Mengyu Zhou

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All published works

Action	Title	Year	Authors
+ PDF Chat	Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Generator-Validator Fine-tuning	2024	Junjie Xing Yeye He Mengyu Zhou Haoyu Dong Shi Han Dongmei Zhang Surajit Chaudhuri
+ PDF Chat	SpreadsheetLLM: Encoding Spreadsheets for Large Language Models	2024	Yuzhang Tian Jianbo Zhao Haoyu Dong Junyu Xiong Shiyu Xia Mengyu Zhou Yun Lin José Cambronero Yeye He Han Shi
+ PDF Chat	PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning	2024	Jiaru Zou Mengyu Zhou Tao Li Shi Han Dongmei Zhang
+ PDF Chat	Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities	2024	Shiyu Xia Junyu Xiong Haoyu Dong Jianbo Zhao Yuzhang Tian Mengyu Zhou Yeye He Shi Han Dongmei Zhang
+ PDF Chat	Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries	2024	Xinyi He Mengyu Zhou Xinrun Xu Xiaojun Ma Rui Ding Lun Du Yan Gao Ran Jia Xu Chen Shi Han
+ PDF Chat	CONLINE: Complex Code Generation and Refinement with Online Searching and Correctness Testing	2024	Xinyi He Jiaru Zou Yun Lin Mengyu Zhou Han Shi Zejian Yuan Dongmei Zhang
+	Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study	2024	Yuan Sui Mengyu Zhou Mingjie Zhou Shi Han Dongmei Zhang
+	GPT4Table: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study	2023	Yuan Sui Mengyu Zhou Mingjie Zhou Shi Han Dongmei Zhang
+ PDF Chat	AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks	2023	Xinyi He Mengyu Zhou Mingjie Zhou Jialiang Xu Xiao Lv Tianle Li Yijia Shao Han Shi Zejian Yuan Dongmei Zhang
+	TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning	2023	Yuan Sui Jiaru Zou Mengyu Zhou Xinyi He Lun Du Shi Han Dongmei Zhang
+	Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries	2023	Xinyi He Mengyu Zhou Xinrun Xu Xiaojun Ma Rui Ding Lun Du Yan Gao Ran Jia Xu Chen Shi Han
+ PDF Chat	Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks	2022	Haoyu Dong Zhoujun Cheng Xinyi He Mengyu Zhou Anda Zhou Fan Zhou Ao Liu Shi Han Dongmei Zhang
+	AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks	2022	Xinyi He Mengyu Zhou Jialiang Xu Xiao Lv Tianle Li Yijia Shao Han Shi Zejian Yuan Dongmei Zhang
+	Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks	2022	Haoyu Dong Zhoujun Cheng Xinyi He Mengyu Zhou Anda Zhou Fan Zhou Ao Liu Han Shi Dongmei Zhang
+	FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information	2022	Yijia Shao Mengyu Zhou Yifan Zhong Tom Wu Hongwei Han Han Shi Gideon Huang Dongmei Zhang
+	Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems	2022	Jialiang Xu Mengyu Zhou Xinyi He Han Shi Dongmei Zhang
+	LUNA: Language Understanding with Number Augmentations on Transformers via Number Plugins and Pre-training	2022	Hongwei Han Jialiang Xu Mengyu Zhou Yijia Shao Han Shi Dongmei Zhang
+	ASTA: Learning Analytical Semantics over Tables for Intelligent Data Analysis and Visualization	2022	Lingbo Li Tianle Li Xinyi He Mengyu Zhou Han Shi Dongmei Zhang
+ PDF Chat	FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information	2022	Yijia Shao Mengyu Zhou Yifan Zhong Tom Wu Hongwei Han Han Shi Gideon Huang Dongmei Zhang
+ PDF Chat	Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems	2022	Jialiang Xu Mengyu Zhou Xinyi He Han Shi Dongmei Zhang
+ PDF Chat	MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation	2021	Aoyu Wu Yun Wang Mengyu Zhou Xinyi He Haidong Zhang Huamin Qu Dongmei Zhang
+ PDF Chat	Table2Charts	2021	Mengyu Zhou Qingtao Li Xinyi He Yuejiang Li Yibo Liu Wei Ji Shi Han Yining Chen Daxin Jiang Dongmei Zhang
+	MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation	2021	Aoyu Wu Yun Wang Mengyu Zhou Xinyi He Haidong Zhang Huamin Qu Dongmei Zhang
+	Table2Charts: Learning Shared Representations for Recommending Charts on Multi-dimensional Data	2020	Mengyu Zhou Qingtao Li Yuejiang Li Shi Han Dongmei Zhang

