Elephants Never Forget: Testing Language Models for Memorization of
Tabular Data

Elephants Never Forget: Testing Language Models for Memorization of Tabular Data

11 March 2024

Sebastian Bordt

Papers citing "Elephants Never Forget: Testing Language Models for Memorization of Tabular Data"

18 / 18 papers shown

Title
TabICL: A Tabular Foundation Model for In-Context Learning on Large Data Jingang Qu David Holzmüller Gaël Varoquaux Marine Le Morvan LMTD 78 4 0 08 Feb 2025
Preference Leakage: A Contamination Problem in LLM-as-a-judge Dawei Li Renliang Sun Yue Huang Ming Zhong Bohan Jiang J. Han X. Zhang Wei Wang Huan Liu 65 11 0 03 Feb 2025
Clinical Insights: A Comprehensive Review of Language Models in Medicine Nikita Neveditsin Pawan Lingras V. Mago LM&MA 46 3 0 08 Jan 2025
Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot Learning Carlos Huertas LMTD 32 1 0 06 Nov 2024
Take Caution in Using LLMs as Human Surrogates: Scylla Ex Machina Yuan Gao Dokyun Lee Gordon Burtch Sina Fazelpour LRM 40 7 0 25 Oct 2024
Large Language Models Engineer Too Many Simple Features For Tabular Data Jaris Küken Lennart Purucker Frank Hutter 46 2 0 23 Oct 2024
Unveiling the Spectrum of Data Contamination in Language Models: A Survey from Detection to Remediation Chunyuan Deng Yilun Zhao Yuzhao Heng Yitong Li Jiannan Cao Xiangru Tang Arman Cohan 24 1 0 20 Jun 2024
Large Language Models Memorize Sensor Datasets! Implications on Human Activity Recognition Research H. Haresamudram Hrudhai Rajasekhar Nikhil Murlidhar Shanbhogue Thomas Ploetz 21 1 0 09 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 33 9 0 07 Jun 2024
Differentially Private Tabular Data Synthesis using Large Language Models Toan V. Tran Li Xiong SyDa 33 6 0 03 Jun 2024
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 30 63 0 27 Feb 2024
From Supervised to Generative: A Novel Paradigm for Tabular Deep Learning with Large Language Models Xumeng Wen Han Zhang Shun Zheng Wei Xu Jiang Bian LMTD ALM 62 20 0 11 Oct 2023
Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4 Kent K. Chang Mackenzie Cramer Sandeep Soni David Bamman RALM 138 109 0 28 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 197 2,232 0 22 Mar 2023
Can Foundation Models Wrangle Your Data? A. Narayan Ines Chami Laurel J. Orr Simran Arora Christopher Ré LMTD AI4CE 164 212 0 20 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 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
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 264 1,798 0 14 Dec 2020