👋 Andrei Cătălin Coman

About

I am a Research Assistant at the Idiap Research Institute and Ph.D. Student at the Ecole 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
2019
Andrei Cătălin Coman, Koichiro Yoshino, Yukitoshi Murase, Satoshi Nakamura, Giuseppe Riccardi
INTERSPEECH 2019

2018
Andrei Cătălin Coman, Giacomo Zara, Yaroslav Nechaev, Gianni Barlacchi, Alessandro Moschitti
International Workshop on Semantic Evaluation

Andrei Cătălin Coman, Yaroslav Nechaev, Giacomo Zara
EVALITA Evaluation of NLP and Speech Tools for Italian


blog
Hopefully soon enough ...
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