Understanding tables with intermediate pre-training

1 October 2020

Julian Martin Eisenschlos

Papers citing "Understanding tables with intermediate pre-training"

50 / 65 papers shown

Title
TransientTables: Evaluating LLMs' Reasoning on Temporally Evolving Semi-structured Tables Abhilash Shankarampeta Harsh Mahajan Tushar Kataria Dan Roth Vivek Gupta LMTD ReLM LRM 53 0 0 02 Apr 2025
RePanda: Pandas-powered Tabular Verification and Reasoning Atoosa Malemir Chegini Keivan Rezaei Hamid Eghbalzadeh S. Feizi LRM 41 0 0 14 Mar 2025
Evaluating Concurrent Robustness of Language Models Across Diverse Challenge Sets Vatsal Gupta Pranshu Pandya Tushar Kataria Vivek Gupta Dan Roth AAML 66 1 0 03 Jan 2025
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
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 53 11 0 07 Oct 2024
SynTQA: Synergistic Table-based Question Answering via Mixture of Text-to-SQL and E2E TQA Siyue Zhang Anh Tuan Luu Chen Zhao LMTD 39 5 0 25 Sep 2024
Enhancing Temporal Understanding in LLMs for Semi-structured Tables Irwin Deng Kushagra Dixit Vivek Gupta Dan Roth LMTD 34 2 0 22 Jul 2024
POLygraph: Polish Fake News Dataset Daniel Dzienisiewicz Filip Graliñski Piotr Jabłoński Marek Kubis Paweł Skórzewski Piotr Wierzchoñ 39 0 0 01 Jul 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
Faithful Chart Summarization with ChaTS-Pi Syrine Krichene Francesco Piccinno Fangyu Liu Julian Martin Eisenschlos 42 1 0 29 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
From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models Kung-Hsiang Huang Hou Pong Chan Yi R. Fung Haoyi Qiu Mingyang Zhou Chenyu You Shih-Fu Chang Chenhui Xu AI4TS 72 18 0 18 Mar 2024
Training Table Question Answering via SQL Query Decomposition Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier ReLM LMTD 46 0 0 19 Feb 2024
PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal Retrievers Weizhe Lin Jingbiao Mei Jinghong Chen Bill Byrne VLM AI4Ed 82 17 0 13 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
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding Zilong Wang Hao Zhang Chun-Liang Li Julian Martin Eisenschlos Vincent Perot ... Lesly Miculicich Yasuhisa Fujii Jingbo Shang Chen-Yu Lee Tomas Pfister ReLM LMTD LRM 46 94 0 09 Jan 2024
TempTabQA: Temporal Question Answering for Semi-Structured Tables Vivek Gupta Pranshu Kandoi M. Vora Shuo Zhang Yujie He R. Reinanda Vivek Srikumar LMTD 26 16 0 14 Nov 2023
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data Mubashara Akhtar Abhilash Shankarampeta Vivek Gupta Arpit Patil O. Cocarascu Elena Simperl LRM ReLM LMTD ELM 45 21 0 03 Nov 2023
Testing the Limits of Unified Sequence to Sequence LLM Pretraining on Diverse Table Data Tasks Soumajyoti Sarkar Leonard Lausen LMTD 23 5 0 01 Oct 2023
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks Omri Suissa M. Zhitomirsky-Geffet Avshalom Elmalech 24 1 0 30 Jul 2023
InfoSync: Information Synchronization across Multilingual Semi-structured Tables Siddharth Khincha Chelsi Jain Vivek Gupta Tushar Kataria Shuo Zhang SyDa 36 2 0 06 Jul 2023
RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations Yilun Zhao Chen Zhao Linyong Nan Zhenting Qi Wenlin Zhang Xiangru Tang Boyu Mi Dragomir R. Radev AAML LMTD 25 34 0 25 Jun 2023
RoTaR: Efficient Row-Based Table Representation Learning via Teacher-Student Training Zui Chen Lei Cao S. Madden 27 0 0 20 Jun 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 52 264 0 16 May 2023
Generative Table Pre-training Empowers Models for Tabular Prediction Tianze Zhang Shaowen Wang Shuicheng Yan Jian Li Qian Liu LMTD 27 38 0 16 May 2023
