HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data

15 April 2020

Papers citing "HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data"

50 / 77 papers shown

Title
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Chuan Xu Qiaosheng Chen Yutong Feng Gong Cheng RALM 3DV VLM 33 0 0 16 May 2025
Group-in-Group Policy Optimization for LLM Agent Training Lang Feng Zhenghai Xue Tingcong Liu Bo An OffRL 12 0 0 16 May 2025
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Yiming Du Wenyu Huang Danna Zheng Zhaowei Wang Sébastien Montella Mirella Lapata Kam-Fai Wong Jeff Z. Pan KELM MU 80 2 0 01 May 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong Xuzhao Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Tianwei Zhang ALM ELM 86 1 0 26 Apr 2025
RePanda: Pandas-powered Tabular Verification and Reasoning Atoosa Malemir Chegini Keivan Rezaei Hamid Eghbalzadeh S. Feizi LRM 41 0 0 14 Mar 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 167 0 0 21 Feb 2025
Tabular Embeddings for Tables with Bi-Dimensional Hierarchical Metadata and Nesting Gyanendra Shrestha Chutain Jiang Sai Akula Vivek Yannam Anna Pyayt Michael Gubanov LMTD 97 0 0 20 Feb 2025
FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Seunghee Kim Changhyeon Kim Taeuk Kim LRM 89 1 0 20 Feb 2025
Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation Satyapriya Krishna Kalpesh Krishna Anhad Mohananey Steven Schwarcz Adam Stambler Shyam Upadhyay Manaal Faruqui ReLM 3DV LRM RALM 44 13 0 28 Jan 2025
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks Iman Barati Arash Ghafouri B. Minaei-Bidgoli LRM 44 0 0 10 Jan 2025
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 73 1 0 26 Oct 2024
CoverBench: A Challenging Benchmark for Complex Claim Verification Alon Jacovi Moran Ambar Eyal Ben-David Uri Shaham Amir Feder Mor Geva Dror Marcus Avi Caciularu LMTD 49 3 0 06 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
SEC-QA: A Systematic Evaluation Corpus for Financial QA Viet Dac Lai Michael Krumdick Charles Lovering Varshini Reddy Craig W. Schmidt Chris Tanner 50 3 0 20 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 36 18 0 18 Jun 2024
TANQ: An open domain dataset of table answered questions Mubashara Akhtar Chenxi Pang Andreea Marzoca Yasemin Altun Julian Martin Eisenschlos LMTD RALM 43 1 0 13 May 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 56 7 0 04 Mar 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 66 0 27 Feb 2024
Researchy Questions: A Dataset of Multi-Perspective, Decompositional Questions for LLM Web Agents Corby Rosset Ho-Lam Chung Guanghui Qin Ethan C. Chau Zhuo Feng Ahmed Hassan Awadallah Jennifer Neville Nikhil Rao 48 10 0 27 Feb 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
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding Alex Zhuang Ge Zhang Tianyu Zheng Xinrun Du Junjie Wang Weiming Ren Stephen W. Huang Jie Fu Xiang Yue Wenhu Chen LMTD 49 14 0 26 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
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 25 14 0 17 Feb 2024
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models Ziqiang Yuan Kaiyuan Wang Shoutai Zhu Ye Yuan Jingya Zhou Yanlin Zhu Wenqi Wei 42 5 0 19 Jan 2024
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 39 4 0 16 Nov 2023
TableLlama: Towards Open Large Generalist Models for Tables Tianshu Zhang Xiang Yue Yifei Li Huan Sun LMTD ALM 20 81 0 15 Nov 2023
MoqaGPT : Zero-Shot Multi-modal Open-domain Question Answering with Large Language Model Le Zhang Yihong Wu Fengran Mo Jian-Yun Nie Aishwarya Agrawal MLLM RALM 34 6 0 20 Oct 2023
