Experience:
Working:
2019.03 - Present Institute for Infocomm Research (I2R @ A*STAR) (Singapore)
I work as a Research Engineer in Dr. Jian SU's NLP group. I focus on the NER, Coreference Resolution and deep learning-related applications on Information Extraction, Sentiment Analysis, Text-to-SQL.
2016.09 - 2018.08 Singapore Unicersity of Technology and Design (Singapore)
I worked as a Research Asisstant with associate Prof. Yue ZHANG in a Natural Language Processing lab here. I mainly focus on sentiment analysis, event detection and deep learning-based natural language processing applications.
2014.07 - 2016.04 Northeastern University (China)
I worked as a Research Asisstant with associate Prof. Tong XIAO in a Natural Language Processing lab. I focus on the pruning and speeding of the statistical machine translation, especially the decoding process.
2015.09 - 2016.03 Yatrans Networking Technology Co. , Ltd (China)
I worked here as an Internship student at Prof. Jingbo ZHU's translation company to help enhance the translation quality of the machine tranlation and participated in the enhancing of template-based machine translation.
Education:
2010.09 - 2014.06 Northeastern University (China)
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Publications:
Papers:
[2023, Otc.] Shuo Sun, Yuchen Zhang, Jiahuan Yan, Yuze Gao, Donovan Ong, Bin Chen, Jian Su. Battle of the Large Language Models: Dolly vs LLaMA vs Vicuna vs Guanaco vs Bard vs ChatGPT - A Text-to-SQL Parsing Comparison. In Proceedings of the Empirical Methods in Natural Language Processing(EMNLP 2023, Findings). [PDF].
[2023, July.] Shuo Sun, Yuze Gao, Yuchen Zhang, Jian Su, Bin Chen, Yingzhan Lin, Shuqi Sun. An Exploratory Study on Model Compression for Text-to-SQL. In Proceedings of the Association for Computational Linguistics(ACL 2023, Findings). [PDF].
[2019, Aug.] Yuze Gao, Yu Yuan. Feature-Less End-to-End Nested Term Extraction. In Proceedings of the Natural Language Processing and Chinese Computing Explainable Artificial Intelligence (NLPCC XAI 2019). [PDF] | [CODE].
[2018, Nov.] Chenhua Chen, Yue Zhang, Yuze Gao. Learning How to Self-Learn: Enhancing Self-Training Using Neural Reinforcement Learning. In Proceedings of the International Conference on Asian Language Processing (IALP 2018). [PDF].
[2018, May] Yu Yuan, Yuze Gao, Yue Zhang, Serge Sharoff. Cross-lingual Terminology Extraction for Translation Quality Estimation. In Proceedings of the Language Resources and Evaluation Conference (LREC 2018). [PDF].
[2017, Nov.] Yuze Gao,Yue Zhang and Tong Xiao. Implicit Syntactic Features for Targeted Sentiment Analysis. In Proceedings of the International Joint Conference on Natural Language Processing (IJCNLP 2017). TaiWan, China, Oct. [PDF] | [CODE] | [SLIDES].
[2015, Sept.] Yuze Gao, Tong Xiao. A Comparison of Pruning Methods for CYK-based Decoding in Machine Translation. In Proceedings of CWMT 2015. Hefei, China, Sept. [PDF].
Patents:
[2019, Mar.] Tong Xiao, Jingbo Zhu, Chunliang Zhang, Yuze Gao. Syntactic Skeleton based Statistical Machine Translation System, [CN201610053560.2]. [Patent QR PNG], [PDF].
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