TableLlama: Towards Open Large Generalist Models for Tables

15 November 2023

Papers citing "TableLlama: Towards Open Large Generalist Models for Tables"

50 / 55 papers shown

Title
StruPhantom: Evolutionary Injection Attacks on Black-Box Tabular Agents Powered by Large Language Models Yang Feng Xudong Pan AAML 31 0 0 14 Apr 2025
GTR: Graph-Table-RAG for Cross-Table Question Answering Jiaru Zou Dongqi Fu Sirui Chen Xinrui He Zihao Li Yada Zhu Jiawei Han Jingrui He LMTD 41 0 0 02 Apr 2025
GateLens: A Reasoning-Enhanced LLM Agent for Automotive Software Release Analytics Arsham Gholamzadeh Khoee Shuai Wang Yinan Yu R. Feldt Dhasarathy Parthasarathy 51 1 0 27 Mar 2025
General Table Question Answering via Answer-Formula Joint Generation Zhongyuan Wang Richong Zhang Zhijie Nie LMTD 62 0 0 16 Mar 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
HyperG: Hypergraph-Enhanced LLMs for Structured Knowledge S. Huang Hanqian Li Yanggan Gu Xuming Hu Qing Li Guandong Xu 63 1 0 25 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 54 0 0 24 Feb 2025
CoddLLM: Empowering Large Language Models for Data Analytics Jiani Zhang Hengrui Zhang Rishav Chakravarti Yiqun Hu Patrick K. L. Ng Asterios Katsifodimos Huzefa Rangwala George Karypis Alon Halevy SyDa ELM 89 0 0 01 Feb 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 127 0 1 31 Jan 2025
Zero-Shot Decision Tree Construction via Large Language Models Lucas Carrasco Felipe Urrutia Andrés Abeliuk 58 0 0 28 Jan 2025
MiMoTable: A Multi-scale Spreadsheet Benchmark with Meta Operations for Table Reasoning Zheng Li Yang Du Mao Zheng Mingyang Song LMTD 70 0 0 16 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 100 2 0 29 Nov 2024
TableGPT2: A Large Multimodal Model with Tabular Data Integration Aofeng Su Aowen Wang Chao Ye Chen Zhou G. Zhang ... Xijun Gu X. Sun X. Li Y. Yang Zhiqing Xiao PINN VLM LMTD 52 5 0 04 Nov 2024
TabVer: Tabular Fact Verification with Natural Logic Rami Aly Andreas Vlachos LMTD 26 0 0 02 Nov 2024
Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Generator-Validator Fine-tuning Junjie Xing Yeye He Mengyu Zhou Haoyu Dong Shi Han Dongmei Zhang S. Chaudhuri LMTD 49 1 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 19 0 0 15 Oct 2024
TableRAG: Million-Token Table Understanding with Language Models Si-An Chen Lesly Miculicich Julian Martin Eisenschlos Zifeng Wang Zilong Wang Yanfei Chen Yasuhisa Fujii Hsuan-Tien Lin Chen-Yu Lee Tomas Pfister LMTD RALM 26 11 0 07 Oct 2024
RoQLlama: A Lightweight Romanian Adapted Language Model George-Andrei Dima Andrei-Marius Avram Cristian-George Crăciun Dumitru-Clementin Cercel 21 2 0 05 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
See then Tell: Enhancing Key Information Extraction with Vision Grounding Shuhang Liu Zhenrong Zhang Pengfei Hu Jiefeng Ma Jun Du Qing Wang Jianshu Zhang Chenyu Liu 19 0 0 29 Sep 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 20 6 0 27 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 30 0 0 18 Sep 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
Leveraging Inter-Chunk Interactions for Enhanced Retrieval in Large Language Model-Based Question Answering Tiezheng Guo Chen Wang Yanyi Liu Jiawei Tang Pan Li Sai Xu Qingwen Yang Xianlin Gao Zhi Li Yingyou Wen RALM 27 1 0 06 Aug 2024
Large Language Models for Integrating Social Determinant of Health Data: A Case Study on Heart Failure 30-Day Readmission Prediction Chase M. Fensore Rodrigo Carrillo-Larco Shivani Patel Alanna A. Morris Joyce C. Ho 19 0 0 12 Jul 2024
