Disentangling Semantics and Syntax in Sentence Embeddings with Pre-trained Language Models. - James Y. Huang; Kuan-Hao Huang; Kai-Wei Chang (NAACL-HLT, 2021)

Unified Semantic Typing with Meaningful Label Inference. - James Y. Huang; Bangzheng Li; Jiashu Xu; Muhao Chen 001 (NAACL-HLT, 2022)

Robust Natural Language Understanding with Residual Attention Debiasing. - Fei Wang 060; James Y. Huang; Tianyi Yan; Wenxuan Zhou; Muhao Chen 001 (ACL (Findings), 2023)

Parameter-Efficient Tuning with Special Token Adaptation. - Xiaocong Yang; James Y. Huang; Wenxuan Zhou; Muhao Chen 001 (EACL, 2023)

Bridging Continuous and Discrete Spaces: Interpretable Sentence Representation Learning via Compositional Operations. - James Y. Huang; Wenlin Yao; Kaiqiang Song; Hongming Zhang 009; Muhao Chen 001; Dong Yu 001 (EMNLP, 2023)

Contrastive Instruction Tuning. - Tianyi Yan; Fei Wang 060; James Y. Huang; Wenxuan Zhou; Fan Yin; Aram Galstyan; Wenpeng Yin 001; Muhao Chen 001 (ACL (Findings), 2024)

mDPO: Conditional Preference Optimization for Multimodal Large Language Models. - Fei Wang 060; Wenxuan Zhou; James Y. Huang; Nan Xu; Sheng Zhang 012; Hoifung Poon; Muhao Chen 001 (EMNLP, 2024)

DeAL: Decoding-time Alignment for Large Language Models. - James Y. Huang; Sailik Sengupta; Daniele Bonadiman; Yi'an Lai; Arshit Gupta; Nikolaos Pappas 004; Saab Mansour; Katrin Kirchhoff; Dan Roth 001 (CoRR, 2024)

DeAL: Decoding-time Alignment for Large Language Models. - James Y. Huang; Sailik Sengupta; Daniele Bonadiman; Yi-An Lai; Arshit Gupta; Nikolaos Pappas 004; Saab Mansour; Katrin Kirchhoff; Dan Roth 001 (ACL (1), 2025)

MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding. - Fei Wang 060; Xingyu Fu; James Y. Huang; Zekun Li 007; Qin Liu 010; Xiaogeng Liu; Mingyu Derek Ma; Nan Xu; Wenxuan Zhou; Kai Zhang 008; Tianyi Lorena Yan; Wenjie Jacky Mo; et al. (ICLR, 2025)

Offset Unlearning for Large Language Models. - James Y. Huang; Wenxuan Zhou; Fei Wang 060; Fred Morstatter; Sheng Zhang 012; Hoifung Poon; Muhao Chen 001 (Trans. Mach. Learn. Res., 2025)

MetaScale: Test-Time Scaling with Evolving Meta-Thoughts. - Qin Liu 010; Wenxuan Zhou; Nan Xu; James Y. Huang; Fei Wang 060; Sheng Zhang 012; Hoifung Poon; Muhao Chen 001 (CoRR, 2025)