Tabular Representation, Noisy Operators, and Impacts on Table Structure Understanding Tasks in LLMs

16 October 2023

Papers citing "Tabular Representation, Noisy Operators, and Impacts on Table Structure Understanding Tasks in LLMs"

27 / 27 papers shown

Title
How well do LLMs reason over tabular data, really? Cornelius Wolff Madelon Hulsebos LMTD ELM LRM 45 0 0 12 May 2025
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 44 0 0 16 Apr 2025
In-context learning of evolving data streams with tabular foundational models Afonso Lourenço João Gama Eric P. Xing Goreti Marreiros 61 0 0 24 Feb 2025
HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference Optimization Zhenghao Liu H. Wang Xinze Li Qiushi Xiong Xiaocui Yang ... Yukun Yan Qi Shi Fangfang Li Ge Yu Maosong Sun LMTD 57 0 0 24 Feb 2025
TabGen-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation Liancheng Fang Aiwei Liu Hengrui Zhang Henry Peng Zou Weizhi Zhang Philip S. Yu LMTD 36 1 0 23 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
Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models Mengxi Xiao Z. L. Jiang Lingfei Qian Zhengyu Chen Yueru He ... Ruey-Ling Weng Min Peng J. Huang Sophia Ananiadou Qianqian Xie RALM AIFin AI4TS 57 0 0 09 Feb 2025
Tackling prediction tasks in relational databases with LLMs Marek Wydmuch Łukasz Borchmann Filip Graliñski 72 2 0 18 Nov 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 34 0 0 15 Oct 2024
Data Analysis in the Era of Generative AI J. Inala Chenglong Wang Steven Drucker Gonzalo Ramos Victor C. Dibia N. Riche Dave Brown Dan Marshall Jianfeng Gao 29 7 0 27 Sep 2024
SynTQA: Synergistic Table-based Question Answering via Mixture of Text-to-SQL and E2E TQA Siyue Zhang Anh Tuan Luu Chen Zhao LMTD 31 4 0 25 Sep 2024
Large Language Models are Pattern Matchers: Editing Semi-Structured and Structured Documents with ChatGPT Irene Weber KELM AI4MH 37 0 0 12 Sep 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 32 1 0 22 Aug 2024
HySem: A context length optimized LLM pipeline for unstructured tabular extraction Narayanan PP A. P. N. Iyer 41 0 0 18 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 19 0 17 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 49 2 0 16 Aug 2024
No Size Fits All: The Perils and Pitfalls of Leveraging LLMs Vary with Company Size Ashok Urlana Charaka Vinayak Kumar B. Garlapati Ajeet Kumar Singh Rahul Mishra 35 1 0 21 Jul 2024
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 52 2 0 29 Jun 2024
Large Scale Transfer Learning for Tabular Data via Language Modeling Josh Gardner Juan C. Perdomo Ludwig Schmidt LMTD 36 13 0 17 Jun 2024
Generating Tables from the Parametric Knowledge of Language Models Yevgeni Berkovitch Oren Glickman Amit Somech Tomer Wolfson LMTD 46 1 0 16 Jun 2024
Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities Shiyu Xia Junyu Xiong Haoyu Dong Jianbo Zhao Yuzhang Tian Mengyu Zhou Yeye He Shi Han Dongmei Zhang VLM CoGe LMTD 42 1 0 25 May 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Hai-Tao Zheng Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 52 47 0 21 May 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 47 1 0 19 Apr 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
LLMs with Industrial Lens: Deciphering the Challenges and Prospects -- A Survey Ashok Urlana Charaka Vinayak Kumar Ajeet Kumar Singh B. Garlapati S. Chalamala Rahul Mishra 35 5 0 22 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
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 370 8,495 0 28 Jan 2022