HistAlign: Improving Context Dependency in Language Generation by Aligning with History David Wan Shiyue Zhang Joey Tianyi Zhou AI4TS 40 6 0 08 May 2023
From Zero to Hero: Examining the Power of Symbolic Tasks in Instruction Tuning Qian Liu Fan Zhou Zhengbao Jiang Longxu Dou Min Lin 18 17 0 17 Apr 2023
Optimization Techniques for Unsupervised Complex Table Reasoning via Self-Training Framework Zhenyu Li Xiuxing Li Sunqi Fan Jianyong Wang LMTD 36 4 0 20 Dec 2022
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering Fangyu Liu Francesco Piccinno Syrine Krichene Chenxi Pang Kenton Lee Mandar Joshi Yasemin Altun Nigel Collier Julian Martin Eisenschlos VLM LRM 19 89 0 19 Dec 2022
Leveraging Data Recasting to Enhance Tabular Reasoning Aashna Jena Vivek Gupta Manish Shrivastava Julian Martin Eisenschlos LMTD 30 6 0 23 Nov 2022
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training Zihui Gu Ju Fan Nan Tang Preslav Nakov Xiaoman Zhao Xiaoyong Du LMTD 34 45 0 05 Nov 2022
Realistic Data Augmentation Framework for Enhancing Tabular Reasoning D. K. Santhosh Kumar Vivek Gupta Soumya Sharma Shuo Zhang LMTD 21 3 0 23 Oct 2022
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples Yilun Zhao Linyong Nan Zhenting Qi Rui Zhang Dragomir R. Radev ReLM LMTD LRM 55 36 0 22 Oct 2022
Enhancing Tabular Reasoning with Pattern Exploiting Training Abhilash Shankarampeta Vivek Gupta Shuo Zhang LMTD RALM ReLM 68 6 0 21 Oct 2022
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 22 139 0 13 Oct 2022
Mixed-modality Representation Learning and Pre-training for Joint Table-and-Text Retrieval in OpenQA Junjie Huang Wanjun Zhong Qianchu Liu Ming Gong Daxin Jiang Nan Duan VLM RALM LMTD 113 14 0 11 Oct 2022
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding Kenton Lee Mandar Joshi Iulia Turc Hexiang Hu Fangyu Liu Julian Martin Eisenschlos Urvashi Khandelwal Peter Shaw Ming-Wei Chang Kristina Toutanova CLIP VLM 169 264 0 07 Oct 2022
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 134 199 0 06 Oct 2022
MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data Yilun Zhao Yunxiang Li Chenying Li Rui Zhang AIMat 39 97 0 03 Jun 2022
PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation Ao Liu Haoyu Dong Naoaki Okazaki Shi Han Dongmei Zhang LMTD 28 21 0 25 May 2022
SUBS: Subtree Substitution for Compositional Semantic Parsing Jingfeng Yang Le Zhang Diyi Yang 29 21 0 03 May 2022
Table-based Fact Verification with Self-adaptive Mixture of Experts Yuxuan Zhou Xien Liu Kaiyin Zhou Ji Wu MoE 40 16 0 19 Apr 2022
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning Ahmed Masry Do Xuan Long J. Tan Chenyu You Enamul Hoque AIMat 31 578 0 19 Mar 2022
TableFormer: Robust Transformer Modeling for Table-Text Encoding Jingfeng Yang Aditya Gupta Shyam Upadhyay Luheng He Rahul Goel Shachi Paul LMTD 30 113 0 01 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 65 64 0 24 Jan 2022
Exploring Decomposition for Table-based Fact Verification Xiaoyu Yang Xiao-Dan Zhu ReLM 53 22 0 22 Sep 2021
FORTAP: Using Formulas for Numerical-Reasoning-Aware Table Pretraining Zhoujun Cheng Haoyu Dong Ran Jia Pengfei Wu Shi Han Fan Cheng Dongmei Zhang AIMat ReLM LMTD LRM 29 27 0 15 Sep 2021
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification Qi Shi Yu Zhang Qingyu Yin Ting Liu 43 19 0 14 Sep 2021
MATE: Multi-view Attention for Table Transformer Efficiency Julian Martin Eisenschlos Maharshi Gor Thomas Müller William W. Cohen LMTD 75 95 0 09 Sep 2021
Table-based Fact Verification with Salience-aware Learning Fei Wang Kexuan Sun Jay Pujara Pedro A. Szekely Muhao Chen LMTD 41 21 0 09 Sep 2021