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TabuLa: Harnessing Language Models for Tabular Data Synthesis

TabuLa: Harnessing Language Models for Tabular Data Synthesis

19 October 2023
Zilong Zhao
Robert Birke
Lydia Y. Chen
    LMTD
ArXivPDFHTML

Papers citing "TabuLa: Harnessing Language Models for Tabular Data Synthesis"

21 / 21 papers shown
Title
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models
Andrey Sidorenko
32
0
0
05 May 2025
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models
Jan Kapar
Niklas Koenen
Martin Jullum
57
0
0
29 Apr 2025
A Comprehensive Survey of Synthetic Tabular Data Generation
A Comprehensive Survey of Synthetic Tabular Data Generation
Ruxue Shi
Yili Wang
Mengnan Du
Xu Shen
Xin Wang
22
1
0
23 Apr 2025
A Case Study Exploring the Current Landscape of Synthetic Medical Record Generation with Commercial LLMs
A Case Study Exploring the Current Landscape of Synthetic Medical Record Generation with Commercial LLMs
Yihan Lin
Zhirong Bella Yu
Simon Lee
SyDa
36
0
0
20 Apr 2025
Assessing Generative Models for Structured Data
Assessing Generative Models for Structured Data
Reilly Cannon
Nicolette M. Laird
Caesar Vazquez
Andy Lin
Amy Wagler
Tony Chiang
36
0
0
26 Mar 2025
Generating Synthetic Data with Formal Privacy Guarantees: State of the Art and the Road Ahead
Generating Synthetic Data with Formal Privacy Guarantees: State of the Art and the Road Ahead
Viktor Schlegel
Anil A Bharath
Zilong Zhao
Kevin Yee
61
0
0
26 Mar 2025
Tabby: Tabular Data Synthesis with Language Models
Sonia Cromp
Satya Sai Srinath Namburi GNVV
Mohammed Alkhudhayri
Catherine Cao
Samuel Guo
Nicholas Roberts
Frederic Sala
LMTD
58
0
0
04 Mar 2025
Architectural and Inferential Inductive Biases For Exchangeable Sequence Modeling
Daksh Mittal
Ang Li
Tzu-Ching Yen
Daniel Guetta
Hongseok Namkoong
40
0
0
03 Mar 2025
TAEGAN: Generating Synthetic Tabular Data For Data Augmentation
TAEGAN: Generating Synthetic Tabular Data For Data Augmentation
Jiayu Li
Zilong Zhao
Kevin Yee
Uzair Javaid
Biplab Sikdar
LMTD
17
1
0
02 Oct 2024
TIMeSynC: Temporal Intent Modelling with Synchronized Context Encodings for Financial Service Applications
TIMeSynC: Temporal Intent Modelling with Synchronized Context Encodings for Financial Service Applications
Dwipam Katariya
Juan Manuel Origgi
Yage Wang
Thomas Caputo
AI4TS
42
0
0
01 Oct 2024
Preserving logical and functional dependencies in synthetic tabular data
Preserving logical and functional dependencies in synthetic tabular data
Chaithra Umesh
Kristian Schultz
Manjunath Mahendra
Saparshi Bej
Olaf Wolkenhauer
19
0
0
26 Sep 2024
Language Modeling on Tabular Data: A Survey of Foundations, Techniques
  and Evolution
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
60
1
0
20 Aug 2024
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy
  Protection
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection
Yuxin Wang
Duanyu Feng
Yongfu Dai
Zhengyu Chen
Jimin Huang
Sophia Ananiadou
Qianqian Xie
Hao Wang
16
0
0
06 Aug 2024
LaTable: Towards Large Tabular Models
LaTable: Towards Large Tabular Models
B. V. Breugel
Jonathan Crabbé
Rob Davis
Mihaela van der Schaar
LMTD
21
2
0
25 Jun 2024
On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A
  Survey
On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey
Lin Long
Rui Wang
Ruixuan Xiao
Junbo Zhao
Xiao Ding
Gang Chen
Haobo Wang
SyDa
45
88
0
14 Jun 2024
CTSyn: A Foundational Model for Cross Tabular Data Generation
CTSyn: A Foundational Model for Cross Tabular Data Generation
Xiaofeng Lin
Chenheng Xu
Matthew Yang
Guang Cheng
21
1
0
07 Jun 2024
Navigating Tabular Data Synthesis Research: Understanding User Needs and
  Tool Capabilities
Navigating Tabular Data Synthesis Research: Understanding User Needs and Tool Capabilities
Maria F. Davila
Sven Groen
Fabian Panse
Wolfram Wingerath
LMTD
14
0
0
31 May 2024
Why Tabular Foundation Models Should Be a Research Priority
Why Tabular Foundation Models Should Be a Research Priority
B. V. Breugel
M. Schaar
LMTD
VLM
AI4CE
23
32
0
02 May 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and
  Understanding -- A Survey
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
25
54
0
27 Feb 2024
CTAB-GAN: Effective Table Data Synthesizing
CTAB-GAN: Effective Table Data Synthesizing
Zilong Zhao
A. Kunar
H. V. D. Scheer
Robert Birke
L. Chen
CML
115
144
0
16 Feb 2021
Data Synthesis based on Generative Adversarial Networks
Data Synthesis based on Generative Adversarial Networks
Noseong Park
Mahmoud Mohammadi
Kshitij Gorde
S. Jajodia
Hongkyu Park
Youngmin Kim
111
368
0
09 Jun 2018
1