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07/06/2023
VerifAI: Verified Generative AI
Generative AI has made significant strides, yet concerns about the accur...
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06/15/2023
Interleaving Pre-Trained Language Models and Large Language Models for Zero-Shot NL2SQL Generation
Zero-shot NL2SQL is crucial in achieving natural language to SQL that is...
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04/07/2023
ChatPipe: Orchestrating Data Preparation Program by Optimizing Human-ChatGPT Interactions
Orchestrating a high-quality data preparation program is essential for s...
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03/29/2023
RetClean: Retrieval-Based Data Cleaning Using Foundation Models and Data Lakes
Can foundation models (such as ChatGPT) clean your data? In this proposa...
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12/04/2020
RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation
Can AI help automate human-easy but computer-hard data preparation tasks...
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11/26/2019
Dataset-On-Demand: Automatic View Search and Presentation for Data Discovery
Many data problems are solved when the right view of a combination of da...
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08/28/2019
Efficient Algorithms for Approximate Single-Source Personalized PageRank Queries
Given a graph G, a source node s and a target node t, the personalized P...
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06/15/2019
Technical Report: Optimizing Human Involvement for Entity Matching and Consolidation
An end-to-end data integration system requires human feedback in several...
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03/08/2019
Deductive Optimization of Relational Data Storage
Optimizing the physical data storage and retrieval of data are two key d...
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09/28/2018
Reuse and Adaptation for Entity Resolution through Transfer Learning
Entity resolution (ER) is one of the fundamental problems in data integr...
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03/04/2018
Data Curation with Deep Learning [Vision]: Towards Self Driving Data Curation
Past. Data curation - the process of discovering, integrating, and clean...
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10/02/2017
DeepER -- Deep Entity Resolution
Entity Resolution (ER) is a fundamental problem with many applications. ...
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09/29/2017