Title
Table-R1: Region-based Reinforcement Learning for Table Understanding Zhenhe Wu Jian Yang Jiaheng Liu Xianjie Wu Changzai Pan Jie Zhang Yu Zhao Shuangyong Song Yongxiang Li Zhoujun Li LMTD LRM 7 0 0 18 May 2025
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models Xinyi He Yihao Liu Mengyu Zhou Yeye He Haoyu Dong Shi Han Zejian Yuan Dongmei Zhang LMTD 83 0 0 06 Mar 2025
Structural Deep Encoding for Table Question Answering Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier LMTD 49 0 0 03 Mar 2025
HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference Optimization Zhenghao Liu Han Wang Xinze Li Qiushi Xiong Xiaocui Yang ... Yukun Yan Qi Shi Fangfang Li Ge Yu Maosong Sun LMTD 57 0 0 24 Feb 2025
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation Song Duong Florian Le Bronnec Alexandre Allauzen Vincent Guigue Alberto Lumbreras Laure Soulier Patrick Gallinari HILM 50 0 0 20 Feb 2025
TabSD: Large Free-Form Table Question Answering with SQL-Based Table Decomposition Yuxiang Wang Junhao Gan Jianzhong Qi LMTD 76 0 0 20 Feb 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 301 1 1 31 Jan 2025
DragonVerseQA: Open-Domain Long-Form Context-Aware Question-Answering A. Lahiri Qinmin Vivian Hu 71 1 0 21 Dec 2024
ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics Atin Sakkeer Hussain LRM 78 0 0 18 Dec 2024
MiMoTable: A Multi-scale Spreadsheet Benchmark with Meta Operations for Table Reasoning Zheng Li Yang Du Mao Zheng Mingyang Song LMTD 82 0 0 16 Dec 2024
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation Manan Suri Puneet Mathur Franck Dernoncourt Kanika Goswami Ryan Rossi Dinesh Manocha 107 3 0 14 Dec 2024
AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework Meihao Fan Ju Fan Nan Tang Lei Cao Guoliang Li Xiaoyong Du LMTD 123 0 0 10 Dec 2024
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
Tree-of-Table: Unleashing the Power of LLMs for Enhanced Large-Scale Table Understanding Deyi Ji Lanyun Zhu Siqi Gao Peng Xu Hongtao Lu Jieping Ye Feng Zhao PINN LMTD 52 3 0 13 Nov 2024
TableGPT2: A Large Multimodal Model with Tabular Data Integration Aofeng Su Aowen Wang Chao Ye Chen Zhou G. Zhang ... Xijun Gu Xingchen Sun Xianrui Li Yue Yang Zhiqing Xiao PINN VLM LMTD 70 12 0 04 Nov 2024
Accurate and Regret-aware Numerical Problem Solver for Tabular Question Answering Yuxiang Wang Jianzhong Qi Junhao Gan LMTD 53 2 0 10 Oct 2024
Table Question Answering for Low-resourced Indic Languages Vaishali Pal Evangelos Kanoulas Andrew Yates Maarten de Rijke LMTD 31 0 0 04 Oct 2024
2D-TPE: Two-Dimensional Positional Encoding Enhances Table Understanding for Large Language Models Jia-Nan Li Jian Guan Wei Wu Zhengtao Yu Rui Yan LMTD 46 1 0 29 Sep 2024
A Survey on Complex Tasks for Goal-Directed Interactive Agents Mareike Hartmann Alexander Koller LM&Ro LLMAG 36 1 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
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables Suyash Vardhan Mathur J. Bafna Kunal Kartik Harshita Khandelwal Manish Shrivastava Vivek Gupta Joey Tianyi Zhou Dan Roth LMTD 28 0 0 25 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 37 1 0 22 Aug 2024
Language Modeling on Tabular Data: A Survey of Foundations, Techniques and Evolution Yucheng Ruan Xiang Lan Jingying Ma Yizhi Dong Kai He Mengling Feng LMTD 73 4 0 20 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 23 0 17 Aug 2024
SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers Shraman Pramanick Rama Chellappa Subhashini Venugopalan 50 15 0 12 Jul 2024
Large Language Models Understand Layout Weiming Li Manni Duan Dong An Yan Shao 54 3 0 08 Jul 2024
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 63 2 0 29 Jun 2024
UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-world Document Analysis Yulong Hui Yao Lu Huanchen Zhang RALM 50 9 0 21 Jun 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 65 6 0 21 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
Generating Tables from the Parametric Knowledge of Language Models Yevgeni Berkovitch Oren Glickman Amit Somech Tomer Wolfson LMTD 59 1 0 16 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 59 0 0 12 Jun 2024
Multimodal Table Understanding Mingyu Zheng Xinwei Feng Q. Si Qiaoqiao She Zheng Lin Wenbin Jiang Weiping Wang LMTD VLM 45 14 0 12 Jun 2024
Uncovering Limitations of Large Language Models in Information Seeking from Tables Chaoxu Pang Yixuan Cao Chunhao Yang Ping Luo RALM LMTD 41 3 0 06 Jun 2024
KET-QA: A Dataset for Knowledge Enhanced Table Question Answering Mengkang Hu Haoyu Dong Ping Luo Shi Han Dongmei Zhang LMTD RALM 44 2 0 13 May 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
QFMTS: Generating Query-Focused Summaries over Multi-Table Inputs Weijia Zhang Vaishali Pal Jia-Hong Huang Evangelos Kanoulas Maarten de Rijke LMTD 45 6 0 08 May 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 49 1 0 19 Apr 2024
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition Md Mahadi Hasan Nahid Davood Rafiei LRM LMTD ReLM 40 15 0 15 Apr 2024
OneChart: Purify the Chart Structural Extraction via One Auxiliary Token Jinyue Chen Lingyu Kong Haoran Wei Chenglong Liu Zheng Ge Liang Zhao Jian‐Yuan Sun Chunrui Han Xiangyu Zhang 49 23 0 15 Apr 2024
LayoutLLM: Layout Instruction Tuning with Large Language Models for Document Understanding Chuwei Luo Yufan Shen Zhaoqing Zhu Qi Zheng Zhi Yu Cong Yao 37 40 0 08 Apr 2024
SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models Yibin Chen Yifu Yuan Zeyu Zhang Yan Zheng Jinyi Liu Fei Ni Jianye Hao Hangyu Mao Fuzheng Zhang LMTD LRM 53 1 0 06 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 55 2 0 04 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 57 66 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
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 14 0 20 Feb 2024
A Survey of Table Reasoning with Large Language Models Xuanliang Zhang Dingzirui Wang Longxu Dou Qingfu Zhu Wanxiang Che LMTD LRM 30 7 0 13 Feb 2024
Large Language Model for Table Processing: A Survey Weizheng Lu Jiaming Zhang Jing Zhang Yueguo Chen LMTD 63 26 0 04 Feb 2024
CABINET: Content Relevance based Noise Reduction for Table Question Answering Sohan Patnaik Heril Changwal Milan Aggarwal Sumita Bhatia Yaman Kumar Balaji Krishnamurthy LMTD RALM 44 19 0 02 Feb 2024