Open Domain Question Answering over Tables via Dense Retrieval

22 March 2021

Jonathan Herzig

Thomas Müller

Syrine Krichene

Julian Martin Eisenschlos

Papers citing "Open Domain Question Answering over Tables via Dense Retrieval"

50 / 52 papers shown

Title
DataScout: Automatic Data Fact Retrieval for Statement Augmentation with an LLM-Based Agent Chuer Chen Yuqi Liu Danqing Shi Shixiong Cao Nan Cao 40 0 0 24 Apr 2025
Bridging Queries and Tables through Entities in Table Retrieval Da Li Keping Bi J. Guo Xueqi Cheng LMTD 26 0 0 09 Apr 2025
GTR: Graph-Table-RAG for Cross-Table Question Answering Jiaru Zou Dongqi Fu Sirui Chen Xinrui He Zihao Li Yada Zhu Jiawei Han Jingrui He LMTD 43 0 0 02 Apr 2025
Tailoring Table Retrieval from a Field-aware Hybrid Matching Perspective Da Li Keping Bi J. Guo Xueqi Cheng LMTD 48 0 0 04 Mar 2025
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 70 1 0 26 Oct 2024
Multi-Field Adaptive Retrieval Millicent Li Tongfei Chen Benjamin Van Durme Patrick Xia 119 1 0 26 Oct 2024
Unified Multi-Modal Interleaved Document Representation for Information Retrieval Jaewoo Lee Joonho Ko Jinheon Baek Soyeong Jeong Sung Ju Hwang 20 1 0 03 Oct 2024
SynTQA: Synergistic Table-based Question Answering via Mixture of Text-to-SQL and E2E TQA Siyue Zhang Anh Tuan Luu Chen Zhao LMTD 26 4 0 25 Sep 2024
Text2SQL is Not Enough: Unifying AI and Databases with TAG Asim Biswal Liana Patel Siddarth Jha Amog Kamsetty Shu Liu Joseph E. Gonzalez Carlos Guestrin Matei A. Zaharia LMTD 3DV 29 15 0 27 Aug 2024
Reasoning Factual Knowledge in Structured Data with Large Language Models Sirui Huang Yanggan Gu Xuming Hu Zhonghao Li Qing Li Guandong Xu HILM LMTD 27 1 0 22 Aug 2024
Database-Augmented Query Representation for Information Retrieval Soyeong Jeong Jinheon Baek Sukmin Cho Sung Ju Hwang Jong C. Park 37 2 0 23 Jun 2024
cPAPERS: A Dataset of Situated and Multimodal Interactive Conversations in Scientific Papers Anirudh S. Sundar Jin Xu William Gay Christopher Richardson Larry Heck 49 0 0 12 Jun 2024
SPAGHETTI: Open-Domain Question Answering from Heterogeneous Data Sources with Retrieval and Semantic Parsing Heidi C. Zhang Sina J. Semnani Farhad Ghassemi Jialiang Xu Shicheng Liu Monica S. Lam RALM 29 6 0 01 Jun 2024
TANQ: An open domain dataset of table answered questions Mubashara Akhtar Chenxi Pang Andreea Marzoca Yasemin Altun Julian Martin Eisenschlos LMTD RALM 41 1 0 13 May 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 41 1 0 19 Apr 2024
Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval Peter Baile Chen Yi Zhang Dan Roth LMTD 44 12 0 15 Apr 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 37 65 0 27 Feb 2024
OpenTab: Advancing Large Language Models as Open-domain Table Reasoners Kezhi Kong Jiani Zhang Zhengyuan Shen Balasubramaniam Srinivasan Chuan Lei Christos Faloutsos Huzefa Rangwala George Karypis LMTD ReLM RALM LRM 49 17 0 22 Feb 2024
DBCopilot: Natural Language Querying over Massive Databases via Schema Routing Tianshu Wang Hongyu Lin Hongyu Lin Le Sun Xiaoyang Chen Hao Wang Zhenyu Zeng 29 0 0 06 Dec 2023
AdaTyper: Adaptive Semantic Column Type Detection Madelon Hulsebos Paul Groth cCaugatay Demiralp LMTD 14 3 0 23 Nov 2023
Improving Hateful Meme Detection through Retrieval-Guided Contrastive Learning Jingbiao Mei Jinghong Chen Weizhe Lin Bill Byrne Marcus Tomalin VLM 24 4 0 14 Nov 2023
DIVKNOWQA: Assessing the Reasoning Ability of LLMs via Open-Domain Question Answering over Knowledge Base and Text Wenting Zhao Ye Liu Tong Niu Yao Wan Philip S. Yu Shafiq R. Joty Yingbo Zhou Semih Yavuz LRM 14 6 0 31 Oct 2023
Localize, Retrieve and Fuse: A Generalized Framework for Free-Form Question Answering over Tables Wenting Zhao Ye Liu Yao Wan Yibo Wang Zhongfen Deng Philip S. Yu RALM LMTD 19 7 0 20 Sep 2023
Enhancing Open-Domain Table Question Answering via Syntax- and Structure-aware Dense Retrieval Nengzheng Jin Dongfang Li Junying Chen Joanna Siebert Qingcai Chen RALM LMTD 30 2 0 19 Sep 2023
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks Omri Suissa M. Zhitomirsky-Geffet Avshalom Elmalech 16 1 0 30 Jul 2023
