Publications

Su Zhu, Lu Chen, Ruisheng Cao, Zhi Chen, Qingliang Miao and Kai Yu (2021). Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF. NLPCC 2021.

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Su Zhu, Ruisheng Cao, Lu Chen and Kai Yu (2020). Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding. Arxiv.

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Su Zhu, Jieyu Li, Lu Chen and Kai Yu (2020). Efficient Context and Schema Fusion Networks for Multi-Domain Dialogue State Tracking. Findings of EMNLP 2020.

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Su Zhu (2020). Towards Large-scale Task-oriented Spoken Language Understanding (大规模任务型口语理解). PhD Thsis in SJTU.

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Chen Liu$^\ddagger$, Su Zhu$^\ddagger$, Lu Chen and Kai Yu (2020). Robust Spoken Language Understanding with RL-based Value Error Recovery. NLPCC 2020.

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Chen Liu$^\ddagger$, Su Zhu$^\ddagger$, Zijian Zhao, Ruisheng Cao, Lu Chen and Kai Yu (2020). Jointly Encoding Word Confusion Network and Dialogue Context with BERT for Spoken Language Understanding. INTERSPEECH 2020.

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Su Zhu$^\ddagger$, Ruisheng Cao$^\ddagger$ and Kai Yu (2020). Dual Learning for Semi Supervised Natural Language Understanding. IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP), vol. 28, pp. 1936-1947, 2020.

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Ruisheng Cao, Su Zhu, Chenyu Yang, Chen Liu, Rao Ma, Yanbin Zhao, Lu Chen and Kai Yu (2020). Unsupervised Dual Paraphrasing for Two-stage Semantic Parsing. ACL 2020.

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Lu Chen, Yanbin Zhao, Boer Lv, Lesheng Jin, Zhi Chen, Su Zhu and Kai Yu (2020). Neural Graph Matching Networks for Chinese Short Text Matching. ACL 2020.

Yanbin Zhao, Lu Chen, Zhi Chen, Ruisheng Cao, Su Zhu and Kai Yu (2020). Line Graph Enhanced AMR-to-Text Generation with Mix-Order Graph Attention Networks. ACL 2020.

Jieyu Li, Su Zhu and Kai Yu (2020). A Hierarchical Tracker For Multi-domain Dialogue State Tracking. In 45th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020.

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Su Zhu, Zijian Zhao, Rao Ma and Kai Yu (2020). Prior Knowledge Driven Label Embedding for Slot Filling in Natural Language Understanding. IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP), vol. 28, pp. 1440-1451, 2020.

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Lu Chen, Boer Lv, Chi Wang, Su Zhu, Bowen Tan and Kai Yu (2020). Schema-Guided Multi-Domain Dialogue State Tracking with Graph Attention Neural Networks. In The Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20), New York, USA, 2020.

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Zijian Zhao$^\ddagger$, Su Zhu$^\ddagger$ and Kai Yu (2019). Data Augmentation with Atomic Templates for Spoken Language Understanding. In 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP 2019), Hong Kong, China, 2019, 3628–3634.

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Hao Li$^\ddagger$, Chen Liu$^\ddagger$, Su Zhu and Kai Yu (2019). Robust Spoken Language Understanding with Acoustic and Domain Knowledge. In 2019 International Conference on Multimodal Interaction (ICMI 2019), Suzhou, China, 2019, 521-525.

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Su Zhu, Zijian Zhao, Tiejun Zhao, Chengqing Zong and Kai Yu (2019). CATSLU: The 1st Chinese Audio-Textual Spoken Language Understanding Challenge. In 2019 International Conference on Multimodal Interaction (ICMI 2019), Suzhou, China, 2019, 521-525.

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Ruisheng Cao$^\ddagger$, Su Zhu$^\ddagger$, Chen Liu, Jieyu Li and Kai Yu (2019). Semantic Parsing with Dual Learning. In 57th Annual Meeting of the Association for Computational Linguistics (ACL), Florence, Italy, 2019, 51-64.

