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ORCIDMingyu Derek Ma
Person information
- unicode name: 马明宇
- affiliation: University of Southern California, Department of Computer Science, Los Angeles, CA, USA
- affiliation (former): Chinese University of Hong Kong, Big Data Decision Analytics Research Centre, Hong Kong
- affiliation (former): Hong Kong Polytechnic University, Department of Computing, Hong Kong
Other persons with the same name
- Mingyu Ma 0002 — Goethe University of Frankfurt am Main, Germany
- Mingyu Ma 0003 — Tianjin University, College of Intelligence and Computing, China
- Mingyu Ma 0004 — Waseda University, Tokyo, Japan
- Mingyu Ma 0005 — Harbin University of Commerce, School of Computer and Information Engineering, China
- Mingyu Ma 0006 — TU Dresden, Germany
- Mingyu Ma 0007 — Zhejiang University of Technology, Department of Applied Mathematics, Hangzhou, China
- Mingyu Ma 0008 — Xidian University, Xi'an, China
- Mingyu Ma 0009 — Shenyang Aerospace University, College of Civil Aviation, China
- Mingyu Ma 0010 — Qufu Normal University, School of Mathematical Sciences, China
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2020 – today
- 2025
[b1]Mingyu Derek Ma:
Elevating Large Language Models to Expert Intelligence. University of California Los Angeles, USA, 2025- [c23]Mingyu Derek Ma, Xiaoxuan Wang, Yijia Xiao, Anthony Cuturrufo, Vijay S. Nori, Eran Halperin, Wei Wang:
Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction. AAAI 2025: 24786-24794 - [c22]Mingyu Derek Ma, Yanna Ding, Zijie Huang, Jianxi Gao, Yizhou Sun, Wei Wang:
Inferring from Logits: Exploring Best Practices for Decoding-Free Generative Candidate Selection. ACL (1) 2025: 33125-33144 - [c21]Fei Wang, Xingyu Fu, James Y. Huang, Zekun Li, Qin Liu, Xiaogeng Liu, Mingyu Derek Ma, Nan Xu, Wenxuan Zhou, Kai Zhang, Tianyi Lorena Yan, Wenjie Jacky Mo, Hsiang-Hui Liu, Pan Lu, Chunyuan Li, Chaowei Xiao, Kai-Wei Chang, Dan Roth, Sheng Zhang, Hoifung Poon, Muhao Chen:
MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding. ICLR 2025 - [c20]Jiashu He, Mingyu Derek Ma, Jinxuan Fan, Dan Roth, Wei Wang, Alejandro Ribeiro:
GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation. ICML 2025 - [i31]Mingyu Derek Ma, Xiaoxuan Wang, Yijia Xiao, Anthony Cuturrufo, Vijay S. Nori, Eran Halperin, Wei Wang:
Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction. CoRR abs/2501.17326 (2025) - [i30]Mingyu Derek Ma, Yanna Ding, Zijie Huang, Jianxi Gao
, Yizhou Sun, Wei Wang:
Inferring from Logits: Exploring Best Practices for Decoding-Free Generative Candidate Selection. CoRR abs/2501.17338 (2025) - [i29]Xiaoxuan Wang, Yihe Deng, Mingyu Derek Ma, Wei Wang:
Entropy-Based Adaptive Weighting for Self-Training. CoRR abs/2503.23913 (2025) - [i28]Haoxuan Li, Mingyu Derek Ma, Jen-tse Huang, Zhaotian Weng, Wei Wang, Jieyu Zhao:
BIASINSPECTOR: Detecting Bias in Structured Data through LLM Agents. CoRR abs/2504.04855 (2025) - [i27]Junkai Zhang, Jingru Gan, Xiaoxuan Wang, Zian Jia, Changquan Gu, Jianpeng Chen, Yanqiao Zhu, Mingyu Derek Ma, Dawei Zhou, Ling Li, Wei Wang:
