Large Language Models Can Automatically Engineer Features for Few-Shot
Tabular Learning

Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning

15 April 2024

Sercan Ö. Arik

Tomas Pfister

Papers citing "Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning"

12 / 12 papers shown

Title
LLM4FS: Leveraging Large Language Models for Feature Selection and How to Improve It Jianhao Li Xianchao Xiu 37 0 0 31 Mar 2025
Large Language Models as Attribution Regularizers for Efficient Model Training Davor Vukadin Marin Šilić Goran Delač 36 0 0 27 Feb 2025
Integrating Expert Knowledge into Logical Programs via LLMs Franciszek Górski Oskar Wysocki Marco Valentino André Freitas 25 0 0 17 Feb 2025
Transfer Learning of Tabular Data by Finetuning Large Language Models S. B. Rabbani Ibna Kowsar Manar D. Samad LMTD 41 1 0 12 Jan 2025
Transforming Game Play: A Comparative Study of DCQN and DTQN Architectures in Reinforcement Learning William A. Stigall 43 0 0 14 Oct 2024
Knowledge-Driven Feature Selection and Engineering for Genotype Data with Large Language Models Joseph Lee Shu Yang Jae Young Baik Xiaoxi Liu Zhen Tan ... Zixuan Wen Bojian Hou D. Duong-Tran Tianlong Chen Li Shen 44 1 0 02 Oct 2024
Transfer Learning with Deep Tabular Models Roman Levin Valeriia Cherepanova Avi Schwarzschild Arpit Bansal C. B. Bruss Tom Goldstein A. Wilson Micah Goldblum OOD FedML LMTD 66 58 0 30 Jun 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 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 315 8,261 0 28 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 274 882 0 18 Apr 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 251 1,382 0 21 Jan 2020