Publications

Remark: * indicates equal contribution.

Preprints

• 🕯️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.
  Arxiv Preprint, 2024. [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.
  Arxiv Preprint, 2024. [pdf], [code]

• EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion.
  Ying Su, Tianqing Fang, Huiru Xiao, Weiqi Wang, Yangqiu Song, Tong Zhang, Lei Chen.
  Arxiv Preprint, 2024. [pdf]

• CKBP v2: An Expert-Annotated Evaluation Set for Commonsense Knowledge Base Population.
  Tianqing Fang*, Quyet V. Do*, Sehyun Choi, Weiqi Wang, Yangqiu Song.
  Arxiv Preprint, 2023. [pdf], [code]

• Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization.
  Mutian He, Tianqing Fang, Weiqi Wang, Yangqiu Song.
  Arxiv Preprint, 2022. [pdf], [code]

Journals

• Deep Learning Analysis of Smart Meter Data from a Small Sample of Room Air Conditioners Facilitates Routine Assessment of their Operational Efficiency.
  Weiqi Wang*, Zixuan Zhou*, Sybil Derrible, Yangqiu Song, Zhongming Lu.
  In Energy and AI, 2024. [pdf], [code]

• Data-driven Assessment of Room Air Conditioner Efficiency for Saving Energy.
  Weiqi Wang*, Zixuan Zhou*, Zhongming Lu.
  In Journal of Cleaner Production, 2022. [pdf], [code]

Conference Proceedings

• Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendation.
  Wei Fan, Weijia Zhang, Weiqi Wang, Yangqiu Song, Hao Liu.
  In Proceedings of Database Systems for Advanced Applications - 29th International Conference (DASFAA-2024). [pdf], [code]

• AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph.
  Zhaowei Wang, Haochen Shi, Weiqi Wang, Tianqing Fang, Hongming Zhang, Sehyun Choi, Xin Liu, Yangqiu Song.
  In Findings of the Association for Computational Linguistics: NAACL 2024 (Findings of NAACL-2024). [pdf], [code]

• Exploring the Potential of ChatGPT on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations.
  Chunkit Chan, Jiayang Cheng, Weiqi Wang, Yuxin Jiang, Tianqing Fang, Xin Liu, Yangqiu Song.
  In Findings of the Association for Computational Linguistics: EACL 2024 (Findings of EACL-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]

• 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]

• 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]

• StoryAnalogy: Deriving Story-level Analogies from Large Language Models to Unlock Analogical Understanding.
  Jiayang Cheng, Lin Qiu, Tsz Ho CHAN, Tianqing Fang, Weiqi Wang, Chunkit Chan, Qipeng Guo, Hongming Zhang, Yangqiu Song, Yue Zhang, Zheng Zhang.
  In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP-2023). [pdf], [code]

• Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints.
  Jiaxin Bai, Xin Liu, Weiqi Wang, Chen Luo, Yangqiu Song.
  In Advances in Neural Information Processing Systems 2023 (NeurIPS-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]

• COLA: Contextualized Commonsense Causality Reasoning from the Causal Inference Perspective.
  Zhaowei Wang, Quyet V. Do, Hongming Zhang, Jiayao Zhang, Weiqi Wang, Tianqing Fang, Yangqiu Song, Ginny Y. Wong, Simon See.
  In Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL-2023, Oral). [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]

• 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]

• DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense Knowledge.
  Tianqing Fang, Hongming Zhang, Weiqi Wang, Yangqiu Song, Bin He.
  In Proceedings of the Web Conference 2021 (WWW-2021). [pdf], [code]

Workshop Proceedings

• KnowComp at SemEval-2024 Task 9: Conceptualization-Augmented Prompting with Large Language Models for Lateral Reasoning.
  Weiqi Wang, Baixuan Xu, Haochen Shi, Jiaxin Bai, Qi Hu, Yangqiu Song.
  In Proceedings of The 18th International Workshop on Semantic Evaluation (SemEval-2024).

• KnowComp at SemEval-2023 Task 7: Fine-tuning Pre-trained Language Models for Clinical Trial Entailment Identification.
  Weiqi Wang*, Baixuan Xu*, Tianqing Fang, Lirong Zhang, Yangqiu Song.
  In Proceedings of The 17th International Workshop on Semantic Evaluation (SemEval-2023). [pdf], [code]

• TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Mining.
  Qing Zong, Zhaowei Wang, Baixuan Xu, Tianshi Zheng, Haochen Shi, Weiqi Wang, Yangqiu Song, Ginny Wong, Simon See.
  In Proceedings of the 10th Workshop on Argument Mining (ArgMining-2023). [pdf], [code]

• KnowComp Submission for WMT23 Word-Level AutoCompletion Task.
  Yi Wu, Haochen Shi, Weiqi Wang, Yangqiu Song.
  In Proceedings of the Eighth Conference on Machine Translation (WMT-2023). [pdf], [code]

• KnowComp Submission for WMT23 Sign Language Translation Task.
  Baixuan Xu, Haochen Shi, Tianshi Zheng, Qing Zong, Weiqi Wang, Zhaowei Wang, Yangqiu Song.
  In Proceedings of the Eighth Conference on Machine Translation (WMT-2023). [pdf], [code]