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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MultiTab: A Scalable Foundation for Multitask Learning on Tabular Data Dimitrios Sinodinos Jack Yi Wei Narges Armanfard LMTD 4 0 0 13 Nov 2025
A Hybrid Search for Complex Table Question Answering in Securities Report Daiki Shirafuji Koji Tanaka Tatsuhiko Saito LMTD 0 0 0 12 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 57 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 40 0 0 11 Nov 2025
Accessibility Gaps in U.S. Government Dashboards for Blind and Low-Vision Residents Chadani Acharya LMTD 0 0 0 10 Nov 2025
TabRAG: Tabular Document Retrieval via Structured Language Representations Jacob Si Mike Qu Michelle Lee Yingzhen Li LMTD 3DGS 3DV 52 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 0 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 12 0 0 08 Nov 2025
TabDistill: Distilling Transformers into Neural Nets for Few-Shot Tabular Classification Pasan Dissanayake Sanghamitra Dutta LMTD 76 0 0 07 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 192 0 0 06 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 76 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 17 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 16 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 130 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 120 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 91 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 59 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 44 0 0 23 Oct 2025
SODBench: A Large Language Model Approach to Documenting Spreadsheet Operations Amila Indika Igor Molybog LMTD 96 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 96 0 0 22 Oct 2025
TabR1: Taming GRPO for tabular reasoning LLMs Pengxiang Cai Zihao Gao Jintai Chen LMTD LRM 117 0 0 20 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 82 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 244 0 0 17 Oct 2025
State-Space Models for Tabular Prior-Data Fitted Networks Felix Koch Marcel Wever Fabian Raisch Benjamin Tischler LMTD 36 0 0 16 Oct 2025
FreshTab: Sourcing Fresh Data for Table-to-Text Generation Evaluation Kristýna Onderková Ondřej Plátek Zdeněk Kasner Ondrej Dusek LMTD 96 0 0 15 Oct 2025
FACTS: Table Summarization via Offline Template Generation with Agentic Workflows Ye Yuan Mohammad Amin Shabani Siqi Liu LMTD RALM 66 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 48 0 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 72 0 0 10 Oct 2025
TALENT: Table VQA via Augmented Language-Enhanced Natural-text Transcription Guo Yutong Wanying Wang Yue Wu Zichen Miao Haoyu Wang LMTD 64 0 0 08 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 85 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 68 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 125 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 120 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 156 0 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 92 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 40 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 109 0 0 30 Sep 2025
Agentar-Scale-SQL: Advancing Text-to-SQL through Orchestrated Test-Time Scaling P. Wang B. Sun Xuemei Dong Yaxun Dai Hongwei Yuan Mengdie Chu Yingqi Gao Xiang Qi Peng Zhang Ying Yan LMTD 101 0 0 29 Sep 2025
ScenarioBench: Trace-Grounded Compliance Evaluation for Text-to-SQL and RAG Zahra Atf Peter Lewis LMTD 47 0 0 29 Sep 2025
Boundary on the Table: Efficient Black-Box Decision-Based Attacks for Structured Data Roie Kazoom Yuval Ratzabi Etamar Rothstein Ofer Hadar AAML LMTD 73 0 0 26 Sep 2025
Same Content, Different Representations: A Controlled Study for Table QA Yue Zhang Seiji Maekawa Nikita Bhutani LMTD 40 0 0 26 Sep 2025
Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data George Yakushev Alina Shutova Ivan Rubachev Renat Sergazinov Artem Babenko LMTD 100 0 0 25 Sep 2025
TABLET: A Large-Scale Dataset for Robust Visual Table Understanding Iñigo Alonso Imanol Miranda Eneko Agirre Mirella Lapata LMTD VLM 164 0 0 25 Sep 2025
Discovering Association Rules in High-Dimensional Small Tabular Data Erkan Karabulut Daniel Daza Paul T. Groth Victoria Degeler LMTD 117 0 0 24 Sep 2025
Charting a Decade of Computational Linguistics in Italy: The CLiC-it Corpus Chiara Alzetta S. Auriemma Alessandro Bondielli Luca Dini Chiara Fazzone Alessio Miaschi Martina Miliani Marta Sartor LMTD 65 0 0 23 Sep 2025
When TableQA Meets Noise: A Dual Denoising Framework for Complex Questions and Large-scale Tables Shenghao Ye Yu Guo Dong Jin Yikai Shen Yunpeng Hou Shuangwu Chen Jian Yang Xiaofeng Jiang LMTD 60 0 0 22 Sep 2025
Table2LaTeX-RL: High-Fidelity LaTeX Code Generation from Table Images via Reinforced Multimodal Language Models Jun Ling Yao Qi Tao Huang Shibo Zhou Y. Huang ... Ziqi Song Ying Zhou Yang Yang H. Shen Liang Luo LMTD 72 0 0 22 Sep 2025
On the Limits of Tabular Hardness Metrics for Deep RL: A Study with the Pharos Benchmark Michelangelo Conserva Remo Sasso Paulo E. Rauber OffRL LMTD 52 0 0 21 Sep 2025
Can GRPO Boost Complex Multimodal Table Understanding? Xiaoqiang Kang Shengen Wu Zimu Wang Y. Liu Xiaobo Jin K. Huang Wei Wang Yutao Yue Xiaowei Huang Qiufeng Wang OffRL LMTD 84 0 0 21 Sep 2025
Improving Deep Tabular Learning Sivan Sarafian Yehudit Aperstein LMTD 64 0 0 19 Sep 2025

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