Common Coauthors

Coauthor	Papers Together
Dongmei Zhang	22
Han Shi	11
Shi Han	11
Jialiang Xu	5
Yijia Shao	5
Xinyi He	5
Zejian Yuan	5
Xinyi He	4
Xinyi He	4
Lun Du	3
Haoyu Dong	3
Tianle Li	3
Yuan Sui	3
Jiaru Zou	3
Yeye He	3
Hongwei Han	3
Jianbo Zhao	2
Anda Zhou	2
Xu Chen	2
Tom Wu	2
Gideon Huang	2
Yuejiang Li	2
Zhoujun Cheng	2
Aoyu Wu	2
Yan Gao	2
Huamin Qu	2
Yun Wang	2
Fan Zhou	2
Yun Lin	2
Xiaojun Ma	2
Junyu Xiong	2
Yifan Zhong	2
Dongmei Zhang	2
Xiao Lv	2
Haidong Zhang	2
Xinrun Xu	2
Mingjie Zhou	2
Yuzhang Tian	2
Shiyu Xia	2
Haoyu Dong	1
José Cambronero	1
Junjie Xing	1
Mingjie Zhou	1
Tao Li	1
Lingbo Li	1
Rui Ding	1
Surajit Chaudhuri	1
Ao Liu	1
Qingtao Li	1
Qingtao Li	1

