Haoyu Dong

SpreadsheetLLM: Encoding Spreadsheets for Large Language Models

Haoyu Dong, Yuzhang Tian, Jianbo Zhao, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024

Preprint Project

Large Language Models for Tabular Data: Progresses and Future Directions

Haoyu Dong, Zhiruo Wang

SIGIR'2024 | July 2024

Publication

KET-QA: A Dataset for Knowledge Enhanced Table Question Answering

Mengkang Hu, Haoyu Dong, Ping Luo, Shi Han, Dongmei Zhang

COLING-LREC'2024 | May 2024

Publication Project

Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities

Shiyu Xia, Junyu Xiong, Haoyu Dong, Jianbo Zhao, Yuzhang Tian, Mengyu Zhou, Yeye He, Shi Han, Dongmei Zhang

Proceedings of the 3rd Workshop on Advances in Language and Vision Research (ALVR) at ACL'2024 | May 2024

Publication

NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries

Wei Zhao, Zhitao Hou, Siyuan Wu, Yan Gao, Haoyu Dong, Yao Wan, Hongyu Zhang, Yulei Sui, Haidong Zhang

EACL'2024 | March 2024

Publication

HermEs: Interactive Spreadsheet Formula Prediction via Hierarchical Formulet Expansion

Wanrong He, Haoyu Dong, Yihuai Gao, Zhichao Fan, Xingzhuo Guo, Zhitao Hou, Xiao Lv, Ran Jia, Shi Han, Dongmei Zhang

ACL 2023 MainTrack | July 2023

Publication

Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks

Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang

IJCAI'2022 SURVEY TRACK | July 2022

Project

FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining

Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation

Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang

EMNLP'22 Main Track | May 2022

Publication

TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data

Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Shi Han, Dongmei Zhang

EMNLP'22 Oral Main Track | May 2022

Publication

TUTA: Tree-based Transformers for Generally Structured Table Pre-training

Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)

KDD | August 2021

Publication Project

Semantic Table Structure Identification in Spreadsheets

Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan

ISSTA | July 2021

Author's Version Project

Structure-aware Pre-training for Table Understanding with Tree-based Transformers

Zhiruo Wang, Haoyu Dong, Ran Jia, Jia Li, Zhiyi Fu, Shi Han, Dongmei Zhang

arXiv | October 2020

Publication Project

Neural Formatting for Spreadsheet Tables

Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang

CIKM'20 (among five best paper nominees in full research track) | October 2020

DOI Project

Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture

Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang

CIKM'20 (applied research track) | October 2020

DOI Project

Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture

Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang

Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019

Publication Project

Visualization Assessment: A Machine Learning Approach

Xin Fu (intern), Yun Wang, Haoyu Dong, Weiwei Cui, Haidong Zhang

Proceedings of the 2019 IEEE VIS Conference | October 2019

Publication

TableSense: Spreadsheet Table Detection with Convolutional Neural Networks

Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang

Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19) | January 2019

Publication Project

Learning Dynamic GMM for Attention Distribution on Single-face Videos

Yun Ren, Zulin Wang, Mai Xu, Haoyu Dong, Shengxi Li

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops | June 2017

Publication

Unsupervised dictionary learning with Fisher discriminant for clustering

Mai Xu, Haoyu Dong, Chen Chen, Ling Li

Neurocomputing | June 2016, Vol 194

Publication

SpreadsheetLLM: Encoding Spreadsheets for Large Language Models

Haoyu Dong, Yuzhang Tian, Jianbo Zhao, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024

Preprint Project

Large Language Models for Tabular Data: Progresses and Future Directions

Haoyu Dong, Zhiruo Wang

SIGIR'2024 | July 2024

Publication

KET-QA: A Dataset for Knowledge Enhanced Table Question Answering

Mengkang Hu, Haoyu Dong, Ping Luo, Shi Han, Dongmei Zhang

COLING-LREC'2024 | May 2024

Publication Project

Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities

Shiyu Xia, Junyu Xiong, Haoyu Dong, Jianbo Zhao, Yuzhang Tian, Mengyu Zhou, Yeye He, Shi Han, Dongmei Zhang

Proceedings of the 3rd Workshop on Advances in Language and Vision Research (ALVR) at ACL'2024 | May 2024

Publication

NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries

Wei Zhao, Zhitao Hou, Siyuan Wu, Yan Gao, Haoyu Dong, Yao Wan, Hongyu Zhang, Yulei Sui, Haidong Zhang

EACL'2024 | March 2024

Publication

Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks

Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang

IJCAI'2022 SURVEY TRACK | July 2022

Project

PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation

Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang

EMNLP'22 Main Track | May 2022

Publication

TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data

Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Shi Han, Dongmei Zhang

EMNLP'22 Oral Main Track | May 2022

Publication

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

TUTA: Tree-based Transformers for Generally Structured Table Pre-training

Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)

KDD | August 2021

Publication Project

Neural Formatting for Spreadsheet Tables

Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang

CIKM'20 (among five best paper nominees in full research track) | October 2020

DOI Project

Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture

Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang

CIKM'20 (applied research track) | October 2020

DOI Project

Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture

Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang

Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019

Publication Project

HermEs: Interactive Spreadsheet Formula Prediction via Hierarchical Formulet Expansion

Wanrong He, Haoyu Dong, Yihuai Gao, Zhichao Fan, Xingzhuo Guo, Zhitao Hou, Xiao Lv, Ran Jia, Shi Han, Dongmei Zhang

