Language Models for Tabular Data

LMTD

Leverage the power of large language models to process diverse tables and perform various tabular tasks based on natural language instructions.

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TRivia: Self-supervised Fine-tuning of Vision-Language Models for Table Recognition Junyuan Zhang Bin Wang Qintong Zhang Fan Wu Zichen Wen ... Huaping Zhong Yuhang Zang Xiaoyi Dong Ka-Ho Chow Conghui He LMTD VLM 72 0 0 01 Dec 2025
Table as a Modality for Large Language Models Liyao Li Chao Ye Wentao Ye Yifei Sun Zhe Jiang ... Yiming Zhang Ningtao Wang Xing Fu Gang Chen Junbo Zhao LMTD 0 0 0 30 Nov 2025
Light-Weight Benchmarks Reveal the Hidden Hardware Cost of Zero-Shot Tabular Foundation Models Aayam Bansal Ishaan Gangwani LMTD 0 0 0 30 Nov 2025
Evidence-Guided Schema Normalization for Temporal Tabular Reasoning Ashish Thanga Vibhu Dixit Abhilash Shankarampeta Vivek Gupta LMTD 4 0 0 29 Nov 2025
Instruction Tuning of Large Language Models for Tabular Data Generation-in One Day Milad Abdollahzadeh Abdul Raheem Zilong Zhao Uzair Javaid Kevin Yee Nalam Venkata Abhishek Tram Truong-Huu Biplab Sikdar LMTD ALM 87 0 0 28 Nov 2025
TAB-DRW: A DFT-based Robust Watermark for Generative Tabular Data Yizhou Zhao Xiang Li Peter Song Qi Long Weijie Su LMTD 93 0 0 26 Nov 2025
The Text Aphasia Battery (TAB): A Clinically-Grounded Benchmark for Aphasia-Like Deficits in Language Models Nathan Roll Jill Kries Flora Jin Catherine Wang Ann Marie Finley Meghan Sumner Cory Shain Laura Gwilliams LMTD 51 0 0 25 Nov 2025
Table Comprehension in Building Codes using Vision Language Models and Domain-Specific Fine-Tuning Mohammad Aqib Mohd Hamza Ying Hei Chui Qipei Mei LMTD 101 0 0 23 Nov 2025
iLTM: Integrated Large Tabular Model David Bonet Marçal Comajoan Cara Alvaro Calafell D. M. Montserrat A. Ioannidis LMTD PINN 148 0 0 20 Nov 2025
Towards Understanding Layer Contributions in Tabular In-Context Learning Models Amir Rezaei Balef Mykhailo Koshil Katharina Eggensperger LMTD 154 0 0 19 Nov 2025
Comparing Task-Agnostic Embedding Models for Tabular Data Frederik Hoppe Lars Kleinemeier Astrid Franz Udo Göbel LMTD 97 0 0 18 Nov 2025
Tab-PET: Graph-Based Positional Encodings for Tabular Transformers Yunze Leng Rohan Ghosh Mehul Motani LMTD 60 0 0 17 Nov 2025
TabFlash: Efficient Table Understanding with Progressive Question Conditioning and Token Focusing Jongha Kim Minseong Bae Sanghyeok Lee Jinsung Yoon Hyunwoo J. Kim LMTD VLM 130 0 0 17 Nov 2025
MultiTab: A Scalable Foundation for Multitask Learning on Tabular DataComputer Vision and Pattern Recognition (CVPR), 2024 Dimitrios Sinodinos Jack Yi Wei Narges Armanfard LMTD 22 0 0 13 Nov 2025
Generalization Can Emerge in Tabular Foundation Models From a Single Table Junwei Ma Nour Shaheen Alex Labach Amine Mhedhbi Frank Hutter Anthony L. Caterini Valentin Thomas LMTD 154 0 0 12 Nov 2025
A Hybrid Search for Complex Table Question Answering in Securities Report Daiki Shirafuji Koji Tanaka Tatsuhiko Saito LMTD 20 0 0 12 Nov 2025
Hierarchical structure understanding in complex tables with VLLMs: a benchmark and experiments Luca Bindini Simone Giovannini S. Marinai Valeria Nardoni Kimiya Noor Ali LMTD 64 0 0 11 Nov 2025
