Jun Yan

PhD Student

Department of Computer Science
University of Southern California

About Me

I am a second-year PhD student at University of Southern California (USC). I am fortunately advised by Prof. Xiang Ren. My research focuses on Commonsense Reasoning and Information Extraction. I am currently interested in how to leverage external knowledge to benefit machine learning models, especially in low-resource scenarios.

You can find my CV here.

Publications

AdaTag: Multi-Attribute Value Extraction from Product Profiles with Adaptive Decoding

Jun Yan, Nasser Zalmout, Yan Liang, Christan Grant, Xiang Ren, Xin Luna Dong

ACL 2021 [paper]

Learning Contextualized Knowledge Structures for Commonsense Reasoning

Jun Yan, Mrigank Raman, Aaron Chan, Tianyu Zhang, Ryan Rossi, Handong Zhao, Sungchul Kim, Nedim Lipka

Findings of ACL 2021 (short version in KR2ML@NeurIPS 2020) [paper][code]

Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering

Yanlin Feng*, Xinyue Chen*, Bill Yuchen Lin, Peifeng Wang, Jun Yan, Xiang Ren (* indicates equal contribution)

EMNLP 2020 [paper][code]

Learning from Explanations with Neural Execution Tree

Ziqi Wang*, Yujia Qin*, Wenxuan Zhou, Jun Yan, Qinyuan Ye, Leonardo Neves, Zhiyuan Liu, Xiang Ren (* indicates equal contribution)

ICLR 2020 [paper][code]

Learning Dual Retrieval Module for Semi-supervised Relation Extraction

Hongtao Lin, Jun Yan, Meng Qu, Xiang Ren

TheWebConf 2019 [paper][code]

Language Modeling with Sparse Product of Sememe Experts

Yihong Gu*, Jun Yan*, Hao Zhu*, Zhiyuan Liu, Ruobing Xie, Maosong Sun, Fen Lin, Leyu Lin (* indicates equal contribution)

EMNLP 2018 [paper][code]

Honors & Awards

  • Sep 2019: My project receives support from Adobe Data Science Research Award ($50,000), PI: Prof. Xiang Ren
  • Aug 2019: Annenberg Fellowship, University of Southern California
  • Jul 2019: Excellent Graduate, Tsinghua University
  • Oct 2018: Evergrande Scholarship, Tsinghua University
  • Oct 2017: Samsung Scholarship, Tsinghua University
  • Oct 2016: JJWorld Scholarship, Tsinghua University

Education

University of Southern California

Ph.D. in Computer Science

2019 - Present     Los Angeles, U.S.

Tsinghua University

B.Eng. in Electronic Engineering

2015 - 2019     Beijing, China