Can Foundation Models Wrangle Your Data?

20 May 2022

Papers citing "Can Foundation Models Wrangle Your Data?"

39 / 39 papers shown

Title
Diffusion Transformers for Tabular Data Time Series Generation Fabrizio Garuti E. Sangineto Simone Luetto L. Forni Rita Cucchiara 59 0 0 10 Apr 2025
HCT-QA: A Benchmark for Question Answering on Human-Centric Tables M. Ahmad Zan Naeem Michaël Aupetit A. Elmagarmid M. Eltabakh Xiasong Ma M. Ouzzani Chaoyi Ruan LMTD 125 0 0 09 Mar 2025
Seesaw: High-throughput LLM Inference via Model Re-sharding Qidong Su Wei Zhao X. Li Muralidhar Andoorveedu Chenhao Jiang Zhanda Zhu Kevin Song Christina Giannoula Gennady Pekhimenko LRM 74 0 0 09 Mar 2025
Model Lakes Koyena Pal David Bau Renée J. Miller 67 0 0 24 Feb 2025
DCAD-2000: A Multilingual Dataset across 2000+ Languages with Data Cleaning as Anomaly Detection Yingli Shen Wen Lai Shuo Wang Xueren Zhang Kangyang Luo Alexander M. Fraser Maosong Sun 49 0 0 17 Feb 2025
HyGen: Efficient LLM Serving via Elastic Online-Offline Request Co-location Ting Sun Penghan Wang Fan Lai 145 1 0 15 Jan 2025
The Design of an LLM-powered Unstructured Analytics System Eric Anderson Jonathan Fritz Austin Lee Bohou Li Mark Lindblad ... Mehul A. Shah Benjamin Sowell Dan Tecuci Vinayak Thapliyal Matt Welsh 55 10 0 31 Dec 2024
Mind the Data Gap: Bridging LLMs to Enterprise Data Integration Moe Kayali Fabian Wenz Nesime Tatbul Çağatay Demiralp 44 2 0 31 Dec 2024
KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs Yongqin Xu Huan Li Ke Chen Lidan Shou 45 2 0 16 Oct 2024
Fine-tuning Large Language Models for Entity Matching Aaron Steiner R. Peeters Christian Bizer LRM 34 5 0 12 Sep 2024
Table Transformers for Imputing Textual Attributes Ting-Ruen Wei Yuan Wang Yoshitaka Inoue Hsin-Tai Wu Yi Fang LMTD 37 0 0 04 Aug 2024
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization Md Mahadi Hasan Nahid Davood Rafiei LMTD 50 4 0 25 Jun 2024
Generalizable and Scalable Multistage Biomedical Concept Normalization Leveraging Large Language Models Nicholas J. Dobbins 29 2 0 24 May 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 37 66 0 27 Feb 2024
CARTE: Pretraining and Transfer for Tabular Learning Myung Jun Kim Léo Grinsztajn Gaël Varoquaux LMTD 59 13 0 26 Feb 2024
Had enough of experts? Quantitative knowledge retrieval from large language models David Selby Kai Spriestersbach Yuichiro Iwashita Dennis Bappert Archana Warrier Sumantrak Mukherjee M. Asim Koichi Kise Sebastian Vollmer 41 0 0 12 Feb 2024
LLMs Understand Glass-Box Models, Discover Surprises, and Suggest Repairs Ben Lengerich Sebastian Bordt Harsha Nori M. Nunnally Y. Aphinyanaphongs Manolis Kellis Rich Caruana 21 7 0 02 Aug 2023
$S$^{3}$: Increasing GPU Utilization during Generative Inference for Higher Throughput$ S $^{3}$ : Increasing GPU Utilization during Generative Inference for Higher Throughput Yunho Jin Chun-Feng Wu David Brooks Gu-Yeon Wei 29 62 0 09 Jun 2023
Towards Multi-Modal DBMSs for Seamless Querying of Texts and Tables Matthias Urban Carsten Binnig 34 5 0 26 Apr 2023
TABLET: Learning From Instructions For Tabular Data Dylan Slack Sameer Singh LMTD ALM RALM 21 17 0 25 Apr 2023
Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes Simran Arora Brandon Yang Sabri Eyuboglu A. Narayan Andrew Hojel Immanuel Trummer Christopher Ré SyDa 47 69 0 19 Apr 2023
One Transformer for All Time Series: Representing and Training with Time-Dependent Heterogeneous Tabular Data Simone Luetto Fabrizio Garuti E. Sangineto L. Forni Rita Cucchiara LMTD AI4TS 84 10 0 13 Feb 2023
KAER: A Knowledge Augmented Pre-Trained Language Model for Entity Resolution Liri Fang Lan Li Yiren Liu Vetle I. Torvik Bertram Ludäscher 16 5 0 12 Jan 2023
DeepJoin: Joinable Table Discovery with Pre-trained Language Models Yuyang Dong Chuan Xiao Takuma Nozawa Masafumi Enomoto M. Oyamada 16 18 0 15 Dec 2022
TabLLM: Few-shot Classification of Tabular Data with Large Language Models S. Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang David Sontag LMTD 55 210 0 19 Oct 2022
Ask Me Anything: A simple strategy for prompting language models Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 211 207 0 05 Oct 2022
Enabling Conversational Interaction with Mobile UI using Large Language Models Bryan Wang Gang Li Yang Li 175 132 0 18 Sep 2022
A Systematic Evaluation of Large Language Models of Code Frank F. Xu Uri Alon Graham Neubig Vincent J. Hellendoorn ELM ALM 204 631 0 26 Feb 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 361 8,495 0 28 Jan 2022
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Zixuan Ke Bing-Quan Liu Nianzu Ma Hu Xu Lei Shu CLL 186 122 0 05 Dec 2021
Fast Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Chelsea Finn Christopher D. Manning KELM 224 341 0 21 Oct 2021
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 213 1,657 0 15 Oct 2021
Can Deep Neural Networks Predict Data Correlations from Column Names? Immanuel Trummer 17 8 0 09 Jul 2021
VideoGPT: Video Generation using VQ-VAE and Transformers Wilson Yan Yunzhi Zhang Pieter Abbeel A. Srinivas ViT VGen 245 484 0 20 Apr 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 279 1,121 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,312 0 17 Jan 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 237 4,469 0 23 Jan 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 415 2,586 0 03 Sep 2019