TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

17 May 2021

Papers citing "TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance"

50 / 58 papers shown

Title
EnronQA: Towards Personalized RAG over Private Documents Michael J. Ryan Danmei Xu Chris Nivera Daniel Campos SILM 67 0 0 01 May 2025
SECQUE: A Benchmark for Evaluating Real-World Financial Analysis Capabilities Noga Ben Yoash Meni Brief O. Ovadia Gil Shenderovitz Moshik Mishaeli Rachel Lemberg Eitam Sheetrit ELM AIFin 26 0 0 06 Apr 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jiayi Ji Jie Lou Debing Zhang Rongrong Ji 92 0 0 26 Mar 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 122 0 0 09 Mar 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 84 3 0 26 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
FinMTEB: Finance Massive Text Embedding Benchmark Yixuan Tang Yi Yang AIFin 66 0 0 16 Feb 2025
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains Ran Xu Hui Liu Sreyashi Nag Zhenwei Dai Yaochen Xie ... Chen Luo Yang Li Joyce C. Ho Carl Yang Qi He RALM 68 8 0 28 Jan 2025
RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems Robert Friel Masha Belyi Atindriyo Sanyal 74 18 0 17 Jan 2025
Mathematical Language Models: A Survey W. Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 79 12 0 03 Jan 2025
SubjECTive-QA: Measuring Subjectivity in Earnings Call Transcripts' QA Through Six-Dimensional Feature Analysis Huzaifa Pardawala Siddhant Sukhani Agam Shah Veer Kejriwal Abhishek Pillai Rohan Bhasin Andrew DiBiasio Tarun Mandapati Dhruv Adha S. Chava 117 1 0 28 Oct 2024
Table Question Answering for Low-resourced Indic Languages Vaishali Pal Evangelos Kanoulas Andrew Yates Maarten de Rijke LMTD 26 0 0 04 Oct 2024
Do We Need Domain-Specific Embedding Models? An Empirical Investigation Yixuan Tang Yi Yang AIFin 40 3 0 27 Sep 2024
Enhancing Financial Sentiment Analysis with Expert-Designed Hint Chung-Chi Chen Hiroya Takamura Ichiro Kobayashi Yusuke Miyao 29 1 0 26 Sep 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
SEC-QA: A Systematic Evaluation Corpus for Financial QA Viet Dac Lai Michael Krumdick Charles Lovering Varshini Reddy Craig W. Schmidt Chris Tanner 48 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 31 18 0 18 Jun 2024
On the Robustness of Language Models for Tabular Question Answering Kushal Raj Bhandari Sixue Xing Soham Dan Jianxi Gao LMTD 44 3 0 18 Jun 2024
FinTruthQA: A Benchmark Dataset for Evaluating the Quality of Financial Information Disclosure Ziyue Xu Peilin Zhou Xinyu Shi Jiageng Wu Yikang Jiang Bin Ke Jie-jin Yang Jie Yang 36 5 0 17 Jun 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Joongwon Kim Bhargavi Paranjape Tushar Khot Hannaneh Hajishirzi LM&Ro ELM LLMAG LRM 38 9 0 10 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 97 30 0 09 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
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
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 53 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
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
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
SportsMetrics: Blending Text and Numerical Data to Understand Information Fusion in LLMs Yebowen Hu Kaiqiang Song Sangwoo Cho Xiaoyang Wang H. Foroosh Dong Yu Fei Liu 21 8 0 15 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 36 5 0 19 Jan 2024
FinanceBench: A New Benchmark for Financial Question Answering Pranab Islam Anand Kannappan Douwe Kiela Rebecca Qian Nino Scherrer Bertie Vidgen RALM 24 71 0 20 Nov 2023
HopPG: Self-Iterative Program Generation for Multi-Hop Question Answering over Heterogeneous Knowledge Yingyao Wang Yongwei Zhou Chaoqun Duan Junwei Bao T. Zhao 15 3 0 22 Aug 2023
Teaching Smaller Language Models To Generalise To Unseen Compositional Questions Tim Hartill N. Tan Michael Witbrock Patricia J. Riddle ReLM KELM LRM 27 2 0 02 Aug 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 13 3 0 24 May 2023
TheoremQA: A Theorem-driven Question Answering dataset Wenhu Chen Ming Yin Max W.F. Ku Pan Lu Yixin Wan Xueguang Ma Jianyu Xu Xinyi Wang Tony Xia AIMat 32 117 0 21 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 35 13 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 16 10 0 05 May 2023
Active Prompting with Chain-of-Thought for Large Language Models Shizhe Diao Pengcheng Wang Yong Lin Tong Zhang ReLM KELM LLMAG LRM 26 119 0 23 Feb 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 23 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 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
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 61 732 0 22 Nov 2022
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems Jialiang Xu Mengyu Zhou Xinyi He Shi Han Dongmei Zhang AAML ELM AIMat 20 5 0 14 Nov 2022
Enhancing Tabular Reasoning with Pattern Exploiting Training Abhilash Shankarampeta Vivek Gupta Shuo Zhang LMTD RALM ReLM 60 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 21 13 0 19 Oct 2022
ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering Zhiyu Zoey Chen Shiyang Li Charese Smiley Zhiqiang Ma Sameena Shah William Yang Wang AIMat LRM AI4CE 26 100 0 07 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 30 267 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 19 23 0 16 Sep 2022
Towards Complex Document Understanding By Discrete Reasoning Fengbin Zhu Wenqiang Lei Fuli Feng Chao Wang Haozhou Zhang Tat-Seng Chua 31 42 0 25 Jul 2022