MatSciBench: Benchmarking the Reasoning Ability of Large Language Models in Materials Science. CoRR abs/2510.12171 (2025) - [i26]Fuyi Yang, Chenchen Ye, Mingyu Derek Ma, Yijia Xiao, Matthew Yang, Wei Wang:
BioVerge: A Comprehensive Benchmark and Study of Self-Evaluating Agents for Biomedical Hypothesis Generation. CoRR abs/2511.08866 (2025) - [i25]Zixun Xiong, Gaoyi Wu, Qingyang Yu, Mingyu Derek Ma, Lingfeng Yao, Miao Pan, Xiaojiang Du, Hao Wang:
iSeal: Encrypted Fingerprinting for Reliable LLM Ownership Verification. CoRR abs/2511.08905 (2025) - 2024
- [c19]Mingyu Derek Ma, Xiaoxuan Wang, Po-Nien Kung, P. Jeffrey Brantingham, Nanyun Peng, Wei Wang:
STAR: Boosting Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Models. AAAI 2024: 18751-18759 - [c18]Mingyu Derek Ma, Alexander K. Taylor, Nuan Wen, Yanchen Liu, Po-Nien Kung, Wenna Qin, Shicheng Wen, Azure Zhou, Diyi Yang, Xuezhe Ma, Nanyun Peng, Wei Wang:
MIDDAG: Where Does Our News Go? Investigating Information Diffusion via Community-Level Information Pathways. AAAI 2024: 23811-23813 - [c17]Zefan Cai, Po-Nien Kung, Ashima Suvarna, Mingyu Derek Ma, Hritik Bansal, Baobao Chang, P. Jeffrey Brantingham, Wei Wang, Nanyun Peng:
Improving Event Definition Following For Zero-Shot Event Detection. ACL (1) 2024: 2842-2863 - [c16]Yanchen Liu, Mingyu Derek Ma, Wenna Qin, Azure Zhou, Jiaao Chen, Weiyan Shi, Wei Wang, Diyi Yang:
Decoding Susceptibility: Modeling Misbelief to Misinformation Through a Computational Approach. EMNLP 2024: 15178-15194 - [c15]Jiashu Xu, Mingyu Derek Ma, Fei Wang, Chaowei Xiao, Muhao Chen:
Instructions as Backdoors: Backdoor Vulnerabilities of Instruction Tuning for Large Language Models. NAACL-HLT 2024: 3111-3126 - [c14]Jiashu Xu, Fei Wang, Mingyu Derek Ma, Pang Wei Koh, Chaowei Xiao, Muhao Chen:
Instructional Fingerprinting of Large Language Models. NAACL-HLT 2024: 3277-3306 - [c13]Mingyu Derek Ma, Jiun-Yu Kao, Arpit Gupta, Yu-Hsiang Lin, Wenbo Zhao, Tagyoung Chung, Wei Wang, Kai-Wei Chang, Nanyun Peng:
Mitigating Bias for Question Answering Models by Tracking Bias Influence. NAACL-HLT 2024: 4592-4610 - [c12]Yihe Deng, Chenchen Ye, Zijie Huang, Mingyu Derek Ma, Yiwen Kou, Wei Wang:
GraphVis: Boosting LLMs with Visual Knowledge Graph Integration. NeurIPS 2024 - [i24]Jiashu Xu, Fei Wang, Mingyu Derek Ma, Pang Wei Koh, Chaowei Xiao, Muhao Chen:
Instructional Fingerprinting of Large Language Models. CoRR abs/2401.12255 (2024) - [i23]Zefan Cai, Po-Nien Kung, Ashima Suvarna, Mingyu Derek Ma, Hritik Bansal, Baobao Chang, P. Jeffrey Brantingham, Wei Wang, Nanyun Peng:
Improving Event Definition Following For Zero-Shot Event Detection. CoRR abs/2403.02586 (2024) - [i22]Fei Wang, Xingyu Fu, James Y. Huang, Zekun Li, Qin Liu, Xiaogeng Liu, Mingyu Derek Ma, Nan Xu, Wenxuan Zhou, Kai Zhang, Tianyi Lorena Yan, Wenjie Mo, Hsiang-Hui Liu, Pan Lu, Chunyuan Li, Chaowei Xiao, Kai-Wei Chang, Dan Roth, Sheng Zhang, Hoifung Poon, Muhao Chen:
MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding. CoRR abs/2406.09411 (2024) - [i21]Mingyu Derek Ma, Chenchen Ye, Yu Yan, Xiaoxuan Wang, Peipei Ping, Timothy S. Chang, Wei Wang:
