Papers
Communities
Events
Blog
Pricing
Search
Open menu
Home
Papers
2402.17944
Cited By
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey
27 February 2024
Xi Fang
Weijie Xu
Fiona Anting Tan
Jiani Zhang
Ziqing Hu
Yanjun Qi
Scott Nickleach
Diego Socolinsky
Srinivasan H. Sengamedu
Christos Faloutsos
LMTD
ALM
Re-assign community
ArXiv
PDF
HTML
Papers citing
"Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey"
50 / 63 papers shown
Title
Group-in-Group Policy Optimization for LLM Agent Training
Lang Feng
Zhenghai Xue
Tingcong Liu
Bo An
OffRL
12
0
0
16 May 2025
How well do LLMs reason over tabular data, really?
Cornelius Wolff
Madelon Hulsebos
LMTD
ELM
LRM
47
0
0
12 May 2025
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models
Andrey Sidorenko
41
0
0
05 May 2025
A Comprehensive Survey of Synthetic Tabular Data Generation
Ruxue Shi
Yili Wang
Mengnan Du
Xu Shen
Xin Wang
49
2
0
23 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey
Jun-Peng Jiang
Si-Yang Liu
Hao-Run Cai
Qile Zhou
Han-Jia Ye
LMTD
46
0
0
17 Apr 2025
Tabular foundation model to detect empathy from visual cues
M. Hasan
Shafin Rahman
M. Hossain
Aneesh Krishna
Tom Gedeon
VLM
30
0
0
15 Apr 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
63
0
0
04 Mar 2025
AILS-NTUA at SemEval-2025 Task 8: Language-to-Code prompting and Error Fixing for Tabular Question Answering
Andreas Evangelatos
Giorgos Filandrianos
Maria Lymperaiou
Athanasios Voulodimos
Giorgos Stamou
LMTD
88
0
0
01 Mar 2025
Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions
Zhong Li
Qi Huang
Lincen Yang
Jiayang Shi
Zhao Yang
Niki van Stein
Thomas Bäck
M. Leeuwen
DiffM
47
0
0
24 Feb 2025
In-context learning of evolving data streams with tabular foundational models
Afonso Lourenço
João Gama
Eric P. Xing
Goreti Marreiros
64
0
0
24 Feb 2025
LLM Embeddings for Deep Learning on Tabular Data
Boshko Koloski
Andrei Margeloiu
Xiangjian Jiang
Blaž Škrlj
Nikola Simidjievski
M. Jamnik
LMTD
81
0
0
17 Feb 2025
Evaluating Inter-Column Logical Relationships in Synthetic Tabular Data Generation
Yunbo Long
Liming Xu
Alexandra Brintrup
85
1
0
06 Feb 2025
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms
Qinyi Liu
Oscar Blessed Deho
Farhad Vadiee
Mohammad Khalil
Srecko Joksimovic
George Siemens
SyDa
49
6
0
03 Jan 2025
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers
Dimitrios Mallis
Ahmet Serdar Karadeniz
Sebastian Cavada
Danila Rukhovich
Niki Maria Foteinopoulou
K. Cherenkova
Anis Kacem
Djamila Aouada
79
2
0
18 Dec 2024
Improving LLM Group Fairness on Tabular Data via In-Context Learning
Valeriia Cherepanova
Chia-Jung Lee
Nil-Jana Akpinar
Riccardo Fogliato
Martín Bertrán
Michael Kearns
James Zou
LMTD
73
0
0
05 Dec 2024
BudgetMLAgent: A Cost-Effective LLM Multi-Agent system for Automating Machine Learning Tasks
Shubham Gandhi
Manasi S. Patwardhan
L. Vig
Gautam M. Shroff
LLMAG
47
0
0
12 Nov 2024
Game-theoretic LLM: Agent Workflow for Negotiation Games
Wenyue Hua
Ollie Liu
Lingyao Li
Alfonso Amayuelas
Julie Chen
...
