Pub

Publications _{^{[Google Scholar]}}

(^#: Interns I mentored.)

(^*: Equal contribution)

Conference

• CLEME: Debiasing Multi-reference Evaluation for Grammatical Error Correction
  Jingheng Ye, Yinghui Li, Qingyu Zhou, Yangning Li, Shirong Ma, Hai-Tao Zheng, Ying Shen.
  In EMNLP 2023 (Long Paper).

• A Frustratingly Easy Plug-and-Play Detection-and-Reasoning Module for Chinese Spelling Check
  Haojing Huang^#, Jingheng Ye, Qingyu Zhou, Yinghui Li, Yangning Li, Feng Zhou and Haitao Zheng.
  In Findings of EMNLP 2023 (Long Paper).

• Contextual Similarity is More Valuable than Character Similarity: An Empirical Study for Chinese Spell Checking
  Ding Zhang^*, Yinghui Li^#*, Qingyu Zhou, Shirong Ma, Yangning Li, Yunbo Cao and Hai-Tao Zheng.
  In ICASSP 2023.

• Learning from the Dictionary: Heterogeneous Knowledge Guided Fine-tuning for Chinese Spell Checking
  Yinghui Li^#, Shirong Ma, Qingyu Zhou, Zhongli Li, Yangning Li, Shulin Huang, Ruiyang Liu, Chao Li, Yunbo Cao and Haitao Zheng.
  In Findings of EMNLP 2022 (Long Paper).

• Linguistic Rules-Based Corpus Generation for Native Chinese Grammatical Error Correction
  Shirong Ma, Yinghui Li^#, Rongyi Sun, Qingyu Zhou, Shulin Huang, Ding Zhang, Yangning Li, Ruiyang Liu, Zhongli Li, Yunbo Cao, Haitao Zheng and Ying Shen.
  In Findings of EMNLP 2022 (Long Paper).

• Aim: Taking Answers in Mind to Correct Chinese Cloze Tests in Educational Applications
  Yusen Zhang, Zhongli Li, Qingyu Zhou, Ziyi Liu, Chao Li, Mina Ma, Yunbo Cao and Hongzhi Liu.
  In COLING 2022 (Long Paper).

• Type-driven Multi-Turn Corrections for Grammatical Error Correction
  Shaopeng Lai^#, Qingyu Zhou, Jiali Zeng, Zhongli Li, Chao Li, Yunbo Cao and Jinsong Su.
  In Findings of ACL 2022 (Long Paper).

• The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell Checking
  Yinghui Li^#, Qingyu Zhou, Yangning Li, Zhongli Li, Ruiyang Liu, Rongyi Sun, Zizhen Wang, Chao Li, Yunbo Cao and Hai-Tao Zheng.
  In Findings of ACL 2022 (Long Paper).

• Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning for Solving Math Word Problems
  Zhongli Li, Wenxuan Zhang, Chao Yan, Qingyu Zhou, Chao Li, Hongzhi Liu and Yunbo Cao.
  In Findings of ACL 2022 (Long Paper).

• A Non-hierarchical Attention Network with Modality Dropout for Textual Response Generation in Multimodal Dialogue Systems
  Rongyi Sun^#, Borun Chen^#, Qingyu Zhou, Yinghui Li, Yunbo Cao and Hai-Tao Zheng.
  In ICASSP 2022.

• An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling
  Peiyi Wang^#*, Runxin Xu^*, Tianyu Liu, Qingyu Zhou, Yunbo Cao, Baobao Chang, and Zhifang Sui.
  In NAACL 2022 (Long Paper).

• Diversity and Consistency: Exploring Visual Question-Answer Pair Generation
  Sen Yang^#, Qingyu Zhou, Dawei Feng, Yang Liu, Chao Li, Yunbo Cao, and Dongsheng Li.
  In Findings of EMNLP 2021 (Long Paper).

• Read, Listen, and See: Leveraging Multimodal Information Helps Chinese Spell Checking
  Heng-Da Xu^#*, Zhongli Li^#*, Qingyu Zhou, Chao Li, Zizhen Wang, Yunbo Cao, Heyan Huang and Xian-Ling Mao.
  In Findings of ACL 2021 (Long Paper).

• Improving BERT with Syntax-aware Local Attention
  Zhongli Li^#, Qingyu Zhou, Chao Li, Ke Xu and Yunbo Cao.
  In Findings of ACL 2021 (Short Paper).

• Dialogue Response Selection with Hierarchical Curriculum Learning
  Yixuan Su^#, Deng Cai, Qingyu Zhou, Zibo Lin, Simon Baker, Yunbo Cao, Shuming Shi, Nigel Collier and Yan Wang.
  In ACL-IJCNLP 2021 (Long Paper).

• At Which Level Should We Extract? An Empirical Analysis on Extractive Document Summarization
  Qingyu Zhou, Furu Wei, Ming Zhou.
  In COLING 2020 (Long Paper).

• Neural Document Summarization by Jointly Learning to Score and Select Sentences
  Qingyu Zhou, Nan Yang, Furu Wei, Shaohan Huang, Ming Zhou, Tiejun Zhao.
  In ACL 2018 (Long Paper).
  [paper][arxiv][code][bib]

• Selective Encoding for Abstractive Sentence Summarization
  Qingyu Zhou, Nan Yang, Furu Wei, Ming Zhou.
  In ACL 2017 (Long Paper).
  [paper][bib][arXiv][code]
  • Our development set and internal test set can be downloaded here.
• Sequential Copying Networks
  Qingyu Zhou, Nan Yang, Furu Wei, Ming Zhou.
  In AAAI 2018.
  [paper][arxiv][poster][bib]
  • Our sentence summarization test set can be downloaded here. It solves the problem that previous test sets contain UNK in the reference summary.
• Neural Question Generation from Text: A Preliminary Study
  Qingyu Zhou, Nan Yang, Furu Wei, Chuanqi Tan, Hangbo Bao, Ming Zhou.
  In NLPCC 2017.
  [bib][arXiv][NLPCC version][code]
  • This is the data split described in this paper. Following The Stanford Question Answering Dataset, we re-distribute this data split under the CC BY-SA 4.0 license.
  • The qas id of each sentence-answer-question triple in original SQuAD can be downloaded here.
  • The code of PCFG-Trans baseline is available upon request.

• Towards Generating Math Word Problems from Equations and Topics
  Qingyu Zhou ^*, Danqing Huang^*. (Equal contribution)
  In INLG 2019 (Long Paper).
  [paper][bib]

• Using Intermediate Representations to Solve Math Word Problems
  Danqing Huang, Jin-Ge Yao, Chin-Yew Lin, Qingyu Zhou, Jian Yin.
  In ACL 2018 (Long Paper).

• I Know There Is No Answer: Modeling Answer Validation for Machine Reading Comprehension
  Chuanqi Tan, Furu Wei, Qingyu Zhou, Nan Yang, Weifeng Lv, Ming Zhou.
  In NLPCC 2018.