George Katsogiannis

Deep Learning, NLP, Text-to-SQL

I am working as a research assistant at the Athena Research and Innovation Center, under the supervision of Dr. Georgia Koutrika. My work focuses on using Deep Learning and Natural Language Processing techniques to make data open and accessible to users without technical knowledge, and is part of the INODE and FAIR Core 4 EOSC projects, funded by the EU. During the past two years my work has resulted in 4 tutorials presented at major conferences [EDBT'21, SIGMOD'21, TWC'22, WSDM'23], one query explanation system [eQsplain] that has been integrated in the INODE project, and a survey studying the fast-paced research area of deep learning text-to-SQL [Under Review].

My MSc degree was on Data Science and Information Technologies, with a specialisation on Artificial Intelligence, at the University of Athens. My MSc thesis, is titled "Data Democratisation with Deep Learning: Structured Query Translation from and to Natural Language". Prior to that, I was studying towards my BSc degree on Computer Science at the University Athens, where I completed my BSc thesis, titled "Translating Natural Language to SQL using Deep Learning".


Selected Work

  • INODE: Working on user assistant services with a focus on query explanations
  • FAIR Core 4 EOSC: Team leader for DARE Lab, also working on NL search services

Publications

2023

  1. VLDBJ
    A survey on deep learning approaches for text-to-SQL
    The VLDB Journal

2022

  1. TWC
    Data Democratisation with Deep Learning: An Analysis of Text-to-SQL Systems
    In Companion Proceedings of the Web Conference 2022

2021

  1. SIGMOD
    A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems
    In Proceedings of the 2021 International Conference on Management of Data
  2. EDBT
    Deep Learning Approaches for Text-to-SQL Systems.
    In EDBT

2020

  1. BSc Thesis
    Translating Natural Language to SQL using Deep Learning
    Katsogiannis-Meimarakis, George