Lizhou Fan
Fei Sun
William Yang Wang
Qing Guo
Yongfeng Zhang
55
8
0
08 Nov 2024
AWARE Narrator and the Utilization of Large Language Models to Extract Behavioral Insights from Smartphone Sensing Data
Tianyi Zhang
Miu Kojima
Simon DÁlfonso
29
0
0
07 Nov 2024
Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot Learning
Carlos Huertas
LMTD
53
1
0
06 Nov 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
Enriching Tabular Data with Contextual LLM Embeddings: A Comprehensive Ablation Study for Ensemble Classifiers
Gjergji Kasneci
Enkelejda Kasneci
LMTD
33
1
0
03 Nov 2024
TabDPT: Scaling Tabular Foundation Models
Junwei Ma
Valentin Thomas
Rasa Hosseinzadeh
Hamidreza Kamkari
Alex Labach
Jesse C. Cresswell
Keyvan Golestan
Guangwei Yu
M. Volkovs
Anthony L. Caterini
LMTD
36
3
0
23 Oct 2024
Towards More Effective Table-to-Text Generation: Assessing In-Context Learning and Self-Evaluation with Open-Source Models
Sahar Iravani
Tim . O . F Conrad
LMTD
34
0
0
15 Oct 2024
HR-Agent: A Task-Oriented Dialogue (TOD) LLM Agent Tailored for HR Applications
Weijie Xu
Jay Desai
Fanyou Wu
Josef Valvoda
Srinivasan H. Sengamedu
LLMAG
46
1
0
15 Oct 2024
TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models
Andrei Margeloiu
Xiangjian Jiang
Nikola Simidjievski
M. Jamnik
38
5
0
24 Sep 2024
TREB: a BERT attempt for imputing tabular data imputation
Shuyue Wang
Wenjun Zhou
Han drk-m-s Jiang
Shuo Wang
Ren Zheng
36
0
0
16 Sep 2024
Seek and Solve Reasoning for Table Question Answering
Ruya Jiang
Chun Wang
Weihong Deng
LMTD
ReLM
LRM
40
2
0
09 Sep 2024
Text2SQL is Not Enough: Unifying AI and Databases with TAG
Asim Biswal
Liana Patel
Siddarth Jha
Amog Kamsetty
Shu Liu
Joseph E. Gonzalez
Carlos Guestrin
Matei A. Zaharia
LMTD
3DV
34
15
0
27 Aug 2024
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables
Suyash Vardhan Mathur
J. Bafna
Kunal Kartik
Harshita Khandelwal
Manish Shrivastava
Vivek Gupta
Joey Tianyi Zhou
Dan Roth
LMTD
28
0
0
25 Aug 2024
Reasoning Factual Knowledge in Structured Data with Large Language Models
Sirui Huang
Yanggan Gu
Xuming Hu
Zhonghao Li
Qing Li
Guandong Xu
HILM
LMTD
32
1
0
22 Aug 2024
Exploring Large Language Models for Feature Selection: A Data-centric Perspective
Dawei Li
Zhen Tan
Huan Liu
LM&MA
39
8
0
21 Aug 2024
HySem: A context length optimized LLM pipeline for unstructured tabular extraction
Narayanan PP
A. P. N. Iyer
44
0
0
18 Aug 2024
Threshold Filtering Packing for Supervised Fine-Tuning: Training Related Samples within Packs
Jiancheng Dong
Lei Jiang
Wei Jin
Lu Cheng
44
1
0
18 Aug 2024
Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AI
Lingxi Cui
Huan Li
Ke Chen
Alexander Lerch
Gang Chen
LMTD
78
14
0
31 Jul 2024
Enhancing Agricultural Machinery Management through Advanced LLM Integration
Emily Johnson
Noah Wilson
46
0
0
30 Jul 2024
DALL-M: Context-Aware Clinical Data Augmentation with LLMs
Chihcheng Hsieh
Catarina Moreira
Isabel Blanco Nobre
Sandra Costa Sousa
Chun Ouyang
M. Brereton
Joaquim A. Jorge
Jacinto C. Nascimento
51
0
0
11 Jul 2024
Quantifying Prediction Consistency Under Model Multiplicity in Tabular LLMs
Faisal Hamman
Pasan Dissanayake
Saumitra Mishra
Freddy Lecue
Sanghamitra Dutta
AAML
43
3
0
04 Jul 2024
Scalable and Domain-General Abstractive Proposition Segmentation
Mohammad Javad Hosseini
Yang Gao
Tim Baumgärtner
Alex Fabrikant
Reinald Kim Amplayo
36
0
0
28 Jun 2024
Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIs
Lokesh Mishra
Sohayl Dhibi
Yusik Kim
Cesar Berrospi Ramis
Shubham Gupta
Michele Dolfi
Peter W. J. Staar
53
2
0
27 Jun 2024
On the Robustness of Language Models for Tabular Question Answering
Kushal Raj Bhandari
Sixue Xing
Soham Dan
Jianxi Gao
LMTD
44
3
0
18 Jun 2024
Generating Tables from the Parametric Knowledge of Language Models
Yevgeni Berkovitch
Oren Glickman
Amit Somech
Tomer Wolfson
LMTD
51
1
0
16 Jun 2024
Retrieval & Fine-Tuning for In-Context Tabular Models
Valentin Thomas
Junwei Ma
Rasa Hosseinzadeh
Keyvan Golestan
Guangwei Yu
M. Volkovs
Anthony L. Caterini
41
11
0
07 Jun 2024
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs
Yu Xia
Rui Wang
Xu Liu
Mingyan Li
Tong Yu
Xiang Chen
Julian McAuley
Shuai Li
LRM
53
19
0
24 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
Rethinking Tabular Data Understanding with Large Language Models
Tianyang Liu
Fei Wang
Muhao Chen
ReLM
LMTD
LRM
37
13
0
27 Dec 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
42
21
0
03 Nov 2023
STaSy: Score-based Tabular data Synthesis
Jayoung Kim
C. Lee
Noseong Park
DiffM
59
59
0
08 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
122
198
0
06 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model
Aohan Zeng
Xiao Liu
Zhengxiao Du
Zihan Wang
Hanyu Lai
...
Jidong Zhai
Wenguang Chen
Peng-Zhen Zhang
Yuxiao Dong
Jie Tang
BDL
LRM
253
1,073
0
05 Oct 2022
PTab: Using the Pre-trained Language Model for Modeling Tabular Data
Guangyi Liu
Jie-jin Yang
Ledell Yu Wu
LMTD
65
34
0
15 Sep 2022
1
2
Next