TabRAG: Tabular Document Retrieval via Structured Language Representations Jacob Si Mike Qu Michelle Lee Yingzhen Li LMTD 3DGS 3DV 137 0 0 10 Nov 2025
Accessibility Gaps in U.S. Government Dashboards for Blind and Low-Vision ResidentsIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2025 Chadani Acharya LMTD 34 0 0 10 Nov 2025
Secu-Table: a Comprehensive security table dataset for evaluating semantic table interpretation systems Azanzi Jiomekong Jean Bikim Patricia Negoue Joyce Chin LMTD 26 0 0 09 Nov 2025
LLM Attention Transplant for Transfer Learning of Tabular Data Across Disparate Domains Ibna Kowsar Kazi Fuad B. Akhter Manar D. Samad LMTD 65 0 0 08 Nov 2025
TabDistill: Distilling Transformers into Neural Nets for Few-Shot Tabular Classification Pasan Dissanayake Sanghamitra Dutta LMTD 241 0 0 07 Nov 2025
Are We Asking the Right Questions? On Ambiguity in Natural Language Queries for Tabular Data Analysis Daniel Gomm Cornelius Wolff Madelon Hulsebos LMTD 210 0 0 06 Nov 2025
RUST-BENCH: Benchmarking LLM Reasoning on Unstructured Text within Structured Tables Nikhil Abhyankar Purvi Chaurasia Sanchit Kabra Ananya Srivastava Vivek Gupta Chandan K. Reddy LMTD LRM 272 0 0 06 Nov 2025
TabGemma: Text-Based Tabular ICL via LLM using Continued Pretraining and Retrieval Günther Schindler Maximilian Schambach Michael Medek Sam Thelin LMTD 49 0 0 05 Nov 2025
TabTune: A Unified Library for Inference and Fine-Tuning Tabular Foundation Models Aditya Tanna Pratinav Seth Mohamed Bouadi Utsav Avaiya Vinay Kumar Sankarapu LMTD 67 0 0 04 Nov 2025
TabDSR: Decompose, Sanitize, and Reason for Complex Numerical Reasoning in Tabular DataConference on Empirical Methods in Natural Language Processing (EMNLP), 2025 Changjiang Jiang Fengchang Yu H. Chen Wei Lu Jin Zeng LMTD ReLM 186 0 0 04 Nov 2025
REaR: Retrieve, Expand and Refine for Effective Multitable Retrieval Rishita Agarwal Himanshu Singhal Peter Baile Chen Manan Roy Choudhury Dan Roth Vivek Gupta LMTD 217 0 0 02 Nov 2025
Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs Jyotika Singh Weiyi Sun Amit Agarwal Viji Krishnamurthy Yassine Benajiba Sujith Ravi Dan Roth LMTD 197 0 0 27 Oct 2025
Exploring Generative Process Reward Modeling for Semi-Structured Data: A Case Study of Table Question Answering Lei Tang Wei Zhou Mohsen Mesgar LMTD LRM 81 0 0 23 Oct 2025
Evaluating Latent Knowledge of Public Tabular Datasets in Large Language Models Matteo Silvestri Flavio Giorgi Fabrizio Silvestri Gabriele Tolomei LMTD 60 0 0 23 Oct 2025
SODBench: A Large Language Model Approach to Documenting Spreadsheet Operations Amila Indika Igor Molybog LMTD 116 0 0 22 Oct 2025
SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets Ziwei Wang Jiayuan Su Mengyu Zhou Huaxing Zeng Mengni Jia Xiao Lv Haoyu Dong Xiaojun Ma Shi Han Dongmei Zhang LMTD 108 0 0 22 Oct 2025
CMT-Bench: Cricket Multi-Table Generation Benchmark for Probing Robustness in Large Language Models Ritam Upadhyay Naman Ahuja Rishabh Baral Aparna Garimella Vivek Gupta LMTD 90 0 0 20 Oct 2025
