Mengyu Zhou

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 35

Top Topics

Question Answering

Data Analysis Tasks

Top Venues

Publications

Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang
Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study. WSDM (2024)
Yuzhang Tian, Jianbo Zhao, Haoyu Dong, Junyu Xiong, Shiyu Xia, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang
SpreadsheetLLM: Encoding Spreadsheets for Large Language Models. CoRR (2024)
Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries. AAAI (2024)
Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang
CONLINE: Complex Code Generation and Refinement with Online Searching and Correctness Testing. CoRR (2024)
Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang
PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning. CoRR (2024)
Qi Hu, Mengyu Zhou, Yulian Jiang, Xingwen Liu
Analysis of cooperative stability for reputation evaluation rules in spatial prisoner's dilemma game. Appl. Math. Comput. 482 (2024)
Shiyu Xia, Junyu Xiong, Haoyu Dong, Jianbo Zhao, Yuzhang Tian, Mengyu Zhou, Yeye He, Shi Han, Dongmei Zhang
Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities. CoRR (2024)
Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries. CoRR (2023)
Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang
TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning. CoRR (2023)
Hongwei Han, Mengyu Zhou, Shi Han, Xiu Li, Dongmei Zhang
CASR: Generating Complex Sequences with Autoregressive Self-Boost Refinement. ICLR (2023)
Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang
Evaluating and Enhancing Structural Understanding Capabilities of Large Language Models on Tables via Input Designs. CoRR (2023)
Mengyu Zhou, Xiaoxiang Han, Zhoujin Liu, Yitong Chen, Liping Sun
A lightweight segmentation network for endoscopic surgical instruments based on edge refinement and efficient self-attention. PeerJ Comput. Sci. 9 (2023)
Xinyi He, Mengyu Zhou, Mingjie Zhou, Jialiang Xu, Xiao Lv, Tianle Li, Yijia Shao, Shi Han, Zejian Yuan, Dongmei Zhang
AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks. ACL (Findings) (2023)
Hongwei Han, Jialiang Xu, Mengyu Zhou, Yijia Shao, Shi Han, Dongmei Zhang
LUNA: Language Understanding with Number Augmentations on Transformers via Number Plugins and Pre-training. CoRR (2022)
Lingbo Li, Tianle Li, Xinyi He, Mengyu Zhou, Shi Han, Dongmei Zhang
ASTA: Learning Analytical Semantics over Tables for Intelligent Data Analysis and Visualization. CoRR (2022)
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks. IJCAI (2022)
Xinyi He, Mengyu Zhou, Jialiang Xu, Xiao Lv, Tianle Li, Yijia Shao, Shi Han, Zejian Yuan, Dongmei Zhang
Inferring Tabular Analysis Metadata by Infusing Distribution and Knowledge Information. CoRR (2022)
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
Table Pre-training: A Survey on Model Architectures, Pretraining Objectives, and Downstream Tasks. CoRR (2022)
Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems. CoRR (2022)
Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems. EMNLP (2022)
Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information. CoRR (2022)
Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information. EMNLP (2022)
Aoyu Wu, Yun Wang, Mengyu Zhou, Xinyi He, Haidong Zhang, Huamin Qu, Dongmei Zhang
MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation. IEEE Trans. Vis. Comput. Graph. 28 (1) (2022)
Aoyu Wu, Yun Wang, Mengyu Zhou, Xinyi He, Haidong Zhang, Huamin Qu, Dongmei Zhang
MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation. CoRR (2021)
Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang, Dongmei Zhang
Table2Charts: Recommending Charts by Learning Shared Table Representations. KDD (2021)
Mengyu Zhou, Qingtao Li, Yuejiang Li, Shi Han, Dongmei Zhang
Table2Charts: Learning Shared Representations for Recommending Charts on Multi-dimensional Data. CoRR (2020)
Jun Yang, Mengyu Zhou, Baojiang Cui
MLAB-BiLSTM: Online Web Attack Detection Via Attention-Based Deep Neural Networks. SPDE (2020)
Mengyu Zhou, Wang Tao, Pengxin Ji, Han Shi, Dongmei Zhang
Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data. AAAI (2020)
Yan Lu, Yuanchao Shu, Xu Tan, Yunxin Liu, Mengyu Zhou, Qi Chen, Dan Pei
Collaborative learning between cloud and end devices: an empirical study on location prediction. SEC (2019)
Guoshun Nan, Xiuquan Qiao, Jiting Wang, Zeyan Li, Jiahao Bu, Changhua Pei, Mengyu Zhou, Dan Pei
The Frame Latency of Personalized Livestreaming Can Be Significantly Slowed Down by WiFi. IPCCC (2018)
Mengyu Zhou, Dan Pei, Kaixin Sui, Thomas Moscibroda
Mining crowd mobility and WiFi hotspots on a densely-populated campus. UbiComp/ISWC Adjunct (2017)
Jiaxin Ding, Chien-Chun Ni, Mengyu Zhou, Jie Gao
MinHash hierarchy for privacy preserving trajectory sensing and query. IPSN (2017)
Mengyu Zhou, Kaixin Sui, Minghua Ma, Youjian Zhao, Dan Pei, Thomas Moscibroda
MobiCamp: a Campus-wide Testbed for Studying Mobile Physical Activities. WPA@MobiSys (2016)
Kaixin Sui, Mengyu Zhou, Dapeng Liu, Minghua Ma, Dan Pei, Youjian Zhao, Zimu Li, Thomas Moscibroda
Characterizing and Improving WiFi Latency in Large-Scale Operational Networks. MobiSys (2016)
Mengyu Zhou, Minghua Ma, Yangkun Zhang, Kaixin Sui, Dan Pei, Thomas Moscibroda
EDUM: classroom education measurements via large-scale WiFi networks. UbiComp (2016)
Sanat Sarda, Martin Constable, Justin Dauwels, Shoko Dauwels, Mohamed Elgendi, Mengyu Zhou, Umer Rasheed, Yasir Tahir, Daniel Thalmann, Nadia Magnenat-Thalmann
Real-Time Feedback System for Monitoring and Facilitating Discussions. IWSDS (2012)