| 2025 | ICLR | MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models. | Wenbo Hu, Jia-Chen Gu, Zi-Yi Dou, Mohsen Fayyaz, Pan Lu, Kai-Wei Chang, Nanyun Peng |
| 2024 | ACL | VALOR-EVAL: Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models. | Haoyi Qiu, Wenbo Hu, Zi-Yi Dou, Nanyun Peng |
| 2024 | COLING | Medical Vision-Language Pre-Training for Brain Abnormalities. | Masoud Monajatipoor, Zi-Yi Dou, Aichi Chien, Nanyun Peng, Kai-Wei Chang |
| 2024 | EMNLP | Re-ReST: Reflection-Reinforced Self-Training for Language Agents. | Zi-Yi Dou, Cheng-Fu Yang, Xueqing Wu, Kai-Wei Chang, Nanyun Peng |
| 2024 | EMNLP | Uncertainty Calibration for Tool-Using Language Agents. | Hao Liu, Zi-Yi Dou, Yixin Wang, Nanyun Peng, Yisong Yue |
| 2023 | CVPR | Generalized Decoding for Pixel, Image, and Language. | Xueyan Zou, Zi-Yi Dou, Jianwei Yang, Zhe Gan, Linjie Li, Chunyuan Li, Xiyang Dai, Harkirat Behl, Jianfeng Wang, Lu Yuan, Nanyun Peng, Lijuan Wang, Yong Jae Lee, Jianfeng Gao |
| 2023 | EMNLP | Masked Path Modeling for Vision-and-Language Navigation. | Zi-Yi Dou, Feng Gao, Nanyun Peng |
| 2023 | EMNLP | Gender Biases in Automatic Evaluation Metrics for Image Captioning. | Haoyi Qiu, Zi-Yi Dou, Tianlu Wang, Asli Celikyilmaz, Nanyun Peng |
| 2023 | EMNLP | ACQUIRED: A Dataset for Answering Counterfactual Questions In Real-Life Videos. | Te-Lin Wu, Zi-Yi Dou, Qingyuan Hu, Yu Hou, Nischal Reddy Chandra, Marjorie Freedman, Ralph M. Weischedel, Nanyun Peng |
| 2022 | AAAI | Zero-Shot Commonsense Question Answering with Cloze Translation and Consistency Optimization. | Zi-Yi Dou, Nanyun Peng |
| 2022 | CVPR | An Empirical Study of Training End-to-End Vision-and-Language Transformers. | Zi-Yi Dou, Yichong Xu, Zhe Gan, Jianfeng Wang, Shuohang Wang, Lijuan Wang, Chenguang Zhu, Pengchuan Zhang, Lu Yuan, Nanyun Peng, Zicheng Liu, Michael Zeng |
| 2022 | NAACL | FOAM: A Follower-aware Speaker Model For Vision-and-Language Navigation. | Zi-Yi Dou, Nanyun Peng |
| 2021 | AAAI | Harnessing Social Media to Identify Homeless Youth At-Risk of Substance Use. | Zi-Yi Dou, Anamika Barman-Adhikari, Fei Fang, Amulya Yadav |
| 2021 | EACL | Word Alignment by Fine-tuning Embeddings on Parallel Corpora. | Zi-Yi Dou, Graham Neubig |
| 2021 | EMNLP | Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding. | Zi-Yi Dou, Nanyun Peng |
| 2021 | NAACL | GSum: A General Framework for Guided Neural Abstractive Summarization. | Zi-Yi Dou, Pengfei Liu, Hiroaki Hayashi, Zhengbao Jiang, Graham Neubig |
| 2021 | NAACL | RefSum: Refactoring Neural Summarization. | Yixin Liu, Zi-Yi Dou, Pengfei Liu |
| 2020 | EMNLP | TICO-19: the Translation Initiative for COvid-19. | Antonios Anastasopoulos, Alessandro Cattelan, Zi-Yi Dou, Marcello Federico, Christian Federmann, Dmitriy Genzel, Francisco Guzmn, Junjie Hu, Macduff Hughes, Philipp Koehn, Rosie Lazar, William Lewis, Graham Neubig, Mengmeng Niu, Alp ktem, Eric Paquin, Grace Tang, Sylwia Tur |
| 2020 | EMNLP | An Empirical Study of Cross-Dataset Evaluation for Neural Summarization Systems. | Yiran Chen, Pengfei Liu, Ming Zhong, Zi-Yi Dou, Danqing Wang, Xipeng Qiu, Xuanjing Huang |
| 2020 | EMNLP | Dynamic Data Selection and Weighting for Iterative Back-Translation. | Zi-Yi Dou, Antonios Anastasopoulos, Graham Neubig |
| 2019 | AAAI | Dynamic Layer Aggregation for Neural Machine Translation with Routing-by-Agreement. | Zi-Yi Dou, Zhaopeng Tu, Xing Wang, Longyue Wang, Shuming Shi, Tong Zhang |
| 2019 | EMNLP | Unsupervised Domain Adaptation for Neural Machine Translation with Domain-Aware Feature Embeddings. | Zi-Yi Dou, Junjie Hu, Antonios Anastasopoulos, Graham Neubig |
| 2019 | EMNLP | Domain Differential Adaptation for Neural Machine Translation. | Zi-Yi Dou, Xinyi Wang, Junjie Hu, Graham Neubig |
| 2019 | EMNLP | Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks. | Zi-Yi Dou, Keyi Yu, Antonios Anastasopoulos |
| 2019 | NAACL | Information Aggregation for Multi-Head Attention with Routing-by-Agreement. | Jian Li, Baosong Yang, Zi-Yi Dou, Xing Wang, Michael R. Lyu, Zhaopeng Tu |
| 2019 | NAACL | compare-mt: A Tool for Holistic Comparison of Language Generation Systems. | Graham Neubig, Zi-Yi Dou, Junjie Hu, Paul Michel, Danish Pruthi, Xinyi Wang |
| 2018 | ECCV | SkipNet: Learning Dynamic Routing in Convolutional Networks. | Xin Wang, Fisher Yu, Zi-Yi Dou, Trevor Darrell, Joseph E. Gonzalez |
| 2018 | EMNLP | Exploiting Deep Representations for Neural Machine Translation. | Zi-Yi Dou, Zhaopeng Tu, Xing Wang, Shuming Shi, Tong Zhang |
| 2018 | EMNLP | Unsupervised Bilingual Lexicon Induction via Latent Variable Models. | Zi-Yi Dou, Zhi-Hao Zhou, Shujian Huang |
| 2018 | LREC | Dynamic Oracle for Neural Machine Translation in Decoding Phase. | Zi-Yi Dou, Hao Zhou, Shujian Huang, Xin-Yu Dai, Jiajun Chen |
| 2017 | EMNLP | Capturing User and Product Information for Document Level Sentiment Analysis with Deep Memory Network. | Zi-Yi Dou |
| 2017 | ICANN | Compressing Neural Networks by Applying Frequent Item-Set Mining. | Zi-Yi Dou, Shujian Huang, Yi-Fan Su |