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Zijian Zhao, Su Zhu and Kai Yu (2019). A Hierarchical Decoding Model for Spoken Language Understanding from Unaligned Data. In 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, UK, 2019, 7305-7309.

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Huifeng Zhang, Su Zhu, Shuai Fan and Kai Yu (2018). Joint Spoken Language Understanding and Domain Adaptive Language Modeling. International Conference on Intelligence Science and Big Data Engineering (IScIDE), Lanzhou, China, 2018.

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Su Zhu and Kai Yu (2018). Concept Transfer Learning for Adaptive Language Understanding. In 19th Annual Meeting of the Special Interest Group on Discourse and Dialogue, Melbourne, Australia, 2018, 391-399.

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Ouyu Lan, Su Zhu and Kai Yu (2018). Semi-Supervised Training Using Adversarial Multi-Task Learning for Spoken Language Understanding. In 2018 IEEE International Conference on Acoustics Speech and Signal Processing(ICASSP), Calgary, Canada, 2018, 6049-6053.

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Su Zhu, Ouyu Lan and Kai Yu (2018). Robust Spoken Language Understanding with Unsupervised ASR-error Adaptation. In 2018 IEEE International Conference on Acoustics Speech and Signal Processing(ICASSP), Calgary, Canada, 2018, 6179-6183.

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Su Zhu and Kai Yu (2017). Encoder-decoder with Focus-mechanism for Sequence Labelling Based Spoken Language Understanding. In 2017 IEEE International Conference on Acoustics, Speech and Signal Processing(ICASSP), New Orleans, USA, 2017.

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Xueyang Wu, Su Zhu, Yue Wu and Kai Yu (2016). Rich Punctuations Prediction Using Large-scale Deep Learning. International Symposium on Chinese Spoken Language Processing(ISCSLP), Tianjin, China, 2016.

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Kai Sun, Su Zhu, Lu Chen, Siqiu Yao, Xueyang Wu, Kai Yu (2016). Hybrid Dialogue State Tracking for Real World Human-to-Human Dialogues. 17th Annual Conference of the International Speech Communication Association (InterSpeech), San Francisco, America, 2016.

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Kai Yu, Lu Chen, Kai Sun, Qizhe Xie and Su Zhu (2015). Evolvable dialogue state tracking for statistical dialogue management. Frontiers of Computer Science, vol. 10, no. 2, 201-215, 2016.

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Qizhe Xie, Kai Sun, Su Zhu, Lu Chen and Kai Yu (2015). Recurrent Polynomial Network for Dialogue State Tracking with Mismatched Semantic Parsers. The 16th Annual SIGdial Meeting on Discourse and Dialogue (SIGDIAL), Prague, Czech Republic, 2015: 295–304.

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Kai Yu, Kai Sun, Lu Chen and Su Zhu (2015). Constrained Markov Bayesian Polynomial for Efficient Dialogue State Tracking. IEEE/ACM Transactions on Audio, Speech and Language Processing, vol. 23, no. 12, 2177-2188, 2015.

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Kai Sun, Lu Chen, Su Zhu and Kai Yu (2015). The SJTU System for Dialog State Tracking Challenge 2. The 15th Annual SIGdial Meeting on Discourse and Dialogue (SIGDIAL), Pennsylvania, USA, 2014: 318-326.

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Su Zhu, Lu Chen, Kai Sun, Da Zheng and Kai Yu (2014). Semantic parser enhancement for dialogue domain extensions with little data. In Proc. IEEE Spoken Language Technology Workshop (SLT), South Lake Tahoe, USA, 2014.

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Kai Sun, Lu Chen, Su Zhu and Kai Yu (2014). A Generalized Rule Based Tracker for Dialogue State Tracking. IEEE Spoken Language Technology Workshop (SLT), South Lake Tahoe, USA, 2014: 330-335.

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Kai Yu, Lu Chen, Bo Chen, Kai Sun and Su Zhu (2014). Cognitive Technology in Task-oriented Dialogue Systems – Concepts, Advances and Future. Chinese Journal of Computers, 2014, 37. (In Chinese).

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