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 / 73 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 38 0 0 16 May 2025
Time Travel is Cheating: Going Live with DeepFund for Real-Time Fund Investment Benchmarking Changlun Li Yao Shi Chen Wang Qiqi Duan Runke Ruan Weijie Huang Haonan Long Lijun Huang Yuyu Luo Nan Tang AIFin 38 0 0 16 May 2025
EnronQA: Towards Personalized RAG over Private Documents Michael J. Ryan Danmei Xu Chris Nivera Daniel Campos SILM 77 1 0 01 May 2025
FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Zheng Liu Mengjie Liu Jianfei Chen Jingwei Xu Bin Cui Zeang Sheng Wentao Zhang MLLM 71 0 0 14 Apr 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 35 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 105 0 0 26 Mar 2025
Synthetic Clarification and Correction Dialogues about Data-Centric Tasks -- A Teacher-Student Approach Christian Poelitz Nick McKenna 54 1 0 18 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 232 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 92 3 0 26 Feb 2025
FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Seunghee Kim Changhyeon Kim Taeuk Kim LRM 94 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 86 8 0 28 Jan 2025
RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems Robert Friel Masha Belyi Atindriyo Sanyal 89 22 0 17 Jan 2025
Mathematical Language Models: A Survey Wen Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 87 13 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 Sudheer Chava 125 1 0 28 Oct 2024
Table Question Answering for Low-resourced Indic Languages Vaishali Pal Evangelos Kanoulas Andrew Yates Maarten de Rijke LMTD 36 0 0 04 Oct 2024
Do We Need Domain-Specific Embedding Models? An Empirical Investigation Yixuan Tang Yi Yang AIFin 55 3 0 27 Sep 2024
Enhancing Financial Sentiment Analysis with Expert-Designed Hint Chung-Chi Chen Hiroya Takamura Ichiro Kobayashi Yusuke Miyao 37 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 23 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 60 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 44 18 0 18 Jun 2024
Exploring the Robustness of Language Models for Tabular Question Answering via Attention Analysis Kushal Raj Bhandari Sixue Xing Soham Dan Jianxi Gao LMTD 49 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 Yang Jie Yang 49 5 0 17 Jun 2024
Multimodal Table Understanding Mingyu Zheng Xinwei Feng Q. Si Qiaoqiao She Zheng Lin Wenbin Jiang Weiping Wang LMTD VLM 50 14 0 12 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 46 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 110 34 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 49 1 0 13 May 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 52 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 ... Didong Li Shu Zhao Juan-Zi Li Jie Tang J. Tang LMTD RALM 44 22 0 28 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 59 8 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 62 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 15 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 30 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 47 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 31 72 0 20 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 Joty Yingbo Zhou Semih Yavuz LRM 29 6 0 31 Oct 2023
SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA Jonathan Tonglet Manon Reusens Philipp Borchert Bart Baesens 44 5 0 10 Oct 2023
Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration Qiushi Sun Zhangyue Yin Xiang Li Zhiyong Wu Xipeng Qiu Lingpeng Kong LRM LLMAG 41 44 0 30 Sep 2023
HopPG: Self-Iterative Program Generation for Multi-Hop Question Answering over Heterogeneous Knowledge Yingyao Wang Yongwei Zhou Chaoqun Duan Junwei Bao Tiejun Zhao 20 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 34 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 20 3 0 24 May 2023
When Does Aggregating Multiple Skills with Multi-Task Learning Work? A Case Study in Financial NLP Jingwei Ni Zhijing Jin Qian Wang Mrinmaya Sachan Markus Leippold AIFin 26 6 0 23 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 38 125 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 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 29 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 41 122 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 63 0 0 03 Jan 2023
A Survey on Table-and-Text HybridQA: Concepts, Methods, Challenges and Future Directions Dingzirui Wang Longxu Dou Wanxiang Che 41 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 Ng William Yang Wang Zhiheng Huang AI4CE 32 4 0 17 Dec 2022