Wenyu Zhang, Xunlong Zou, Nancy F. Chen, Ai Ti Aw |
| 2025 | COLING | Improving Explainable Fact-Checking with Claim-Evidence Correlations. | Xin Tan, Bowei Zou, Ai Ti Aw |
| 2025 | ICASSP | MoWE-Audio: Multitask AudioLLMs with Mixture of Weak Encoders. | Wenyu Zhang, Shuo Sun, Bin Wang, Xunlong Zou, Zhuohan Liu, Yingxu He, Geyu Lin, Nancy F. Chen, Ai Ti Aw |
| 2025 | Interspeech | Contextual Paralinguistic Data Creation for Multi-Modal Speech-LLM: Data Condensation and Spoken QA Generation. | Qiongqiong Wang, Hardik B. Sailor, Tianchi Liu, Ai Ti Aw |
| 2024 | COLING | CLFFRD: Curriculum Learning and Fine-grained Fusion for Multimodal Rumor Detection. | Fan Xu, Lei Zeng, Bowei Zou, Ai Ti Aw, Huan Rong |
| 2024 | COLING | Empowering Tree-structured Entailment Reasoning: Rhetorical Perception and LLM-driven Interpretability. | Longyin Zhang, Bowei Zou, Ai Ti Aw |
| 2023 | ACL | Modeling What-to-ask and How-to-ask for Answer-unaware Conversational Question Generation. | Xuan Long Do, Bowei Zou, Shafiq R. Joty, Anh Tran Tai, Liangming Pan, Nancy F. Chen, Ai Ti Aw |
| 2023 | ACL | Making Pre-trained Language Models Better Learn Few-Shot Spoken Language Understanding in More Practical Scenarios. | Yufan Wang, Jie Mei, Bowei Zou, Rui Fan, Tingting He, Ai Ti Aw |
| 2023 | ACL | DSPM-NLG: A Dual Supervised Pre-trained Model for Few-shot Natural Language Generation in Task-oriented Dialogue System. | Yufan Wang, Bowei Zou, Rui Fan, Ai Ti Aw, Tingting He |
| 2023 | EMNLP | Interview Evaluation: A Novel Approach for Automatic Evaluation of Conversational Question Answering Models. | Xibo Li, Bowei Zou, Yifan Fan, Yanling Li, Ai Ti Aw, Yu Hong |
| 2023 | EMNLP | GLGR: Question-aware Global-to-Local Graph Reasoning for Multi-party Dialogue Reading Comprehension. | Yanling Li, Bowei Zou, Yifan Fan, Xibo Li, Ai Ti Aw, Yu Hong |
| 2023 | EMNLP | DecoMT: Decomposed Prompting for Machine Translation Between Related Languages using Large Language Models. | Ratish Puduppully, Anoop Kunchukuttan, Raj Dabre, Ai Ti Aw, Nancy Chen |
| 2022 | COLING | CoHS-CQG: Context and History Selection for Conversational Question Generation. | Xuan Long Do, Bowei Zou, Liangming Pan, Nancy F. Chen, Shafiq R. Joty, Ai Ti Aw |
| 2022 | COLING | Singlish Message Paraphrasing: A Joint Task of Creole Translation and Text Normalization. | Zhengyuan Liu, Shikang Ni, Ai Ti Aw, Nancy F. Chen |
| 2022 | COLING | CXR Data Annotation and Classification with Pre-trained Language Models. | Nina Zhou, Ai Ti Aw, Zhuo Han Liu, Cher Heng Tan, Yonghan Ting, Wenxiang Chen, Jordan Zheng Ting Sim |
| 2021 | EMNLP | Winnowing Knowledge for Multi-choice Question Answering. | Yeqiu Li, Bowei Zou, Zhifeng Li, Ai Ti Aw, Yu Hong, Qiaoming Zhu |
| 2021 | ICML | Cross-model Back-translated Distillation for Unsupervised Machine Translation. | Xuan-Phi Nguyen, Shafiq R. Joty, Thanh-Tung Nguyen, Kui Wu, Ai Ti Aw |
| 2021 | NAACL | Coherent and Concise Radiology Report Generation via Context Specific Image Representations and Orthogonal Sentence States. | Litton J. Kurisinkel, Ai Ti Aw, Nancy F. Chen |
| 2021 | NAACL | Addressing the Vulnerability of NMT in Input Perturbations. | Weiwen Xu, Ai Ti Aw, Yang Ding, Kui Wu, Shafiq R. Joty |
| 2020 | COLING | Uncertainty Modeling for Machine Comprehension Systems using Efficient Bayesian Neural Networks. | Zhengyuan Liu, Pavitra Krishnaswamy, Ai Ti Aw, Nancy F. Chen |
| 2019 | ASRU | Topic-Aware Pointer-Generator Networks for Summarizing Spoken Conversations. | Zhengyuan Liu, Angela Ng, Sheldon Lee Shao Guang, Ai Ti Aw, Nancy F. Chen |
| 2019 | EMNLP | Revisit Automatic Error Detection for Wrong and Missing Translation - A Supervised Approach. | Wenqiang Lei, Weiwen Xu, Ai Ti Aw, Yuanxin Xiang, Tat-Seng Chua |
| 2012 | ACL | Personalized Normalization for a Multilingual Chat System. | Ai Ti Aw, Lianhau Lee |