👋 Andrei Cătălin Coman

About

I am a Research Assistant at the Idiap Research Institute and Ph.D. Candidate at the École Polytechnique Fédérale de Lausanne (EPFL). I am a member of the Natural Language Understanding group, where I work under the supervision of Dr. James Henderson on the Swiss National Science Foundation (SNSF) funded project entitled Deep Learning Models for Continual Extraction of Knowledge from Text.

Research

Machine reading extracts valuable knowledge from text (e.g. in the form of entities and their relationships) and stores it in a knowledge base or knowledge graph for further use. We approach this task as a continual learning problem, using the current knowledge base to learn how to extract information from text, and using the text to extract new knowledge to add to the knowledge base. In this project, we develop deep learning approaches to this task which induce a joint representation of both the text and the knowledge base.

Education

I received a BSc and MSc in Computer Science from the University of Trento.


publications
2023
Andrei C. Coman, Christos Theodoropoulos, Marie-Francine Moens, James Henderson
arXiv preprint

Andrei C. Coman, Gianni Barlacchi, Adrià de Gispert
EMNLP 2023 Findings

James Henderson, Alireza Mohammadshahi, Andrei C. Coman, Lesly Miculicich
EMNLP 2023 Big Picture Workshop

2021
Christos Theodoropoulos, James Henderson, Andrei C. Coman, Marie-Francine Moens
CoNLL 2021

2019
Andrei C. Coman, Koichiro Yoshino, Yukitoshi Murase, Satoshi Nakamura, Giuseppe Riccardi
INTERSPEECH 2019

2018
Andrei C. Coman, Giacomo Zara, Yaroslav Nechaev, Gianni Barlacchi, Alessandro Moschitti
AI*IA 2018 NL4AI Workshop

Andrei C. Coman, Yaroslav Nechaev, Giacomo Zara
CLiC-it 2018 EVALITA Workshop


blog
Hopefully soon enough ...
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