Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study

22 May 2023

Yuan Sui

Papers citing "Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study"

43 / 43 papers shown

Title
Large Language Models for Drug Overdose Prediction from Longitudinal Medical Records Md Sultan al Nahian Chris Delcher Daniel Harris Peter Akpunonu Ramakanth Kavuluru LM&MA 38 0 0 16 Apr 2025
Timing Analysis Agent: Autonomous Multi-Corner Multi-Mode (MCMM) Timing Debugging with Timing Debug Relation Graph Jatin Nainani Chia-Tung Ho Anirudh Dhurka Haoxing Ren LLMAG 29 0 0 15 Apr 2025
Large Language Models are Powerful EHR Encoders S. Hegselmann Georg von Arnim Tillmann Rheude Noel Kronenberg David Sontag Gerhard Hindricks R. Eils Benjamin Wild LM&MA 49 1 0 24 Feb 2025
Evaluating Inter-Column Logical Relationships in Synthetic Tabular Data Generation Yunbo Long Liming Xu Alexandra Brintrup 80 1 0 06 Feb 2025
MDSF: Context-Aware Multi-Dimensional Data Storytelling Framework based on Large language Model Chengze Zhang Changshan Li Shiyang Gao 25 0 0 03 Jan 2025
A Survey on Time-Series Distance Measures John Paparrizos Haojun Li Fan Yang Kaize Wu Jens E. d'Hondt Odysseas Papapetrou AI4TS 26 0 0 31 Dec 2024
Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Yitong Zhou Mingyue Cheng Qingyang Mao Qi Liu F. Xu Xin Li Enhong Chen LMTD 37 0 0 30 Dec 2024
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Dimitrios Mallis Ahmet Serdar Karadeniz Sebastian Cavada Danila Rukhovich Niki Maria Foteinopoulou K. Cherenkova Anis Kacem Djamila Aouada 73 2 0 18 Dec 2024
AI Benchmarks and Datasets for LLM Evaluation Todor Ivanov Valeri Penchev 104 0 0 02 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 44 3 0 13 Nov 2024
Enhancing Table Representations with LLM-powered Synthetic Data Generation Dayu Yang Natawut Monaikul Amanda Ding Bozhao Tan Kishore Mosaliganti Giri Iyengar 36 0 0 04 Nov 2024
AI in Investment Analysis: LLMs for Equity Stock Ratings Kassiani Papasotiriou Srijan Sood Shayleen Reynolds T. Balch AIFin 26 0 0 30 Oct 2024
Generating Realistic Tabular Data with Large Language Models Dang Nguyen Sunil Gupta Kien Do Thin Nguyen Svetha Venkatesh LMTD SyDa 38 1 0 29 Oct 2024
ShapefileGPT: A Multi-Agent Large Language Model Framework for Automated Shapefile Processing Qingming Lin Rui Hu Huaxia Li Sensen Wu Yadong Li Kai Fang Hailin Feng Zhenhong Du Liuchang Xu LLMAG AI4CE 35 2 0 16 Oct 2024
Towards More Effective Table-to-Text Generation: Assessing In-Context Learning and Self-Evaluation with Open-Source Models Sahar Iravani Tim . O . F Conrad LMTD 29 0 0 15 Oct 2024
LLM Self-Correction with DeCRIM: Decompose, Critique, and Refine for Enhanced Following of Instructions with Multiple Constraints Thomas Palmeira Ferraz Kartik Mehta Yu-Hsiang Lin Haw-Shiuan Chang Shereen Oraby Sijia Liu Vivek Subramanian Tagyoung Chung Mohit Bansal Nanyun Peng 48 7 0 09 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 44 1 0 29 Sep 2024
Using Large Language Models to Generate Clinical Trial Tables and Figures Yumeng Yang Peter Krusche Kristyn Pantoja Cheng Shi Ethan B. Ludmir Kirk Roberts Gen Zhu LM&MA LMTD 35 0 0 18 Sep 2024
Large Language Models are Pattern Matchers: Editing Semi-Structured and Structured Documents with ChatGPT Irene Weber KELM AI4MH 32 0 0 12 Sep 2024
GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding Yukun Cao Shuo Han Zengyi Gao Zezhong Ding Xike Xie S. Kevin Zhou 35 7 0 05 Sep 2024
Broadening Access to Simulations for End-Users via Large Language Models: Challenges and Opportunities Philippe J. Giabbanelli Jose J. Padilla Ameeta Agrawal 30 2 0 03 Sep 2024
HySem: A context length optimized LLM pipeline for unstructured tabular extraction Narayanan PP A. P. N. Iyer 36 0 0 18 Aug 2024
FLEXTAF: Enhancing Table Reasoning with Flexible Tabular Formats Xuanliang Zhang Dingzirui Wang Longxu Dou Baoxin Wang Dayong Wu Qingfu Zhu Wanxiang Che LMTD ReLM 39 2 0 16 Aug 2024
Is larger always better? Evaluating and prompting large language models for non-generative medical tasks Yinghao Zhu Junyi Gao Zixiang Wang Weibin Liao Xiaochen Zheng Lifang Liang Yasha Wang Chengwei Pan Ewen M. Harrison Liantao Ma ELM LM&MA AI4MH 51 2 0 26 Jul 2024
Quantifying Prediction Consistency Under Model Multiplicity in Tabular LLMs Faisal Hamman Pasan Dissanayake Saumitra Mishra Freddy Lecue Sanghamitra Dutta AAML 43 3 0 04 Jul 2024
VisEval: A Benchmark for Data Visualization in the Era of Large Language Models Nan Chen Yuge Zhang Jiahang Xu Kan Ren Yuqing Yang 27 1 0 01 Jul 2024
GraphArena: Evaluating and Exploring Large Language Models on Graph Computation Jianheng Tang Qifan Zhang Yuhan Li Nuo Chen Jia Li 19 2 0 29 Jun 2024
Text Serialization and Their Relationship with the Conventional Paradigms of Tabular Machine Learning Kyoka Ono Simon A. Lee LMTD 22 7 0 19 Jun 2024
StrucText-Eval: An Autogenerated Benchmark for Evaluating Large Language Model's Ability in Structure-Rich Text Understanding Zhouhong Gu Haoning Ye Zeyang Zhou Hongwei Feng Yanghua Xiao ELM 44 1 0 15 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 47 0 0 12 Jun 2024
Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models M. Romaszewski Przemysław Sekuła P. Głomb M. Cholewa Katarzyna Kołodziej 29 0 0 07 Jun 2024
Elephants Never Forget: Memorization and Learning of Tabular Data in Large Language Models Sebastian Bordt Harsha Nori Vanessa Rodrigues Besmira Nushi Rich Caruana 36 12 0 09 Apr 2024
Residual-based Language Models are Free Boosters for Biomedical Imaging Zhixin Lai Jing Wu Suiyao Chen Yucheng Zhou N. Hovakimyan MedIm 33 29 0 26 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 63 0 27 Feb 2024
A Survey of Table Reasoning with Large Language Models Xuanliang Zhang Dingzirui Wang Longxu Dou Qingfu Zhu Wanxiang Che LMTD LRM 28 5 0 13 Feb 2024
Large Language Model for Table Processing: A Survey Weizheng Lu Jiaming Zhang Jing Zhang Yueguo Chen LMTD 55 24 0 04 Feb 2024
SMUTF: Schema Matching Using Generative Tags and Hybrid Features Yu Zhang Mei Di Haozheng Luo Chenwei Xu Richard Tzong-Han Tsai 57 7 0 22 Jan 2024
LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters Ching Chang Wei-Yao Wang Wenjie Peng Tien-Fu Chen AI4TS 30 45 0 16 Aug 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 293 4,077 0 24 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,909 0 04 Mar 2022
Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks Haoyu Dong Zhoujun Cheng Xinyi He Mengyuan Zhou Anda Zhou Fan Zhou Ao Liu Shi Han Dongmei Zhang LMTD 60 64 0 24 Jan 2022
MATE: Multi-view Attention for Table Transformer Efficiency Julian Martin Eisenschlos Maharshi Gor Thomas Müller William W. Cohen LMTD 67 93 0 09 Sep 2021