My name is Yubo Ma, a fourth-year Ph.D. candidate in School of Computer Science and Engineering at Nanyang Technological University (NTU). I am co-advised by Prof. Aixin Sun and Prof. Yixin Cao. I received my B.Eng. degree in Electronic Engineering from Tsinghua University in 2020. My research interests lie in event-centric information extraction (including event detection and event argument extraction) and tool-augmented large language models.
🔥 News
- 2024.09: One papers accepted to NeurIPS 2024 as spotlight!
- 2024.09: Two papers accepted to EMNLP 2024 (one main, one findings)!
- 2024.05: Two papers accepted to ACL 2024 (one main, one findings)!
- 2023.10: One paper accepted to EMNLP 2023 (Findings)!
- 2023.06: Join Microsoft Research as a research intern!
- 2023.05: Pass my Ph.D. Qualification Examination and become a Ph.D. candidate now!
- 2023.05: One paper accepted to ACL 2023 (main conference)!
- 2022.02: Two papers accepted to ACL 2022 (one main, one demonstration system)!
📒 Preprint
- TART: An Open-Source Tool-Augmented Framework for Explainable Table-based Reasoning, Xinyuan Lu, Liangming Pan, Yubo Ma, Preslav Nakov, Min-Yen Kan. 2024.
- Information Extraction in Low-Resource Scenarios: Survey and Perspective, Shumin Deng, Yubo Ma, Ningyu Zhang, Yixin Cao, Bryan Hooi. 2023.
📝 Publications
^ indicates equal contribution.
- MMLongBench-Doc: Benchmarking Long-context Document Understanding with Visualizations, Yubo Ma, Yuhang Zang, Liangyu Chen, Meiqi Chen, Yizhu Jiao, Xinze Li, Xinyuan Lu, Ziyu Liu, Yan Ma, Xiaoyi Dong, Pan Zhang, Liangming Pan, Yu-Gang Jiang, Jiaqi Wang, Yixin Cao, Aixin Sun. NeurIPS 2024 spotlight (dataset track)
- SciAgent: Tool-augmented Language Models for Scientific Reasoning, Yubo Ma, Zhibin Gou, Junheng Hao, Ruochen Xu, Shuohang Wang, Liangming Pan, Yujiu Yang, Yixin Cao, Aixin Sun, Hany Awadalla, Weizhu Chen. EMNLP 2024
- Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples!, Yubo Ma, Yixin Cao, Yong Ching Hong, Aixin Sun. EMNLP 2023 (Findings)
- Few-shot Event Detection: An Empirical Study and a Unified View, Yubo Ma, Zehao Wang, Yixin Cao, Aixin Sun. ACL 2023
- Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extraction, Yubo Ma^, Zehao Wang^, Yixin Cao, Mukai Li, Meiqi Chen, Kun Wang, Jing Shao. ACL 2022
- MMEKG: Multi-modal Event Knowledge Graph towards Universal Representation across Modalities, Yubo Ma^, Zehao Wang^, Mukai Li^, Yixin Cao^, Meiqi Chen^, Xinze Li, Wenqi Sun, Kunquan Deng, Kun Wang, Aixin Sun, Jing Shao. ACL 2022 (Demo Track)
- Navigating the Nuances: A Fine-grained Evaluation of Vision-Language Navigation, Zehao Wang, Minye Wu, Yixin Cao, Yubo Ma, Meiqi Chen, Tinne Tuytelaars. EMNLP 2024 (Findings)
- Learning To Teach Large Language Models Logical Reasoning, Meiqi Chen, Yubo Ma, Kaitao Song, Yixin Cao, Yan Zhang, Dongsheng Li. ACL 2024
- Towards Verifiable Generation: A Benchmark for Knowledge-aware Language Model Attribution, Xinze Li, Yixin Cao, Liangming Pan, Yubo Ma, Aixin Sun. ACL 2024 (Findings)
📖 Educations
- 2021.08 - Present, PhD. student/candidate, School of Computer Science and Engineering, Nanyang Technological University.
- 2017.06 - 2020.06, B.Eng., Department of Electronic Engineering, Tsinghua University.
- 2015.08 - 2017.06, Undergraduate, School of Life Sciences, Tsinghua University.
💻 Internships
- 2024.03 - Present, Research Intern, Shanghai AI Labratory, China (remote).
- 2023.06 - 2024.03, Research Intern, Microsoft Research (MSR) & Azure AI, USA (remote).
- 2021.01 - 2021.07, Research Intern, Sensetime Research, China.
📚 Academic Services
- Conference Reviewer: NeurIPS 2024, ACL ARR (EMNLP 2024, ACL 2024, NAACL 2024), ACL 2023, EMNLP 2023, CCL 2023
- Journal Reviewer: TOIS