HYTREL: Hypergraph-enhanced Tabular Data Representation Learning Pei Chen Soumajyoti Sarkar Leonard Lausen Balasubramaniam Srinivasan Sheng Zha Ruihong Huang George Karypis LMTD 28 33 0 14 Jul 2023
InfoSync: Information Synchronization across Multilingual Semi-structured Tables Siddharth Khincha Chelsi Jain Vivek Gupta Tushar Kataria Shuo Zhang SyDa 28 2 0 06 Jul 2023
Retrieval-Based Transformer for Table Augmentation Michael R. Glass Xueqing Wu Ankita Rajaram Naik Gaetano Rossiello A. Gliozzo RALM LMTD 24 6 0 20 Jun 2023
Reimagining Retrieval Augmented Language Models for Answering Queries W. Tan Yuliang Li Pedro Rodriguez Rich James Xi Victoria Lin A. Halevy Scott Yih KELM LRM 37 9 0 01 Jun 2023
Comprehensive Solution Program Centric Pretraining for Table-and-Text Hybrid Numerical Reasoning Qianying Liu Dongsheng Yang Wenjie Zhong Fei Cheng Sadao Kurohashi AIMat 28 0 0 12 May 2023
Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over Table Sunjun Kweon Yeonsu Kwon Seonhee Cho Yohan Jo E. Choi LMTD RALM 16 17 0 12 May 2023
Augmented Large Language Models with Parametric Knowledge Guiding Ziyang Luo Can Xu Pu Zhao Xiubo Geng Chongyang Tao Jing Ma Qingwei Lin Daxin Jiang KELM RALM 37 44 0 08 May 2023
The StatCan Dialogue Dataset: Retrieving Data Tables through Conversations with Genuine Intents Xing Han Lù Siva Reddy H. D. Vries LMTD 23 7 0 03 Apr 2023
cTBLS: Augmenting Large Language Models with Conversational Tables Anirudh S. Sundar Larry Heck LMTD 21 7 0 21 Mar 2023
Embeddings for Tabular Data: A Survey Rajat Singh Srikanta J. Bedathur LMTD 27 2 0 23 Feb 2023
Bridge the Gap between Language models and Tabular Understanding Nuo Chen Linjun Shou Ming Gong Jian Pei Chenyu You Jianhui Chang Daxin Jiang Jia Li LMTD 21 6 0 16 Feb 2023
Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation Xinyu Pi Bin Wang Yan Gao Jiaqi Guo Zhoujun Li Jian-Guang Lou LMTD 30 30 0 20 Dec 2022
Improving Cross-task Generalization of Unified Table-to-text Models with Compositional Task Configurations Jifan Chen Yuhao Zhang Lan Liu Rui Dong Xinchi Chen Patrick K. L. Ng William Yang Wang Zhiheng Huang AI4CE 24 4 0 17 Dec 2022
DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data Xiao Li Yin Zhu Sichen Liu Jiangzhou Ju Yuzhong Qu Gong Cheng AIMat RALM LRM 19 15 0 23 Nov 2022
ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and Select Yuchen Zhuang Yinghao Li Jerry Junyang Cheung Yue Yu Yingjun Mou X. Chen Le Song Chao Zhang 19 19 0 26 Oct 2022
Mixed-modality Representation Learning and Pre-training for Joint Table-and-Text Retrieval in OpenQA Junjie Huang Wanjun Zhong Qianchu Liu Ming Gong Daxin Jiang Nan Duan VLM RALM LMTD 103 14 0 11 Oct 2022
A Survey on Table Question Answering: Recent Advances Nengzheng Jin Joanna Siebert Dongfang Li Qingcai Chen LMTD 42 41 0 12 Jul 2022
OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering Zhengbao Jiang Yi Mao Pengcheng He Graham Neubig Weizhu Chen LMTD 19 36 0 08 Jul 2022
Table Retrieval May Not Necessitate Table-specific Model Design Zhiruo Wang Zhengbao Jiang Eric Nyberg Graham Neubig LMTD 27 16 0 19 May 2022
Parameter-Efficient Abstractive Question Answering over Tables or Text Vaishali Pal Evangelos Kanoulas Maarten de Rijke LMTD 19 14 0 07 Apr 2022
End-to-End Table Question Answering via Retrieval-Augmented Generation FeiFei Pan Mustafa Canim Michael R. Glass A. Gliozzo James A. Hendler RALM 3DV LMTD 19 14 0 30 Mar 2022
Open Domain Question Answering with A Unified Knowledge Interface Kaixin Ma Hao Cheng Xiaodong Liu Eric Nyberg Jianfeng Gao RALM 134 38 0 16 Oct 2021
Making Table Understanding Work in Practice Madelon Hulsebos Sneha Gathani James Gale Işıl Dillig Paul T. Groth cCaugatay Demiralp LMTD 15 5 0 11 Sep 2021
ReasonBERT: Pre-trained to Reason with Distant Supervision Xiang Deng Yu-Chuan Su Alyssa Lees You Wu Cong Yu Huan Sun ReLM RALM OffRL LRM 6 31 0 10 Sep 2021
MATE: Multi-view Attention for Table Transformer Efficiency Julian Martin Eisenschlos Maharshi Gor Thomas Müller William W. Cohen LMTD 69 94 0 09 Sep 2021