VIDA: A Dataset for Visually Dependent Ambiguity in Multimodal Machine Translation
Under review at AACL 2026.
Publications
My research spans multimodal and multilingual learning, vision-language models, and reliable and efficient large language models.
2026
2025
Chinese Toxic Language Mitigation via Sentiment Polarity Consistent Rewrites
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025).
Rethinking Multilingual Vision-Language Translation: Dataset, Evaluation, and Adaptation
arXiv preprint, 2025.
CogSteer: Cognition-Inspired Selective Layer Intervention for Efficiently Steering Large Language Models
Findings of the Association for Computational Linguistics: ACL 2025.
2024
Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
Findings of the Association for Computational Linguistics: ACL 2024.