HopPG: Self-Iterative Program Generation for Multi-Hop Question Answering over Heterogeneous Knowledge Yingyao Wang Yongwei Zhou Chaoqun Duan Junwei Bao T. Zhao 20 3 0 22 Aug 2023
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI Jianguo Zhang Kun Qian Zhiwei Liu Shelby Heinecke Rui Meng Ye Liu Zhou Yu Huan Wang Silvio Savarese Caiming Xiong 33 22 0 19 Jul 2023
TACR: A Table-alignment-based Cell-selection and Reasoning Model for Hybrid Question-Answering Jian Wu Yicheng Xu Yan Gao Jian-Guang Lou Börje F. Karlsson Manabu Okumura LMTD 18 3 0 24 May 2023
Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study Yuan Sui Mengyu Zhou Mingjie Zhou Shi Han Dongmei Zhang LMTD 21 71 0 22 May 2023
S $^3$ HQA: A Three-Stage Approach for Multi-hop Text-Table Hybrid Question Answering Fangyu Lei Xiang Li Yifan Wei Shizhu He Yiming Huang Jun Zhao Kang Liu RALM 40 15 0 19 May 2023
Multi-View Graph Representation Learning for Answering Hybrid Numerical Reasoning Question Yifan Wei Fangyu Lei Yuanzhe Zhang Jun Zhao Kang Liu AIMat 21 10 0 05 May 2023
cTBLS: Augmenting Large Language Models with Conversational Tables Anirudh S. Sundar Larry Heck LMTD 21 7 0 21 Mar 2023
LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form Control Yilun Zhao Zhenting Qi Linyong Nan Lorenzo Jaime Yu Flores Dragomir R. Radev LMTD 16 18 0 06 Feb 2023
Causal Reasoning of Entities and Events in Procedural Texts Li Zhang Hainiu Xu Yue Yang Shuyan Zhou Weiqiu You Manni Arora Chris Callison-Burch ReLM LRM 33 35 0 26 Jan 2023
Semi-Structured Object Sequence Encoders V. Rudramurthy Riyaz Ahmad Bhat Chulaka Gunasekara Siva Sankalp Patel H. Wan Tejas I. Dhamecha Danish Contractor Marina Danilevsky 59 0 0 03 Jan 2023
A Survey on Table-and-Text HybridQA: Concepts, Methods, Challenges and Future Directions Dingzirui Wang Longxu Dou Wanxiang Che 33 5 0 27 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 30 4 0 17 Dec 2022
DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data Xiao Li Sichen Liu Kaiwen Shi Jiangzhou Ju Yuzhong Qu Gong Cheng AIMat RALM LRM 26 15 0 23 Nov 2022
Realistic Data Augmentation Framework for Enhancing Tabular Reasoning D. K. Santhosh Kumar Vivek Gupta Soumya Sharma Shuo Zhang LMTD 21 3 0 23 Oct 2022
Enhancing Tabular Reasoning with Pattern Exploiting Training Abhilash Shankarampeta Vivek Gupta Shuo Zhang LMTD RALM ReLM 62 6 0 21 Oct 2022
MuGER $^2$ : Multi-Granularity Evidence Retrieval and Reasoning for Hybrid Question Answering Yingyao Wang Junwei Bao Chaoqun Duan Youzheng Wu Xiaodong He T. Zhao 24 14 0 19 Oct 2022
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 19 138 0 13 Oct 2022
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning Pan Lu Liang Qiu Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Tanmay Rajpurohit Peter Clark A. Kalyan ReLM LRM 37 267 0 29 Sep 2022
Answering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based Decoder Fangyu Lei Shizhu He Xiang Li Jun Zhao Kang Liu AIMat LMTD 28 23 0 16 Sep 2022
A Survey on Table Question Answering: Recent Advances Nengzheng Jin Joanna Siebert Dongfang Li Qingcai Chen LMTD 46 41 0 12 Jul 2022
Learning Enhanced Representations for Tabular Data via Neighborhood Propagation Kounianhua Du Weinan Zhang Ruiwen Zhou Yangkun Wang Xilong Zhao Jiarui Jin Quan Gan Zheng-Wei Zhang David Wipf AI4TS 23 9 0 14 Jun 2022
MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data Yilun Zhao Yunxiang Li Chenying Li Rui Zhang AIMat 39 97 0 03 Jun 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