Retrieving Complex Tables with Multi-Granular Graph Representation Learning

Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2021

4 May 2021

Fei Wang

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Papers citing "Retrieving Complex Tables with Multi-Granular Graph Representation Learning"

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Title
Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Xiaofeng Wu Alan Ritter Wei Xu LMTD 181 4 0 31 Jul 2025
NLCTables: A Dataset for Marrying Natural Language Conditions with Table DiscoveryAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Lingxi Cui Haoyang Li Ke Chen Lidan Shou Gang Chen LMTD 99 1 0 22 Apr 2025
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy CitationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Jiajun Shen Tong Zhou Yubo Chen Delai Qiu Shengping Liu Kang Liu Jun Zhao HILM RALM 384 1 0 21 Apr 2025
Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System Muhammad Imam Luthfi Balaka David Alexander Qian Wang Yue Gong Adila Krisnadhi Raul Castro Fernandez LMTD RALM 176 7 0 12 Apr 2025
TabSketchFM: Sketch-based Tabular Representation Learning for Data Discovery over Data Lakes Aamod Khatiwada Harsha Kokel Ibrahim Abdelaziz Subhajit Chaudhury Julian T Dolby Oktie Hassanzadeh Zhenhan Huang Tejaswini Pedapati Horst Samulowitz Kavitha Srinivas LMTD 327 6 0 28 Jun 2024
Beyond Text-to-SQL for IoT Defense: A Comprehensive Framework for Querying and Classifying IoT Threats Ryan Pavlich Nima Ebadi Richard Tarbell Billy Linares Adrian Tan ... Jerris George Rocky Slavin Kim-Kwang Raymond Choo Glenn Dietrich Anthony Rios 204 2 0 25 Jun 2024
HGT: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding Rihui Jin Yu Li Guilin Qi Nan Hu Yuan-Fang Li Jiaoyan Chen Jianan Wang Yongrui Chen Dehai Min LMTD 158 0 0 28 Mar 2024
API-Assisted Code Generation for Question Answering on Varied Table StructuresConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yihan Cao Shuyi Chen Ryan Liu Zhiruo Wang Daniel Fried LMTD 180 24 0 23 Oct 2023
Enhancing Open-Domain Table Question Answering via Syntax- and Structure-aware Dense RetrievalInternational Joint Conference on Natural Language Processing (IJCNLP), 2023 Nengzheng Jin Dongfang Li Junying Chen Joanna Siebert Qingcai Chen RALM LMTD 160 4 0 19 Sep 2023
HYTREL: Hypergraph-enhanced Tabular Data Representation LearningNeural Information Processing Systems (NeurIPS), 2023 Pei Chen Soumajyoti Sarkar Leonard Lausen Ninad Kulkarni Sheng Zha Ruihong Huang George Karypis LMTD 206 42 0 14 Jul 2023
LakeBench: Benchmarks for Data Discovery over Data Lakes Kavitha Srinivas Julian T Dolby Ibrahim Abdelaziz Oktie Hassanzadeh Harsha Kokel Aamod Khatiwada Tejaswini Pedapati Subhajit Chaudhury Horst Samulowitz 157 14 0 09 Jul 2023
Embeddings for Tabular Data: A Survey Rajat Singh Srikanta J. Bedathur LMTD 130 4 0 23 Feb 2023
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based ReasoningAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Yunhu Ye Binyuan Hui Min Yang Binhua Li Fei Huang Yongbin Li LMTD ReLM LRM 279 213 0 31 Jan 2023
Semi-Structured Object Sequence EncodersConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 V. Rudramurthy Riyaz Ahmad Bhat Chulaka Gunasekara Siva Sankalp Patel H. Wan Tejas I. Dhamecha Danish Contractor Marina Danilevsky 401 0 0 03 Jan 2023
DeepJoin: Joinable Table Discovery with Pre-trained Language ModelsProceedings of the VLDB Endowment (PVLDB), 2022 Yuyang Dong Chuan Xiao Takuma Nozawa Masafumi Enomoto Masafumi Oyamada 129 39 0 15 Dec 2022
Table Retrieval May Not Necessitate Table-specific Model Design Zhiruo Wang Zhengbao Jiang Eric Nyberg Graham Neubig LMTD 151 18 0 19 May 2022
TransTab: Learning Transferable Tabular Transformers Across TablesNeural Information Processing Systems (NeurIPS), 2022 Zifeng Wang Jimeng Sun LMTD 159 179 0 19 May 2022
Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance LearningNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 Fei Wang Zhewei Xu Pedro A. Szekely Muhao Chen LMTD 200 56 0 08 May 2022
Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream TasksInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Haoyu Dong Zhoujun Cheng Xinyi He Mengyuan Zhou Anda Zhou Fan Zhou Ao Liu Shi Han Dongmei Zhang LMTD 355 72 0 24 Jan 2022
FORTAP: Using Formulas for Numerical-Reasoning-Aware Table Pretraining Zhoujun Cheng Haoyu Dong Ran Jia Pengfei Wu Shi Han Fan Cheng Dongmei Zhang AIMat ReLM LMTD LRM 203 31 0 15 Sep 2021
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 LMTD 331 137 0 15 Aug 2021