CliBench: Multifaceted Evaluation of Large Language Models in Clinical Decisions on Diagnoses, Procedures, Lab Tests Orders and Prescriptions. CoRR abs/2406.09923 (2024) - [i20]Chenchen Ye, Ziniu Hu, Yihe Deng, Zijie Huang, Mingyu Derek Ma, Yanqiao Zhu, Wei Wang:
MIRAI: Evaluating LLM Agents for Event Forecasting. CoRR abs/2407.01231 (2024) - [i19]Yubo Zhang, Shudi Hou, Mingyu Derek Ma, Wei Wang, Muhao Chen, Jieyu Zhao:
CLIMB: A Benchmark of Clinical Bias in Large Language Models. CoRR abs/2407.05250 (2024) - [i18]Jiashu He, Mingyu Derek Ma, Jinxuan Fan, Dan Roth, Wei Wang, Alejandro Ribeiro:
GIVE: Structured Reasoning with Knowledge Graph Inspired Veracity Extrapolation. CoRR abs/2410.08475 (2024) - [i17]Alexander K. Taylor, Anthony Cuturrufo, Vishal Yathish, Mingyu Derek Ma, Wei Wang:
Are Large-Language Models Graph Algorithmic Reasoners? CoRR abs/2410.22597 (2024) - [i16]Jingyuan Qi, Zian Jia, Minqian Liu, Wangzhi Zhan, Junkai Zhang, Xiaofei Wen, Jingru Gan, Jianpeng Chen, Qin Liu, Mingyu Derek Ma, Bangzheng Li, Haohui Wang, Adithya Kulkarni, Muhao Chen, Dawei Zhou, Ling Li, Wei Wang, Lifu Huang:
MetaScientist: A Human-AI Synergistic Framework for Automated Mechanical Metamaterial Design. CoRR abs/2412.16270 (2024) - 2023
- [c11]Jiashu Xu, Mingyu Derek Ma, Muhao Chen:
Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? ACL (1) 2023: 2450-2467 - [c10]Keming Lu, I-Hung Hsu, Wenxuan Zhou, Mingyu Derek Ma, Muhao Chen:
Multi-hop Evidence Retrieval for Cross-document Relation Extraction. ACL (Findings) 2023: 10336-10351 - [c9]Mingyu Derek Ma, Alexander Taylor, Wei Wang, Nanyun Peng:
DICE: Data-Efficient Clinical Event Extraction with Generative Models. ACL (1) 2023: 15898-15917 - [c8]Mingyu Derek Ma, Jiun-Yu Kao, Shuyang Gao, Arpit Gupta, Di Jin, Tagyoung Chung, Nanyun Peng:
Parameter-Efficient Low-Resource Dialogue State Tracking by Prompt Tuning. INTERSPEECH 2023: 4653-4657 - [i15]Mingyu Derek Ma, Jiun-Yu Kao, Shuyang Gao, Arpit Gupta, Di Jin, Tagyoung Chung, Nanyun Peng:
Parameter-Efficient Low-Resource Dialogue State Tracking by Prompt Tuning. CoRR abs/2301.10915 (2023) - [i14]Jiashu Xu, Mingyu Derek Ma, Fei Wang, Chaowei Xiao, Muhao Chen:
Instructions as Backdoors: Backdoor Vulnerabilities of Instruction Tuning for Large Language Models. CoRR abs/2305.14710 (2023) - [i13]Mingyu Derek Ma, Xiaoxuan Wang, Po-Nien Kung, P. Jeffrey Brantingham, Nanyun Peng, Wei Wang:
STAR: Boosting Low-Resource Event Extraction by Structure-to-Text Data Generation with Large Language Models. CoRR abs/2305.15090 (2023) - [i12]Mingyu Derek Ma, Alexander K. Taylor, Nuan Wen, Yanchen Liu, Po-Nien Kung, Wenna Qin, Shicheng Wen, Azure Zhou, Diyi Yang, Xuezhe Ma, Nanyun Peng, Wei Wang:
MIDDAG: Where Does Our News Go? Investigating Information Diffusion via Community-Level Information Pathways. CoRR abs/2310.02529 (2023) - [i11]Mingyu Derek Ma, Jiun-Yu Kao, Arpit Gupta, Yu-Hsiang Lin, Wenbo Zhao, Tagyoung Chung, Wei Wang, Kai-Wei Chang, Nanyun Peng:
Mitigating Bias for Question Answering Models by Tracking Bias Influence. CoRR abs/2310.08795 (2023) - [i10]Yanchen Liu, Mingyu Derek Ma, Wenna Qin, Azure Zhou, Jiaao Chen, Weiyan Shi, Wei Wang, Diyi Yang:
