| 2025 | ICML | Reducing Tool Hallucination via Reliability Alignment. | Hongshen Xu, Zichen Zhu, Lei Pan, Zihan Wang, Su Zhu, Da Ma, Ruisheng Cao, Lu Chen, Kai Yu |
| 2025 | ICONIP | Unsupervised Text Style Transfer via LLMs and Mask-Filling with Multi-way Interactions. | Lei Pan, Yuanyuan Liang, Hongshen Xu, Da Ma, Su Zhu, Shuai Fan |
| 2024 | ACL | Sparsity-Accelerated Training for Large Language Models. | Da Ma, Lu Chen, Pengyu Wang, Hongshen Xu, Hanqi Li, Liangtai Sun, Su Zhu, Shuai Fan, Kai Yu |
| 2024 | ICASSP | A Birgat Model for Multi-Intent Spoken Language Understanding with Hierarchical Semantic Frames. | Hongshen Xu, Ruisheng Cao, Su Zhu, Sheng Jiang, Hanchong Zhang, Lu Chen, Kai Yu |
| 2024 | ICML | Evolving Subnetwork Training for Large Language Models. | Hanqi Li, Lu Chen, Da Ma, Zijian Wu, Su Zhu, Kai Yu |
| 2023 | ACL | SPM: A Split-Parsing Method for Joint Multi-Intent Detection and Slot Filling. | Sheng Jiang, Su Zhu, Ruisheng Cao, Qingliang Miao, Kai Yu |
| 2023 | ACL | Exploring Schema Generalizability of Text-to-SQL. | Jieyu Li, Lu Chen, Ruisheng Cao, Su Zhu, Hongshen Xu, Zhi Chen, Hanchong Zhang, Kai Yu |
| 2022 | SIGdial | UniDU: Towards A Unified Generative Dialogue Understanding Framework. | Zhi Chen, Lu Chen, Bei Chen, Libo Qin, Yuncong Liu, Su Zhu, Jian-Guang Lou, Kai Yu |
| 2021 | AAAI | LET: Linguistic Knowledge Enhanced Graph Transformer for Chinese Short Text Matching. | Boer Lyu, Lu Chen, Su Zhu, Kai Yu |
| 2021 | ACL | LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations. | Ruisheng Cao, Lu Chen, Zhi Chen, Yanbin Zhao, Su Zhu, Kai Yu |
| 2021 | NAACL | ShadowGNN: Graph Projection Neural Network for Text-to-SQL Parser. | Zhi Chen, Lu Chen, Yanbin Zhao, Ruisheng Cao, Zihan Xu, Su Zhu, Kai Yu |
| 2020 | AAAI | Schema-Guided Multi-Domain Dialogue State Tracking with Graph Attention Neural Networks. | Lu Chen, Boer Lv, Chi Wang, Su Zhu, Bowen Tan, Kai Yu |
| 2020 | ACL | Unsupervised Dual Paraphrasing for Two-stage Semantic Parsing. | Ruisheng Cao, Su Zhu, Chenyu Yang, Chen Liu, Rao Ma, Yanbin Zhao, Lu Chen, Kai Yu |
| 2020 | ACL | Neural Graph Matching Networks for Chinese Short Text Matching. | Lu Chen, Yanbin Zhao, Boer Lyu, Lesheng Jin, Zhi Chen, Su Zhu, Kai Yu |
| 2020 | ACL | Line Graph Enhanced AMR-to-Text Generation with Mix-Order Graph Attention Networks. | Yanbin Zhao, Lu Chen, Zhi Chen, Ruisheng Cao, Su Zhu, Kai Yu |
| 2020 | EMNLP | Efficient Context and Schema Fusion Networks for Multi-Domain Dialogue State Tracking. | Su Zhu, Jieyu Li, Lu Chen, Kai Yu |
| 2020 | ICASSP | A Hierarchical Tracker for Multi-Domain Dialogue State Tracking. | Jieyu Li, Su Zhu, Kai Yu |
| 2020 | Interspeech | Jointly Encoding Word Confusion Network and Dialogue Context with BERT for Spoken Language Understanding. | Chen Liu, Su Zhu, Zijian Zhao, Ruisheng Cao, Lu Chen, Kai Yu |
| 2019 | ACL | Semantic Parsing with Dual Learning. | Ruisheng Cao, Su Zhu, Chen Liu, Jieyu Li, Kai Yu |
| 2019 | EMNLP | Data Augmentation with Atomic Templates for Spoken Language Understanding. | Zijian Zhao, Su Zhu, Kai Yu |
| 2019 | ICASSP | A Hierarchical Decoding Model for Spoken Language Understanding from Unaligned Data. | Zijian Zhao, Su Zhu, Kai Yu |
| 2019 | ICMI | Robust Spoken Language Understanding with Acoustic and Domain Knowledge. | Hao Li, Chen Liu, Su Zhu, Kai Yu |
| 2019 | ICMI | CATSLU: The 1st Chinese Audio-Textual Spoken Language Understanding Challenge. | Su Zhu, Zijian Zhao, Tiejun Zhao, Chengqing Zong, Kai Yu |
| 2018 | ICASSP | Semi-Supervised Training Using Adversarial Multi-Task Learning for Spoken Language Understanding. | Ouyu Lan, Su Zhu, Kai Yu |
| 2018 | ICASSP | Robust Spoken Language Understanding with Unsupervised ASR-Error Adaptation. | Su Zhu, Ouyu Lan, Kai Yu |
| 2018 | SIGdial | Concept Transfer Learning for Adaptive Language Understanding. | Su Zhu, Kai Yu |
| 2017 | ICASSP | Encoder-decoder with focus-mechanism for sequence labelling based spoken language understanding. | Su Zhu, Kai Yu |
| 2016 | Interspeech | Hybrid Dialogue State Tracking for Real World Human-to-Human Dialogues. | Kai Sun, Su Zhu, Lu Chen, Siqiu Yao, Xueyang Wu, Kai Yu |
| 2015 | SIGdial | Recurrent Polynomial Network for Dialogue State Tracking with Mismatched Semantic Parsers. | Qizhe Xie, Kai Sun, Su Zhu, Lu Chen, Kai Yu |
| 2014 | SIGdial | The SJTU System for Dialog State Tracking Challenge 2. | Kai Sun, Lu Chen, Su Zhu, Kai Yu |