Commonly Cited References

Action	Title	Year	Authors	# of times referenced
+	TaPas: Weakly Supervised Table Parsing via Pre-training	2020	Jonathan Herzig Paweł Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos	5
+	TAPEX: Table Pre-training via Learning a Neural SQL Executor	2021	Qian Liu Bei Chen Jiaqi Guo Morteza Ziyadi Zeqi Lin Weizhu Chen Jian–Guang Lou	5
+ PDF Chat	TABBIE: Pretrained Representations of Tabular Data	2021	Hiroshi Iida Dung Thai Varun Manjunatha Mohit Iyyer	4
+	TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data	2020	Pengcheng Yin Graham Neubig Wen-tau Yih Sebastian Riedel	4
+ PDF Chat	Data2Vis: Automatic Generation of Data Visualizations Using Sequence-to-Sequence Recurrent Neural Networks	2019	Victor Dibia Çağatay Demiralp	3
+	VizML	2019	Kevin Hu Michiel A. Bakker Stephen Li Tim Kraska César A. Hidalgo	3
+ PDF Chat	Towards Automated Infographic Design: Deep Learning-based Auto-Extraction of Extensible Timeline	2019	Zhutian Chen Yun Wang Qianwen Wang Yong Wang Huamin Qu	2
+	TabFact: A Large-scale Dataset for Table-based Fact Verification	2019	Wenhu Chen Hongmin Wang Jianshu Chen Yun-Kai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang	2
+ PDF Chat	LassoNet: Deep Lasso-Selection of 3D Point Clouds	2019	Zhutian Chen Wei Zeng Zhiguang Yang Lingyun Yu Chi‐Wing Fu Huamin Qu	2
+ PDF Chat	MATE: Multi-view Attention for Table Transformer Efficiency	2021	Julian Martin Eisenschlos Maharshi Gor Thomas Müller William Cohen	2
+ PDF Chat	UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models	2022	Tianbao Xie Chen Wu Peng Shi Ruiqi Zhong Torsten Scholak Michihiro Yasunaga Chien-Sheng Wu Ming Zhong Pengcheng Yin Sida I. Wang	2
+ PDF Chat	GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing	2020	Changyuan Yu Chien-Sheng Wu Xi Victoria Lin Bailin Wang Yi Chern Tan Xinyi Yang Dragomir Radev Richard Socher Caiming Xiong	2
+ PDF Chat	InfoColorizer: Interactive Recommendation of Color Palettes for Infographics	2021	Linping Yuan Ziqi Zhou Jian Zhao Yiqiu Guo Fan Du Huamin Qu	2
+	DeepDrawing: A Deep Learning Approach to Graph Drawing	2019	Yong Wang Zhihua Jin Qianwen Wang Weiwei Cui Tengfei Ma Huamin Qu	2
+ PDF Chat	TCN: Table Convolutional Network for Web Table Interpretation	2021	Daheng Wang Prashant Shiralkar Colin Lockard Binxuan Huang Xin Luna Dong Meng Jiang	2
+ PDF Chat	TableFormer: Robust Transformer Modeling for Table-Text Encoding	2022	Jingfeng Yang Aditya Gupta Shyam Upadhyay Luheng He Rahul Goel Shachi Paul	2
+ PDF Chat	Calliope: Automatic Visual Data Story Generation from a Spreadsheet	2020	Danqing Shi Xinyue Xu Fuling Sun Yang Shi Nan Cao	2
+ PDF Chat	Competing Models: Inferring Exploration Patterns and Information Relevance via Bayesian Model Selection	2020	Shayan Monadjemi Roman Garnett Alvitta Ottley	2
+ PDF Chat	MobileVisFixer: Tailoring Web Visualizations for Mobile Phones Leveraging an Explainable Reinforcement Learning Framework	2020	Aoyu Wu Wai Tong Tim Dwyer Bongshin Lee Petra Isenberg Huamin Qu	2
+	Monte Carlo cross validation	2001	Qing‐Song Xu Yi‐Zeng Liang	2
+ PDF Chat	Representing Numbers in NLP: a Survey and a Vision	2021	Avijit Thawani Jay Pujara Filip Ilievski Pedro Szekely	2
+ PDF Chat	Table2Charts	2021	Mengyu Zhou Qingtao Li Xinyi He Yuejiang Li Yibo Liu Wei Ji Shi Han Yining Chen Daxin Jiang Dongmei Zhang	2
+	Efficient Transformers: A Survey	2020	Yi Tay Mostafa Dehghani Dara Bahri Donald Metzler	2
+	Attention Is All You Need	2017	Ashish Vaswani Noam Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan N. Gomez Łukasz Kaiser Illia Polosukhin	2
+	Embedding Projector: Interactive Visualization and Interpretation of Embeddings	2016	Daniel Smilkov Nikhil Thorat Charles Nicholson Emily Reif Fernanda Viégas Martin Wattenberg	2
+	Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks	2022	Haoyu Dong Zhoujun Cheng Xinyi He Mengyu Zhou Anda Zhou Fan Zhou Ao Liu Han Shi Dongmei Zhang	2
+ PDF Chat	AI4VIS: Survey on Artificial Intelligence Approaches for Data Visualization	2021	Aoyu Wu Yun Wang Xinhuan Shu Dominik Moritz Weiwei Cui Haidong Zhang Dongmei Zhang Huamin Qu	2
+ PDF Chat	VizCommender: Computing Text-Based Similarity in Visualization Repositories for Content-Based Recommendations	2020	Michael Oppermann Robert Kincaid Tamara Munzner	2
+	A Survey on Multi-Task Learning	2017	Yu Zhang Qiang Yang	2
+	Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning	2017	Victor W. Zhong Caiming Xiong Richard Socher	2
+	RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers	2020	Bailin Wang Richard Shin Xiaodong Liu Oleksandr Polozov Matthew Richardson	2
+ PDF Chat	Large-Scale Linear RankSVM	2014	Ching-pei Lee Chih‐Jen Lin	2
+ PDF Chat	Learning Visual Importance for Graphic Designs and Data Visualizations	2017	Zoya Bylinskii Nam Wook Kim Peter O’Donovan Sami Alsheikh Spandan Madan Hanspeter Pfister Frédo Durand Bryan Russell Aaron Hertzmann	2
+ PDF Chat	Language to Logical Form with Neural Attention	2016	Li Dong Mirella Lapata	2
+	Web Table Extraction, Retrieval and Augmentation: A Survey	2020	Shuo Zhang Krisztian Balog	2
+	TURL: Table Understanding through Representation Learning	2020	Xiang Deng Huan Sun Alyssa Lees You Wu Cong Yu	2
+ PDF Chat	Composition and Configuration Patterns in Multiple-View Visualizations	2020	Xi Chen Wei Zeng Yanna Lin Hayder Mahdi AI-maneea Jonathan C. Roberts Remco Chang	2
+	GitTables: A Large-Scale Corpus of Relational Tables	2021	Madelon Hulsebos Çağatay Demiralp Paul Groth	2
+	BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	2018	Jacob Devlin Ming‐Wei Chang Kenton Lee Kristina Toutanova	2
+ PDF Chat	Numeracy for Language Models: Evaluating and Improving their Ability to Predict Numbers	2018	Georgios Spithourakis Sebastian Riedel	1
+ PDF Chat	Neural Machine Translation of Rare Words with Subword Units	2016	Rico Sennrich Barry Haddow Alexandra Birch	1
+	ERNIE: Enhanced Language Representation with Informative Entities	2019	Zhengyan Zhang Xu Han Zhiyuan Liu Xin Jiang Maosong Sun Qun Liu	1
+ PDF Chat	Sherlock	2019	Madelon Hulsebos Kevin Hu Michiel A. Bakker Emanuel Zgraggen Arvind Satyanarayan Tim Kraska Çağatay Demiralp César A. Hidalgo	1
+ PDF Chat	What do Neural Machine Translation Models Learn about Morphology?	2017	Yonatan Belinkov Nadir Durrani Fahim Dalvi Hassan Sajjad James Glass	1
+	Sequence Level Training with Recurrent Neural Networks	2015	Marc’Aurelio Ranzato Sumit Chopra Michael Auli Wojciech Zaremba	1
+	A Multiscale Visualization of Attention in the Transformer Model	2019	Jesse Vig	1
+ PDF Chat	Hierarchical Transformers for Multi-Document Summarization	2019	Yang Liu Mirella Lapata	1
+	Do NLP Models Know Numbers? Probing Numeracy in Embeddings	2019	Eric Wallace Yizhong Wang Sujian Li Sameer Singh Matt Gardner	1
+	Efficient Estimation of Word Representations in Vector Space	2013	Tomáš Mikolov Kai Chen Greg S. Corrado Jay B. Dean	1
+	What Does BERT Look at? An Analysis of BERT’s Attention	2019	Kevin Clark Urvashi Khandelwal Omer Levy Christopher D. Manning	1