From Scroll to Misbelief: Modeling the Unobservable Susceptibility to Misinformation on Social Media. CoRR abs/2311.09630 (2023) - 2022
- [c7]Jihoon Sohn, Mingyu Derek Ma, Muhao Chen:
Bending the Future: Autoregressive Modeling of Temporal Knowledge Graphs in Curvature-Variable Hyperbolic Spaces. AKBC 2022 - [c6]Keming Lu, I-Hung Hsu, Wenxuan Zhou, Mingyu Derek Ma, Muhao Chen:
Summarization as Indirect Supervision for Relation Extraction. EMNLP (Findings) 2022: 6575-6594 - [i9]Keming Lu, I-Hung Hsu, Wenxuan Zhou, Mingyu Derek Ma, Muhao Chen:
Summarization as Indirect Supervision for Relation Extraction. CoRR abs/2205.09837 (2022) - [i8]Mingyu Derek Ma, Alexander Taylor, Wei Wang, Nanyun Peng:
DICE: Data-Efficient Clinical Event Extraction with Generative Models. CoRR abs/2208.07989 (2022) - [i7]Jihoon Sohn, Mingyu Derek Ma, Muhao Chen:
Bending the Future: Autoregressive Modeling of Temporal Knowledge Graphs in Curvature-Variable Hyperbolic Spaces. CoRR abs/2209.05635 (2022) - [i6]Jiashu Xu, Mingyu Derek Ma, Muhao Chen:
Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? CoRR abs/2212.10784 (2022) - [i5]Keming Lu, I-Hung Hsu, Wenxuan Zhou, Mingyu Derek Ma, Muhao Chen:
Multi-hop Evidence Retrieval for Cross-document Relation Extraction. CoRR abs/2212.10786 (2022) - 2021
- [c5]Mingyu Derek Ma, Muhao Chen, Te-Lin Wu, Nanyun Peng:
HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning. EMNLP (Findings) 2021: 4182-4194 - [c4]Mingyu Derek Ma, Jiao Sun, Mu Yang, Kung-Hsiang Huang, Nuan Wen, Shikhar Singh, Rujun Han, Nanyun Peng:
EventPlus: A Temporal Event Understanding Pipeline. NAACL-HLT (Demonstrations) 2021: 56-65 - [i4]Mingyu Derek Ma, Jiao Sun, Mu Yang, Kung-Hsiang Huang, Nuan Wen, Shikhar Singh, Rujun Han, Nanyun Peng:
EventPlus: A Temporal Event Understanding Pipeline. CoRR abs/2101.04922 (2021) - [i3]Mingyu Derek Ma, Muhao Chen, Te-Lin Wu, Nanyun Peng:
HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning. CoRR abs/2109.10500 (2021) - 2020
- [j1]Jiaxing Shen, Mingyu Derek Ma, Rong Xiang, Qin Lu, Elvira Perez Vallejos, Ge Xu, Chu-Ren Huang, Yunfei Long:
Dual memory network model for sentiment analysis of review text. Knowl. Based Syst. 188 (2020)
2010 – 2019
- 2019
- [c3]Mingyu Derek Ma, Kevin Bowden, JiaQi Wu, Wen Cui, Marilyn A. Walker:
Implicit Discourse Relation Identification for Open-domain Dialogues. ACL (1) 2019: 666-672 - [i2]Mingyu Derek Ma, Kevin K. Bowden, JiaQi Wu, Wen Cui, Marilyn A. Walker:
Implicit Discourse Relation Identification for Open-domain Dialogues. CoRR abs/1907.03975 (2019) - 2018
- [c2]Shan Jiang, Jiannong Cao, Hanqing Wu, Yanni Yang, Mingyu Ma, Jianfei He:
BlocHIE: A BLOCkchain-Based Platform for Healthcare Information Exchange. SMARTCOMP 2018: 49-56 - [c1]Yunfei Long, Mingyu Ma, Qin Lu, Rong Xiang, Chu-Ren Huang:
Dual Memory Network Model for Biased Product Review Classification. WASSA@EMNLP 2018: 140-148 - [i1]Yunfei Long, Mingyu Ma, Qin Lu, Rong Xiang, Chu-Ren Huang:
Dual Memory Network Model for Biased Product Review Classification. CoRR abs/1809.05807 (2018)
Coauthor Index
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