Open Question Answering over Tables and Text

20 October 2020

Papers citing "Open Question Answering over Tables and Text"

50 / 125 papers shown

Title
How well do LLMs reason over tabular data, really? Cornelius Wolff Madelon Hulsebos LMTD ELM LRM 45 0 0 12 May 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong X. Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Yu Jiang ALM ELM 84 1 0 26 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 46 0 0 17 Apr 2025
TransientTables: Evaluating LLMs' Reasoning on Temporally Evolving Semi-structured Tables Abhilash Shankarampeta Harsh Mahajan Tushar Kataria Dan Roth Vivek Gupta LMTD ReLM LRM 51 0 0 02 Apr 2025
HCT-QA: A Benchmark for Question Answering on Human-Centric Tables M. Ahmad Zan Naeem Michaël Aupetit A. Elmagarmid M. Eltabakh Xiasong Ma M. Ouzzani Chaoyi Ruan LMTD 119 0 0 09 Mar 2025
DETQUS: Decomposition-Enhanced Transformers for QUery-focused Summarization Yasir Khan Xinlei Wu Sangpil Youm Justin Ho Aryaan Shaikh Jairo Garciga Rohan Sharma Bonnie J. Dorr LMTD 80 0 0 07 Mar 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
HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference Optimization Zhenghao Liu H. Wang Xinze Li Qiushi Xiong Xiaocui Yang ... Yukun Yan Qi Shi Fangfang Li Ge Yu Maosong Sun LMTD 57 0 0 24 Feb 2025
Question Answering with Texts and Tables through Deep Reinforcement Learning M. M. José Flávio Nakasato Cação Maria F. Ribeiro Rafael M. Cheang Paulo Pirozelli Fabio Gagliardi Cozman LMTD RALM 165 0 0 21 Feb 2025
FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Seunghee Kim Changhyeon Kim Taeuk Kim LRM 83 1 0 20 Feb 2025
Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method Peter Baile Chen Yi Zhang Michael Cafarella Dan Roth RALM AIFin 139 2 0 30 Jan 2025
TQA-Bench: Evaluating LLMs for Multi-Table Question Answering with Scalable Context and Symbolic Extension Zipeng Qiu You Peng Guangxin He Binhang Yuan Chen Wang LMTD 106 2 0 29 Nov 2024
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 67 1 0 26 Oct 2024
Telco-DPR: A Hybrid Dataset for Evaluating Retrieval Models of 3GPP Technical Specifications Thaina Saraiva Marco Sousa Pedro Vieira António Rodrigues 29 0 0 15 Oct 2024
Into the Unknown Unknowns: Engaged Human Learning through Participation in Language Model Agent Conversations Yucheng Jiang Yijia Shao Dekun Ma Sina J. Semnani Monica S. Lam LLMAG 32 14 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
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering Xianjie Wu Jian Yang Linzheng Chai Ge Zhang Jiaheng Liu ... Xianfu Cheng Tianzhen Sun Guanglin Niu Tongliang Li Zhoujun Li LMTD ELM 65 19 0 17 Aug 2024
Enhancing Temporal Understanding in LLMs for Semi-structured Tables Irwin Deng Kushagra Dixit Vivek Gupta Dan Roth LMTD 32 2 0 22 Jul 2024
SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers Shraman Pramanick Rama Chellappa Subhashini Venugopalan 45 13 0 12 Jul 2024
SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation Zeyao Ma Bohan Zhang Jing Zhang Jifan Yu Xiaokang Zhang Xiaohan Zhang Sijia Luo Xi Wang Jie Tang LMTD 57 5 0 21 Jun 2024
TTQA-RS- A break-down prompting approach for Multi-hop Table-Text Question Answering with Reasoning and Summarization Jayetri Bardhan Bushi Xiao Daisy Zhe Wang LRM LMTD 27 2 0 20 Jun 2024
Towards Robust Evaluation: A Comprehensive Taxonomy of Datasets and Metrics for Open Domain Question Answering in the Era of Large Language Models Akchay Srivastava Atif Memon ELM 40 1 0 19 Jun 2024
