Selected Publications

I’m falling behind on tracking all my publications. Google Scholar and Semantic Scholar do much better job at this.

Remark: * indicates equal contribution.

Preprints

• 🪐MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset.
  Weiqi Wang, Yangqiu Song.
  Arxiv Preprint, 2024. [pdf], [code]

• On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions.
  Weiqi Wang, Tianqing Fang, Haochen Shi, Baixuan Xu, Wenxuan Ding, Liyu Zhang, Wei Fan, Jiaxin Bai, Haoran Li, Xin Liu, Yangqiu Song.
  Arxiv Preprint, 2024. [pdf]

• IntentionQA: A Benchmark for Evaluating Purchase Intention Comprehension Abilities of Language Models in E-commerce.
  Wenxuan Ding*, Weiqi Wang*, Sze Heng Douglas Kwok, Minghao Liu, Tianqing Fang, Jiaxin Bai, Xin Liu, Changlong Yu, Zheng Li, Chen Luo, Qingyu Yin, Bing Yin, Junxian He, Yangqiu Song.
  Arxiv Preprint, 2024. [pdf], [code]

• MIND: Multimodal Shopping Intention Distillation from Large Vision-language Models for E-commerce Purchase Understanding.
  Baixuan Xu*, Weiqi Wang*, Haochen Shi, Wenxuan Ding, Huihao Jing, Tianqing Fang, Jiaxin Bai, Xin Liu, Changlong Yu, Zheng Li, Chen Luo, Qingyu Yin, Bing Yin, Long Chen, Yangqiu Song.
  Arxiv Preprint, 2024. [pdf], [code]

• Towards Subgraph Isomorphism Counting with Graph Kernels.
  Xin Liu, Weiqi Wang, Jiaxin Bai, Yangqiu Song.
  Arxiv Preprint, 2024. [pdf]

Journals

• Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization.
  Mutian He, Tianqing Fang, Weiqi Wang, Yangqiu Song.
  Artificial Intelligence, 2024. [pdf], [code]

Conference Proceedings

• 🕯️CANDLE: Iterative Conceptualization and Instantiation Distillation from Large Language Models for Commonsense Reasoning.
  Weiqi Wang, Tianqing Fang, Chunyang Li, Haochen Shi, Wenxuan Ding, Baixuan Xu, Zhaowei Wang, Jiaxin Bai, Xin Liu, Jiayang Cheng, Chunkit Chan, Yangqiu Song.
  In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL-2024). [pdf], [code]

• 🚗CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question Answering.
  Weiqi Wang*, Tianqing Fang*, Wenxuan Ding, Baixuan Xu, Xin Liu, Yangqiu Song, Antoine Bosselut.
  In Findings of the Association for Computational Linguistics: EMNLP 2023 (Findings of EMNLP-2023). [pdf], [code]

• 🐈CAT: A Contextualized Conceptualization and Instantiation Framework for Commonsense Reasoning.
  Weiqi Wang*, Tianqing Fang*, Baixuan Xu, Chun Yi Louis Bo, Yangqiu Song, Lei Chen.
  In Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL-2023, Oral). [pdf], [code]

• MIKO: Multimodal Intention Knowledge Distillation from Large Language Models for Social-Media Commonsense Discovery.
  Feihong Lu*, Weiqi Wang*, Yangyifei Luo, Ziqin Zhu, Qingyun Sun, Baixuan Xu, Haochen Shi, Shiqi Gao, Qian Li, Yangqiu Song, Jianxin Li.
  In Proceedings of the 32nd ACM International Conference on Multimedia (ACMMM-2024). [pdf], [code]

• QaDynamics: Training Dynamics-Driven Synthetic QA Diagnostic for Zero-Shot Commonsense Question Answering.
  Haochen Shi*, Weiqi Wang*, Tianqing Fang, Baixuan Xu, Wenxuan Ding, Xin Liu, Yangqiu Song.
  In Findings of the Association for Computational Linguistics: EMNLP 2023 (Findings of EMNLP-2023). [pdf], [code]

• Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset.
  Tianqing Fang*, Weiqi Wang*, Sehyun Choi, Shibo Hao, Hongming Zhang, Yangqiu Song, Bin He.
  In Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP-2021). [pdf], [code]

• Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise Detection.
  Zheye Deng, Weiqi Wang, Zhaowei Wang, Xin Liu, Yangqiu Song.
  In Findings of the Association for Computational Linguistics: EMNLP 2023 (Findings of EMNLP-2023). [pdf], [code]

• FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery.
  Changlong Yu, Weiqi Wang, Xin Liu, Jiaxin Bai, Yangqiu Song, Zheng Li, Yifan Gao, Tianyu Cao, Bing Yin.
  In Findings of the Association for Computational Linguistics: ACL 2023 (Findings of ACL-2023). [pdf], [code]