SpreadsheetLLM: Encoding Spreadsheets for Large Language Models Yuzhang Tian Jianbo Zhao Haoyu Dong Junyu Xiong Shiyu Xia ... Yun Lin José Cambronero Yeye He Shi Han Dongmei Zhang LMTD 39 6 0 12 Jul 2024
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization Md Mahadi Hasan Nahid Davood Rafiei LMTD 45 4 0 25 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 40 17 0 16 Jun 2024
Efficient Prompting for LLM-based Generative Internet of Things Bin Xiao B. Kantarci Jiawen Kang Dusit Niyato Mohsen Guizani 28 16 0 14 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 42 0 0 12 Jun 2024
Multimodal Table Understanding Mingyu Zheng Xinwei Feng Q. Si Qiaoqiao She Zheng-Shen Lin Wenbin Jiang Weiping Wang LMTD VLM 27 14 0 12 Jun 2024
SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature David Wadden Kejian Shi Jacob Morrison Aakanksha Naik Shruti Singh ... Luca Soldaini Shannon Zejiang Shen Doug Downey Hannaneh Hajishirzi Arman Cohan 42 11 0 10 Jun 2024
Uncovering Limitations of Large Language Models in Information Seeking from Tables Chaoxu Pang Yixuan Cao Chunhao Yang Ping Luo RALM LMTD 34 3 0 06 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 32 1 0 25 May 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Yinghui Li Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 38 44 0 21 May 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 29 1 0 19 Apr 2024
Unleashing the Potential of Large Language Models for Predictive Tabular Tasks in Data Science Yazheng Yang Yuqi Wang Sankalok Sen Lei Li Qi Liu LMTD 41 9 0 29 Mar 2024
HGT: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding Rihui Jin Yu Li Guilin Qi Nan Hu Yuan-Fang Li Jiaoyan Chen Jianan Wang Yongrui Chen Dehai Min LMTD 17 0 0 28 Mar 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
mPLUG-DocOwl 1.5: Unified Structure Learning for OCR-free Document Understanding Anwen Hu Haiyang Xu Jiabo Ye Mingshi Yan Liang Zhang ... Chen Li Ji Zhang Qin Jin Fei Huang Jingren Zhou VLM 43 104 0 19 Mar 2024
Wiki-TabNER: Integrating Named Entity Recognition into Wikipedia Tables A. Koleva Martin Ringsquandl Ahmed Hatem Thomas Runkler Volker Tresp LMTD 44 0 0 07 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 46 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 30 63 0 27 Feb 2024
Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data Xiao Liu Zirui Wu Xueqing Wu Pan Lu Kai-Wei Chang Yansong Feng ELM LRM 24 25 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
Tables as Texts or Images: Evaluating the Table Reasoning Ability of LLMs and MLLMs Naihao Deng Zhenjie Sun Ruiqi He Aman Sikka Yulong Chen Lin Ma Yue Zhang Rada Mihalcea LMTD 33 8 0 19 Feb 2024
LlaSMol: Advancing Large Language Models for Chemistry with a Large-Scale, Comprehensive, High-Quality Instruction Tuning Dataset Botao Yu Frazier N. Baker Ziqi Chen Xia Ning Huan Sun LM&MA 42 35 0 14 Feb 2024
Large Language Model for Table Processing: A Survey Weizheng Lu Jiaming Zhang Jing Zhang Yueguo Chen LMTD 55 21 0 04 Feb 2024
Rethinking Tabular Data Understanding with Large Language Models Tianyang Liu Fei Wang Muhao Chen ReLM LMTD LRM 29 12 0 27 Dec 2023
Vectorizing string entries for data processing on tables: when are larger language models better? Léo Grinsztajn Edouard Oyallon Myung Jun Kim Gaël Varoquaux 28 2 0 15 Dec 2023