Publications [Google Scholar]

(#: Interns I mentored.)

(*: Equal contribution)

Conference

  • When LLMs Meet Cunning Questions: A Fallacy Understanding Benchmark for Large Language Models
    Yinghui Li*, Qingyu Zhou*, Yuanzhen Luo*, Shirong Ma, Yangning Li, Hai-Tao Zheng, Xuming Hu, Philip S. Yu
    In NeurIPS 2024. [arxiv]

  • Towards Real-World Writing Assistance: A Chinese Character Checking Benchmark with Faked and Misspelled Characters
    Yinghui Li, Zishan Xu, Shaoshen Chen, Haojing Huang, Yangning Li, Shirong Ma, Yong Jiang, Zhongli Li, Qingyu Zhou, Hai-Tao Zheng, Ying Shen.
    In ACL 2024 (Long Paper).

  • Enhancing Phrase Representation by Information Bottleneck Guided Text Diffusion Process for Keyphrase Extraction
    Yuanzhen Luo, Qingyu Zhou, Feng Zhou
    In LREC-COLING 2024 (Long Paper).

  • 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]
  • 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.