Haoyu Dong

Senior Researcher

论文与出版物

查看方式：

- MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
  
  Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Lingjiao Chen, Dongmei Zhang, Surajit Chaudhuri, H. V. Jagadish
  
  NeurIPS 2025 | November 2025
  
  Publication
- Table-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning
  
  Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang, Surajit Chaudhuri
  
  EMNLP 2025 | November 2025
  
  Preprint
- Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search
  
  Shuocheng Li, Yihao Liu, Silin Du, Wenxuan Zeng, Zhe Xu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  AAAI 2026 | September 2025
  
  Publication
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- 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 项目
- 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 项目
- 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
  
  项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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, 第 194 卷
  
  Publication

- MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
  
  Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Lingjiao Chen, Dongmei Zhang, Surajit Chaudhuri, H. V. Jagadish
  
  NeurIPS 2025 | November 2025
  
  Publication
- Table-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning
  
  Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang, Surajit Chaudhuri
  
  EMNLP 2025 | November 2025
  
  Preprint
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- 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
  
  项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- Unsupervised dictionary learning with Fisher discriminant for clustering
  
  Mai Xu, Haoyu Dong, Chen Chen, Ling Li
  
  Neurocomputing | June 2016, 第 194 卷
  
  Publication
- MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
  
  Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Lingjiao Chen, Dongmei Zhang, Surajit Chaudhuri, H. V. Jagadish
  
  NeurIPS 2025 | November 2025
  
  Publication
- Table-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning
  
  Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang, Surajit Chaudhuri
  
  EMNLP 2025 | November 2025
  
  Preprint
- Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search
  
  Shuocheng Li, Yihao Liu, Silin Du, Wenxuan Zeng, Zhe Xu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  AAAI 2026 | September 2025
  
  Publication
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- 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 项目
- 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 项目
- 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
  
  项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
  
  Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Lingjiao Chen, Dongmei Zhang, Surajit Chaudhuri, H. V. Jagadish
  
  NeurIPS 2025 | November 2025
  
  Publication
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- 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 项目
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- 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
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- 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 项目
- 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 项目
- 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

- MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
  
  Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Lingjiao Chen, Dongmei Zhang, Surajit Chaudhuri, H. V. Jagadish
  
  NeurIPS 2025 | November 2025
  
  Publication
- Table-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning
  
  Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang, Surajit Chaudhuri
  
  EMNLP 2025 | November 2025
  
  Preprint
- Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search
  
  Shuocheng Li, Yihao Liu, Silin Du, Wenxuan Zeng, Zhe Xu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  AAAI 2026 | September 2025
  
  Publication
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint 项目
- 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 项目
- 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 项目
- 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
  
  项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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 项目
- 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, 第 194 卷
  
  Publication

Haoyu Dong

论文与出版物

MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark

Table-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning

Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search

TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models

TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models

SpreadsheetLLM: Encoding Spreadsheets for Large Language Models

Large Language Models for Tabular Data: Progresses and Future Directions

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

Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities

NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries

HermEs: Interactive Spreadsheet Formula Prediction via Hierarchical Formulet Expansion

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

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

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

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

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

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

Semantic Table Structure Identification in Spreadsheets

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

Neural Formatting for Spreadsheet Tables

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

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

Visualization Assessment: A Machine Learning Approach

TableSense: Spreadsheet Table Detection with Convolutional Neural Networks

Learning Dynamic GMM for Attention Distribution on Single-face Videos

Unsupervised dictionary learning with Fisher discriminant for clustering

MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark

Table-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning

TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models

TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models

HermEs: Interactive Spreadsheet Formula Prediction via Hierarchical Formulet Expansion

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

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

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

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

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

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

Semantic Table Structure Identification in Spreadsheets

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

Neural Formatting for Spreadsheet Tables

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

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

Visualization Assessment: A Machine Learning Approach

TableSense: Spreadsheet Table Detection with Convolutional Neural Networks

Unsupervised dictionary learning with Fisher discriminant for clustering

MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark

Table-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning

Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search

TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models

TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models

SpreadsheetLLM: Encoding Spreadsheets for Large Language Models

Large Language Models for Tabular Data: Progresses and Future Directions

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

Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities

NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries

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

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

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

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

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

Neural Formatting for Spreadsheet Tables

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

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

MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark

TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models

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

TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models

TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models

Visualization Assessment: A Machine Learning Approach

TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models

Semantic Table Structure Identification in Spreadsheets

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

Learning Dynamic GMM for Attention Distribution on Single-face Videos

MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark

Table-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning

Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search

TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models

TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models