I am a research scientist at Bloomberg AI. Previously, I was a PhD student at Northeastern University working with Lu Wang. During my PhD, my research focuses are text generation and argument mining. My CV can be downloaded here.
I received my B.Eng. in Computer Science from Shanghai Jiao Tong University, where I was supervised by Kenny Q. Zhu.
Efficient Argument Structure Extraction with Transfer Learning and Active Learning
Xinyu Hua and Lu Wang
Findings of ACL 2022.
[page] [pdf] [arxiv] [slides] [poster] [data] [code]
DYPLOC: Dynamic Planning of Content Using Mixed Language Models for Opinion Text Generation
Xinyu Hua, Ashwin Sreevatsa, and Lu Wang
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics (ACL 2021).
[page] [pdf] [bibtex]
PAIR: Planning and Iterative Refinement in Pre-trained Transformers for Long Text Generation
Xinyu Hua and Lu Wang
Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020).
[page] [pdf] [arxiv] [bibtex] [slides]
XREF: Entity Linking for Chinese News Comments with Supplementary Article Reference
Xinyu Hua, Lei Li, Lifeng Hua, Lu Wang
Proceedings of the Automated Knowledge Base Construction (AKBC 2020).
[page] [pdf] [openreview] [arxiv] [video] [slides]
Sentence-Level Content Planning and Style Specification for Neural Text Generation
Xinyu Hua and Lu Wang
Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP 2019).
[page] [pdf] [arxiv] [data] [bibtex] [slides]
Argument Generation with Retrieval, Planning, and Realization
Xinyu Hua, Zhe Hu, Lu Wang
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019).
[page] [pdf] [arxiv] [data] [bibtex] [slides] [video]
Argument Mining for Understanding Peer Reviews
Xinyu Hua, Mitko Nikolov, Nikhil Badugu, Lu Wang
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2019), short paper
[page] [pdf] [arxiv] [data] [bibtex] [slides] [video]
Neural Argument Generation Augmented with Externally Retrieved Evidence
Xinyu Hua and Lu Wang.
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018).
[pdf] [arxiv] [bibtex] [resource] [appendix] [slides] [poster] [video]
Understanding and Detecting Supporting Arguments of Diverse Types
Xinyu Hua and Lu Wang.
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017), short paper. Outstanding paper
[pdf] [arxiv] [bibtex] [resource][post][errata] [slides] [video]
A Pilot Study of Domain Adaptation Effect for Neural Abstractive Summarization
Xinyu Hua and Lu Wang.
Proceedings of EMNLP 2017 Workshop on New Frontiers in Summarization , short paper, 2017.
[pdf][arxiv][bibtex][poster][data split]