ACL 2023 MainTrack | July 2023

Publication

Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks

Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang

IJCAI'2022 SURVEY TRACK | July 2022

Project

PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation

Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang

EMNLP'22 Main Track | May 2022

Publication

TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data

Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Shi Han, Dongmei Zhang

EMNLP'22 Oral Main Track | May 2022

Publication

FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining

Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

TUTA: Tree-based Transformers for Generally Structured Table Pre-training

Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)

KDD | August 2021

Publication Project

Semantic Table Structure Identification in Spreadsheets

Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan

ISSTA | July 2021

Author's Version Project

Structure-aware Pre-training for Table Understanding with Tree-based Transformers

Zhiruo Wang, Haoyu Dong, Ran Jia, Jia Li, Zhiyi Fu, Shi Han, Dongmei Zhang

arXiv | October 2020

Publication Project

Neural Formatting for Spreadsheet Tables

Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang

CIKM'20 (among five best paper nominees in full research track) | October 2020

DOI Project

Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture

Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang

CIKM'20 (applied research track) | October 2020

DOI Project

Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture

Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang

Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019

Publication Project

Visualization Assessment: A Machine Learning Approach

Xin Fu (intern), Yun Wang, Haoyu Dong, Weiwei Cui, Haidong Zhang

Proceedings of the 2019 IEEE VIS Conference | October 2019

Publication

TableSense: Spreadsheet Table Detection with Convolutional Neural Networks

Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang

Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19) | January 2019

Publication Project

Unsupervised dictionary learning with Fisher discriminant for clustering

Mai Xu, Haoyu Dong, Chen Chen, Ling Li

Neurocomputing | June 2016, Vol 194

Publication

FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining

Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

Semantic Table Structure Identification in Spreadsheets

Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan

ISSTA | July 2021

Author's Version Project

Learning Dynamic GMM for Attention Distribution on Single-face Videos

Yun Ren, Zulin Wang, Mai Xu, Haoyu Dong, Shengxi Li

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops | June 2017

Publication

Visualization Assessment: A Machine Learning Approach

Xin Fu (intern), Yun Wang, Haoyu Dong, Weiwei Cui, Haidong Zhang

Proceedings of the 2019 IEEE VIS Conference | October 2019

Publication

SpreadsheetLLM: Encoding Spreadsheets for Large Language Models

Haoyu Dong, Yuzhang Tian, Jianbo Zhao, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024

Preprint Project

Large Language Models for Tabular Data: Progresses and Future Directions

Haoyu Dong, Zhiruo Wang

SIGIR'2024 | July 2024

Publication

KET-QA: A Dataset for Knowledge Enhanced Table Question Answering

Mengkang Hu, Haoyu Dong, Ping Luo, Shi Han, Dongmei Zhang

COLING-LREC'2024 | May 2024

Publication Project

Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities

Shiyu Xia, Junyu Xiong, Haoyu Dong, Jianbo Zhao, Yuzhang Tian, Mengyu Zhou, Yeye He, Shi Han, Dongmei Zhang

Proceedings of the 3rd Workshop on Advances in Language and Vision Research (ALVR) at ACL'2024 | May 2024

Publication

NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries

Wei Zhao, Zhitao Hou, Siyuan Wu, Yan Gao, Haoyu Dong, Yao Wan, Hongyu Zhang, Yulei Sui, Haidong Zhang

EACL'2024 | March 2024

Publication

HermEs: Interactive Spreadsheet Formula Prediction via Hierarchical Formulet Expansion

Wanrong He, Haoyu Dong, Yihuai Gao, Zhichao Fan, Xingzhuo Guo, Zhitao Hou, Xiao Lv, Ran Jia, Shi Han, Dongmei Zhang

ACL 2023 MainTrack | July 2023

Publication

Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks

Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang

IJCAI'2022 SURVEY TRACK | July 2022

Project

PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation

Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang

EMNLP'22 Main Track | May 2022

Publication

TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data

Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Shi Han, Dongmei Zhang

EMNLP'22 Oral Main Track | May 2022

Publication

FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining

Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

TUTA: Tree-based Transformers for Generally Structured Table Pre-training

Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)

KDD | August 2021

Publication Project

Semantic Table Structure Identification in Spreadsheets

Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan

ISSTA | July 2021

Author's Version Project

Structure-aware Pre-training for Table Understanding with Tree-based Transformers

Zhiruo Wang, Haoyu Dong, Ran Jia, Jia Li, Zhiyi Fu, Shi Han, Dongmei Zhang

arXiv | October 2020

Publication Project

Neural Formatting for Spreadsheet Tables

Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang

CIKM'20 (among five best paper nominees in full research track) | October 2020

DOI Project

Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture

Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang

CIKM'20 (applied research track) | October 2020

DOI Project

Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture

Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang

Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019

Publication Project

Visualization Assessment: A Machine Learning Approach

Xin Fu (intern), Yun Wang, Haoyu Dong, Weiwei Cui, Haidong Zhang

Proceedings of the 2019 IEEE VIS Conference | October 2019

Publication

TableSense: Spreadsheet Table Detection with Convolutional Neural Networks

Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang

Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19) | January 2019

Publication Project

Learning Dynamic GMM for Attention Distribution on Single-face Videos

Yun Ren, Zulin Wang, Mai Xu, Haoyu Dong, Shengxi Li

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops | June 2017

Publication

Unsupervised dictionary learning with Fisher discriminant for clustering

Mai Xu, Haoyu Dong, Chen Chen, Ling Li

Neurocomputing | June 2016, Vol 194

Publication