TableFormer: Robust Transformer Modeling for Table-Text Encoding

1 March 2022

Papers citing "TableFormer: Robust Transformer Modeling for Table-Text Encoding"

50 / 68 papers shown

Title
Structural Deep Encoding for Table Question Answering Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier LMTD 49 0 0 03 Mar 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
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
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 Yuqing Yang Zhiqing Xiao PINN VLM LMTD 67 11 0 04 Nov 2024
ProTransformer: Robustify Transformers via Plug-and-Play Paradigm Zhichao Hou Weizhi Gao Yuchen Shen Feiyi Wang Xiaorui Liu VLM 30 2 0 30 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
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
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors Andrei Catalin Coman Christos Theodoropoulos Marie-Francine Moens James Henderson 46 0 0 13 Aug 2024
TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data Siyi Du Shaoming Zheng Yinsong Wang Wenjia Bai D. O’Regan Chen Qin LMTD 36 4 0 10 Jul 2024
ESQA: Event Sequences Question Answering Irina Abdullaeva Andrei Filatov Mikhail Orlov Ivan Karpukhin Viacheslav Vasilev Denis Dimitrov Andrey Kuznetsov Ivan A Kireev Andrey Savchenko 52 0 0 03 Jul 2024
Elliptical Attention Stefan K. Nielsen Laziz U. Abdullaev R. Teo Tan M. Nguyen 23 3 0 19 Jun 2024
Exploring the Robustness of Language Models for Tabular Question Answering via Attention Analysis Kushal Raj Bhandari Sixue Xing Soham Dan Jianxi Gao LMTD 44 3 0 18 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
UniDM: A Unified Framework for Data Manipulation with Large Language Models Yichen Qian Yongyi He Rong Zhu Jintao Huang Zhijian Ma ... Yaohua Wang Xiuyu Sun Defu Lian Bolin Ding Jingren Zhou 26 4 0 10 May 2024
FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering Wei Zhou Mohsen Mesgar Heike Adel Annemarie Friedrich LMTD 64 6 0 29 Apr 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
On Linearizing Structured Data in Encoder-Decoder Language Models: Insights from Text-to-SQL Yutong Shao N. Nakashole 35 1 0 03 Apr 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 22 0 28 Mar 2024
LOCR: Location-Guided Transformer for Optical Character Recognition Yu Sun Dongzhan Zhou Chen Lin Conghui He Wanli Ouyang Han-Sen Zhong 40 1 0 04 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 56 8 0 04 Mar 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 43 10 0 19 Feb 2024
Training Table Question Answering via SQL Query Decomposition Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier ReLM LMTD 46 0 0 19 Feb 2024
DictLLM: Harnessing Key-Value Data Structures with Large Language Models for Enhanced Medical Diagnostics YiQiu Guo Yuchen Yang Ya Zhang Yu Wang Yanfeng Wang 24 2 0 18 Feb 2024
Unified Training of Universal Time Series Forecasting Transformers Gerald Woo Chenghao Liu Akshat Kumar Caiming Xiong Silvio Savarese Doyen Sahoo AI4TS 120 170 0 04 Feb 2024
Are Large Language Models Table-based Fact-Checkers? Hangwen Zhang Q. Si Peng Fu Zheng Lin Weiping Wang LRM LMTD 45 2 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
Augment before You Try: Knowledge-Enhanced Table Question Answering via Table Expansion Yujian Liu Jiabao Ji Tong Yu Ryan Rossi Sungchul Kim Handong Zhao Ritwik Sinha Yang Zhang Shiyu Chang RALM LMTD 47 2 0 28 Jan 2024
Large Language Models are Complex Table Parsers Bowen Zhao Changkai Ji Yuejie Zhang Wen He Yingwen Wang Qing Wang Rui Feng Xiaobo Zhang LMTD RALM 25 22 0 13 Dec 2023
Active Prompt Learning in Vision Language Models Jihwan Bang Sumyeong Ahn Jae-Gil Lee VLM 16 9 0 18 Nov 2023
Think While You Write: Hypothesis Verification Promotes Faithful Knowledge-to-Text Generation Yifu Qiu Varun R. Embar Shay B. Cohen Benjamin Han 29 4 0 16 Nov 2023
Transformers as Graph-to-Graph Models James Henderson Alireza Mohammadshahi Andrei Catalin Coman Lesly Miculicich GNN 35 6 0 27 Oct 2023
NameGuess: Column Name Expansion for Tabular Data Jiani Zhang Zhengyuan Shen Balasubramaniam Srinivasan Shen Wang Huzefa Rangwala George Karypis 13 4 0 19 Oct 2023
Latent Wander: an Alternative Interface for Interactive and Serendipitous Discovery of Large AV Archives Yuchen Yang Linyida Zhang 21 2 0 09 Oct 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
Scaling Experiments in Self-Supervised Cross-Table Representation Learning Maximilian Schambach Dominique Paul Wei Le LMTD 33 2 0 29 Sep 2023
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning Alexander Hanbo Li Mingyue Shang Evangelia Spiliopoulou Jie Ma Patrick Ng ... William Yang Wang Kathleen McKeown Vittorio Castelli Dan Roth Bing Xiang 40 2 0 10 Aug 2023
HYTREL: Hypergraph-enhanced Tabular Data Representation Learning Pei Chen Soumajyoti Sarkar Leonard Lausen Balasubramaniam Srinivasan Sheng Zha Ruihong Huang George Karypis LMTD 30 33 0 14 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
LEA: Improving Sentence Similarity Robustness to Typos Using Lexical Attention Bias Mario Almagro Emilio Almazán Diego Ortego David Jiménez 29 3 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
End-to-End Document Classification and Key Information Extraction using Assignment Optimization Ciaran Cooney Joana Cavadas Liam Madigan Bradley Savage Rachel Heyburn Mairead O'Cuinn 11 0 0 01 Jun 2023
Diable: Efficient Dialogue State Tracking as Operations on Tables Pietro Lesci Yoshinari Fujinuma Momchil Hardalov Chao Shang Yassine Benajiba Lluís Marquez LMTD 33 7 0 26 May 2023
Faithful Low-Resource Data-to-Text Generation through Cycle Training Zhuoer Wang Marcus D. Collins Nikhita Vedula Simone Filice S. Malmasi Oleg Rokhlenko 49 10 0 24 May 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Xia Hu LM&MA 139 629 0 26 Apr 2023
cTBLS: Augmenting Large Language Models with Conversational Tables Anirudh S. Sundar Larry Heck LMTD 23 8 0 21 Mar 2023
Bridge the Gap between Language models and Tabular Understanding Nuo Chen Linjun Shou Ming Gong Jian Pei Chenyu You Jianhui Chang Daxin Jiang Jia Li LMTD 29 6 0 16 Feb 2023
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning Yunhu Ye Binyuan Hui Min Yang Binhua Li Fei Huang Yongbin Li LMTD ReLM LRM 44 144 0 31 Jan 2023
Semi-Structured Object Sequence Encoders V. Rudramurthy Riyaz Ahmad Bhat Chulaka Gunasekara Siva Sankalp Patel H. Wan Tejas I. Dhamecha Danish Contractor Marina Danilevsky 61 0 0 03 Jan 2023
Improving Cross-task Generalization of Unified Table-to-text Models with Compositional Task Configurations Jifan Chen Yuhao Zhang Lan Liu Rui Dong Xinchi Chen Patrick Ng William Yang Wang Zhiheng Huang AI4CE 32 4 0 17 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