胡梦婷

所属部门: 软件工程系

电子邮件: mthu [AT] nankai [DOT] edu [DOT] cn

职 称: 讲师

学 历: 博士

所学专业: 计算机科学与技术

研究方向: 自然语言处理

教育背景

2018.09 - 2021.06   南开大学，工学博士，计算机科学与技术专业 (校内导师：程仁洪)

                                 IBM研究院联合培养 (校外导师：赵石顽)

2015.09 - 2018.06   南开大学，工学硕士，软件工程专业 (导师：程仁洪)

2011.09 - 2015.06   同济大学，工学学士，软件工程专业

论文发表

1. Mengting Hu, Yike Wu, Hang Gao, Yinhao Bai, Shiwan Zhao. "Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation". EMNLP 2022. (CCF-B)

2. Mengting Hu, Hang Gao, Yinhao Bai, Mingming Liu. “Classical Sequence Match is a Competitive Few-Shot One-Class Learner”. COLING 2022. (CCF-B)

3. Chao Xue, Mengting Hu, Xueqi Huang, Chunguang Li. “Automated Search Space and Search Strategy Selection for Neural AutoML”. Pattern Recognition (PR), April 2022. (SCI, CCF-B)

4. Ge Lan, Ye Li, Mengting Hu*, Yufei Sun, Yuzhi Zhang. “Knowledge Graph Integrated Graph Neural Networks for Chinese Medical Text Classification”. IEEE International Conference on Bioinformatics and Biomedicine (BIBM), online conference, December 9-12, 2021. (CCF-B, Short Paper)

5. Mengting Hu, Honglei Guo, Shiwan Zhao, Hang Gao, Zhong Su. “Efficient Mind-Map Generation via Sequence-to-Graph and Reinforced Graph Refinement”. Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP), online and in the Dominican Republic, November 7-12, 2021. (CCF-B, Full Paper, Poster)

6. Mengting Hu, Shiwan Zhao, Honglei Guo, Chao Xue, Hang Gao, Tiegang Gao, Renhong Cheng, Zhong Su. “Multi-Label Few-Shot Learning for Aspect Category Detection”. Proceedings of the 59th Annual Meeting of the Association for Computation Linguistics (ACL), online conference, August 1-6, 2021. (CCF-A, Full Paper, Poster)

7. Mengting Hu, Shiwan Zhao, Li Zhang, Keke Cai, Zhong Su, Renhong Cheng, Xiaowei Shen. “CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis”. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP), Hong Kong, China, November 3-7, 2019. (CCF-B, Full Paper, Oral)

8. Mengting Hu, Yike Wu, Shiwan Zhao, Honglei Guo, Renhong Cheng, Zhong Su. “Domain-Invariant Feature Distillation for Cross-Domain Sentiment Classification”. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP), Hong Kong, China, November 3-7, 2019. (CCF-B, Full Paper, Poster)

9. Mengting Hu, Shiwan Zhao, Honglei Guo, Renhong Cheng, Zhong Su. “Learning to Detect Opinion Snippet for Aspect Category Sentiment Analysis”. Proceedings of the 23rd Conference on Computational Natural Language Learning (CoNLL), Hong Kong, China, November 3-4, 2019. (CCF-C, Full Paper, Poster)

10. Hang Gao, Mengting Hu, Tiegang Gao, Renhong Cheng, “An Effective Image Detection Algorithm for USM Sharpening Based on Pixel-Pair Histogram”. Pacific-Rim Conference on Multimedia (PCM), Hefei, China, September 21-22, 2018. (CCF-C)

* indicates the corresponding author.

专利

1. Shiwan Zhao, Mengting Hu, Li Zhang, Zhihu Wang, Zhong Su. “Multi-Aspect Sentiment Analysis by Collaborative Attention Allocation”. US Patent, 2021.

2. Shiwan Zhao, Mengting Hu, Honglei Guo, Zhong Su. “Opinion Snippet Detection for Aspect-Based Sentiment Analysis”. US Patent, 2021.

学术服务

1. 中文信息学会自然语言生成与智能写作专委会委员.

2. 会议审稿人：EMNLP2022, PRICAI2022, ACL2021, EMNLP2021, AAAI2020, etc.

3. 期刊审稿人：IEEE Transactions on Neural Networks and Learning Systems (TNNLS), IEEE Transactions on Big Data (TBD).