| 2025 | ACL | 500xCompressor: Generalized Prompt Compression for Large Language Models. | Zongqian Li, Yixuan Su, Nigel Collier |
| 2025 | ICLR | To Code or Not To Code? Exploring Impact of Code in Pre-training. | Viraat Aryabumi, Yixuan Su, Raymond Ma, Adrien Morisot, Ivan Zhang, Acyr Locatelli, Marzieh Fadaee, Ahmet stn, Sara Hooker |
| 2025 | NAACL | Prompt Compression for Large Language Models: A Survey. | Zongqian Li, Yinhong Liu, Yixuan Su, Nigel Collier |
| 2024 | NAACL | Unlocking Structure Measuring: Introducing PDD, an Automatic Metric for Positional Discourse Coherence. | Yinhong Liu, Yixuan Su, Ehsan Shareghi, Nigel Collier |
| 2023 | EMNLP | Biomedical Named Entity Recognition via Dictionary-based Synonym Generalization. | Zihao Fu, Yixuan Su, Zaiqiao Meng, Nigel Collier |
| 2023 | EMNLP | Specialist or Generalist? Instruction Tuning for Specific NLP Tasks. | Chufan Shi, Yixuan Su, Cheng Yang, Yujiu Yang, Deng Cai |
| 2022 | ACL | Rewire-then-Probe: A Contrastive Recipe for Probing Biomedical Knowledge of Pre-trained Language Models. | Zaiqiao Meng, Fangyu Liu, Ehsan Shareghi, Yixuan Su, Charlotte Collins, Nigel Collier |
| 2022 | ACL | Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System. | Yixuan Su, Lei Shu, Elman Mansimov, Arshit Gupta, Deng Cai, Yi-An Lai, Yi Zhang |
| 2022 | CIKM | From Easy to Hard: A Dual Curriculum Learning Framework for Context-Aware Document Ranking. | Yutao Zhu, Jian-Yun Nie, Yixuan Su, Haonan Chen, Xinyu Zhang, Zhicheng Dou |
| 2022 | NAACL | TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning. | Yixuan Su, Fangyu Liu, Zaiqiao Meng, Tian Lan, Lei Shu, Ehsan Shareghi, Nigel Collier |
| 2021 | ACL | Dialogue Response Selection with Hierarchical Curriculum Learning. | Yixuan Su, Deng Cai, Qingyu Zhou, Zibo Lin, Simon Baker, Yunbo Cao, Shuming Shi, Nigel Collier, Yan Wang |
| 2021 | ACL | Keep the Primary, Rewrite the Secondary: A Two-Stage Approach for Paraphrase Generation. | Yixuan Su, David Vandyke, Simon Baker, Yan Wang, Nigel Collier |
| 2021 | EACL | Non-Autoregressive Text Generation with Pre-trained Language Models. | Yixuan Su, Deng Cai, Yan Wang, David Vandyke, Simon Baker, Piji Li, Nigel Collier |
| 2021 | EMNLP | Few-Shot Table-to-Text Generation with Prototype Memory. | Yixuan Su, Zaiqiao Meng, Simon Baker, Nigel Collier |
| 2021 | EMNLP | Plan-then-Generate: Controlled Data-to-Text Generation via Planning. | Yixuan Su, David Vandyke, Sihui Wang, Yimai Fang, Nigel Collier |