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers Myeonghwa Lee Seonho An Min-Soo Kim 3DV RALM 31 18 0 18 Jun 2024
Generating Tables from the Parametric Knowledge of Language Models Yevgeni Berkovitch Oren Glickman Amit Somech Tomer Wolfson LMTD 46 1 0 16 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
Redefining Information Retrieval of Structured Database via Large Language Models Mingzhu Wang Yuzhe Zhang Qihang Zhao Juanyi Yang Hong Zhang RALM KELM 27 0 0 09 May 2024
Tabular Embedding Model (TEM): Finetuning Embedding Models For Tabular RAG Applications S. Khanna Shishir Subedi LMTD 33 3 0 28 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
How Robust are the Tabular QA Models for Scientific Tables? A Study using Customized Dataset Akash Ghosh Venkata Sahith Bathini Niloy Ganguly Pawan Goyal Mayank Singh LMTD 24 1 0 30 Mar 2024
MFORT-QA: Multi-hop Few-shot Open Rich Table Question Answering Che Guan Mengyu Huang Peng Zhang RALM LMTD 26 3 0 28 Mar 2024
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios Xiaokang Zhang Jing Zhang Zeyao Ma Yang Li Bohan Zhang ... D. Li Shu Zhao Juan-Zi Li Jie Tang J. Tang LMTD RALM 44 20 0 28 Mar 2024
Denoising Table-Text Retrieval for Open-Domain Question Answering Deokhyung Kang Baikjin Jung Yunsu Kim Gary Geunbae Lee RALM LMTD 21 0 0 26 Mar 2024
DACO: Towards Application-Driven and Comprehensive Data Analysis via Code Generation Xueqing Wu Rui Zheng Jingzhen Sha Te-Lin Wu Hanyu Zhou Mohan Tang Kai-Wei Chang Nanyun Peng Haoran Huang 49 1 0 04 Mar 2024
BlendSQL: A Scalable Dialect for Unifying Hybrid Question Answering in Relational Algebra Parker Glenn Parag Dakle Liang Wang Preethi Raghavan ReLM 37 6 0 27 Feb 2024
PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Synthesis in Question Answering Yiming Du Hongru Wang Zhengyi Zhao Bin Liang Baojun Wang Wanjun Zhong Zezhong Wang Kam-Fai Wong RALM 37 7 0 26 Feb 2024
Faithful Temporal Question Answering over Heterogeneous Sources Zhen Jia Philipp Christmann G. Weikum 25 9 0 23 Feb 2024
On the Multi-turn Instruction Following for Conversational Web Agents Yang Deng Xuan Zhang Wenxuan Zhang Yifei Yuan See-Kiong Ng Tat-Seng Chua LLMAG LM&Ro 31 22 0 23 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
Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid Data Dehai Min Nan Hu Rihui Jin Nuo Lin Jiaoyan Chen ... Yu Li Guilin Qi Yun Li Nijun Li Qianren Wang LMTD 33 13 0 20 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 23 14 0 17 Feb 2024
Exploring Hybrid Question Answering via Program-based Prompting Qi Shi Han Cui Haofeng Wang Qingfu Zhu Wanxiang Che Ting Liu 21 3 0 16 Feb 2024
Equipping Language Models with Tool Use Capability for Tabular Data Analysis in Finance Adrian Theuma Ehsan Shareghi 24 4 0 27 Jan 2024
TAT-LLM: A Specialized Language Model for Discrete Reasoning over Tabular and Textual Data Fengbin Zhu Ziyang Liu Fuli Feng Chao Wang Moxin Li Tat-Seng Chua LMTD LRM 21 15 0 24 Jan 2024
Rethinking Tabular Data Understanding with Large Language Models Tianyang Liu Fei Wang Muhao Chen ReLM LMTD LRM 29 13 0 27 Dec 2023
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
SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models Shicheng Liu Jialiang Xu Wesley Tjangnaka Sina J. Semnani Chen Jie Yu Monica S. Lam 26 4 0 16 Nov 2023
TempTabQA: Temporal Question Answering for Semi-Structured Tables Vivek Gupta Pranshu Kandoi M. Vora Shuo Zhang Yujie He R. Reinanda Vivek Srikumar LMTD 21 16 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
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 182 0 11 Oct 2023