TabR1: Taming GRPO for tabular reasoning LLMs Pengxiang Cai Zihao Gao Jintai Chen LMTD LRM 149 0 0 20 Oct 2025
Reflections from Research Roundtables at the Conference on Health, Inference, and Learning (CHIL) 2025 Emily Alsentzer Marie-Laure Charpignon Bill Chen N. S. D'Souza Jason Alan Fries ... Hye Sun Yun Xiaoman Zhang Xiao Yu Cindy Zhang Hayoung Jeong Kaveri A. Thakoor OOD LMTD LM&MA 292 0 0 17 Oct 2025
State-Space Models for Tabular Prior-Data Fitted Networks Felix Koch Marcel Wever Fabian Raisch Benjamin Tischler LMTD 72 0 0 16 Oct 2025
FACTS: Table Summarization via Offline Template Generation with Agentic Workflows Ye Yuan Mohammad Amin Shabani Siqi Liu LMTD RALM 82 0 0 15 Oct 2025
FreshTab: Sourcing Fresh Data for Table-to-Text Generation Evaluation Kristýna Onderková Ondřej Plátek Zdeněk Kasner Ondrej Dusek LMTD 108 0 0 15 Oct 2025
Rethinking Agentic Workflows: Evaluating Inference-Based Test-Time Scaling Strategies in Text2SQL Tasks Jiajing Guo Kenil Patel Jorge Henrique Piazentin Ono Wenbin He Liu Ren LMTD LRM 56 1 0 13 Oct 2025
ConDABench: Interactive Evaluation of Language Models for Data Analysis Avik Dutta Priyanshu Gupta Hosein Hasanbeig Rahul Pratap Singh Harshit Nigam Sumit Gulwani Arjun Radhakrishna Gustavo Soares A. Tiwari LMTD 96 0 0 10 Oct 2025
Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation Wei Zhou Bolei Ma Annemarie Friedrich Mohsen Mesgar LMTD ELM 97 0 0 08 Oct 2025
TALENT: Table VQA via Augmented Language-Enhanced Natural-text Transcription Guo Yutong Wanying Wang Yue Wu Zichen Miao Haoyu Wang LMTD 92 0 0 08 Oct 2025
TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular Reasoning Jiaru Zou Soumya Roy Vinay Kumar Verma Z. Wang David Wipf Pan Lu Sumit Negi James Zou Jingrui He LMTD LRM 109 0 0 07 Oct 2025
Relational Transformer: Toward Zero-Shot Foundation Models for Relational Data Rishabh Ranjan Valter Hudovernik Mark Znidar Charilaos I. Kanatsoulis Roshan Upendra Mahmoud Mohammadi Joe Meyer Tom Palczewski Carlos Guestrin Jure Leskovec LMTD 157 0 0 07 Oct 2025
Graph-based Tabular Deep Learning Should Learn Feature Interactions, Not Just Make Predictions Elias Dubbeldam Reza Mohammadi M. Schoonhoven Ş. Birbil LMTD 160 0 0 06 Oct 2025
BIRD-INTERACT: Re-imagining Text-to-SQL Evaluation for Large Language Models via Lens of Dynamic Interactions Nan Huo Xiaohan Xu Jinyang Li Per Jacobsson Shipei Lin ... Hongyu Liu Chenhao Ma Fatma Ozcan Yannis Papakonstantinou Reynold Cheng LMTD VLM 176 1 0 06 Oct 2025
The Command Line GUIde: Graphical Interfaces from Man Pages via AI Saketh Ram Kasibatla Kiran Medleri Hiremath Raven Rothkopf Sorin Lerner Haijun Xia Brian Hempel LMTD CLIP 126 0 0 01 Oct 2025
TabINR: An Implicit Neural Representation Framework for Tabular Data Imputation Vincent Ochs Florentin Bieder Sidaty El Hadramy Paul Friedrich Stephanie Taha-Mehlitz Anas Taha Philippe C. Cattin LMTD AI4TS 80 0 0 01 Oct 2025
From Factoid Questions to Data Product Requests: Benchmarking Data Product Discovery over Tables and Text L. Zhang Nandana Mihindukulasooriya Niharika S. D'Souza Sola S. Shirai Sarthak Dash Yao Ma Horst Samulowitz LMTD 121 0 0 30 Sep 2025

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