Large Language Models Engineer Too Many Simple Features For Tabular Data

23 October 2024

Papers citing "Large Language Models Engineer Too Many Simple Features For Tabular Data"

13 / 13 papers shown

Title
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 127 10 0 20 Aug 2024
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering Xianjie Wu Jian Yang Linzheng Chai Ge Zhang Jiaheng Liu ... Xianfu Cheng Tianzhen Sun Guanglin Niu Tongliang Li Zhoujun Li LMTD ELM 104 40 0 17 Aug 2024
Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning Jaehyun Nam Kyuyoung Kim Seunghyuk Oh Jihoon Tack Jaehyung Kim Jinwoo Shin LMTD 92 13 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 54 4 0 10 May 2024
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios Yanling Wang Jing Zhang Zeyao Ma Yang Li Bohan Zhang ... Didong Li Shu Zhao Juan-Zi Li Jie Tang J. Tang LMTD RALM 100 36 0 28 Mar 2024
Automated data processing and feature engineering for deep learning and big data applications: a survey A. Mumuni F. Mumuni TPM 73 58 0 18 Mar 2024
Gender bias and stereotypes in Large Language Models Hadas Kotek Rikker Dockum David Q. Sun 118 238 0 28 Aug 2023
Large Language Models for Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering Noah Hollmann Samuel G. Müller Frank Hutter 98 64 0 05 May 2023
OpenFE: Automated Feature Generation with Expert-level Performance Tianze Zhang Zheyu Zhang Zhiyuan Fan Haoyan Luo Feng Liu Qian Liu Wei Cao Jian Li VLM 45 28 0 22 Nov 2022
Language Models are Realistic Tabular Data Generators V. Borisov Kathrin Seßler Tobias Leemann Martin Pawelczyk Gjergji Kasneci LMTD 106 252 0 12 Oct 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 856 9,714 0 28 Jan 2022
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 126 697 0 05 Oct 2021
The autofeat Python Library for Automated Feature Engineering and Selection F. Horn R. Pack M. Rieger 106 97 0 22 Jan 2019