TY - GEN
T1 - Natural language processing, moving from rules to data
AU - Dediu, Adrian Horia
AU - Matos, Joana M.
AU - Martéın-Vide, Carlos
N1 - Sem PDF.
Fundacao para a Ciencia e a Tecnologia (Portuguese Foundation for Science and Technology) (UID/MAT/00297/2013)
PY - 2017
Y1 - 2017
N2 - During the last decade, we assist to a major change in the direction that theoretical models used in natural language processing follow. We are moving from rule-based systems to corpus-oriented para-digms. In this paper, we analyze several generative formalisms together with newer statistical and data-oriented linguistic methodologies. We review existing methods belonging to deep or shallow learning applied in various subfields of computational linguistics. The continuous, fast improvements obtained by practical, applied machine learning techniques may lead us to new theoretical developments in the classic models as well. We discuss several scenarios for future approaches.
AB - During the last decade, we assist to a major change in the direction that theoretical models used in natural language processing follow. We are moving from rule-based systems to corpus-oriented para-digms. In this paper, we analyze several generative formalisms together with newer statistical and data-oriented linguistic methodologies. We review existing methods belonging to deep or shallow learning applied in various subfields of computational linguistics. The continuous, fast improvements obtained by practical, applied machine learning techniques may lead us to new theoretical developments in the classic models as well. We discuss several scenarios for future approaches.
KW - Computational linguistics
KW - Computational models
KW - Machine translation
KW - Speech processing methods
UR - http://www.scopus.com/inward/record.url?scp=85018456292&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-55911-7_3
DO - 10.1007/978-3-319-55911-7_3
M3 - Conference contribution
AN - SCOPUS:85018456292
SN - 9783319559100
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 24
EP - 38
BT - Theory and Applications of Models of Computation - 14th Annual Conference, TAMC 2017, Proceedings
A2 - Jager, Gerhard
A2 - Steila, Silvia
A2 - Gopal, T.V.
PB - Springer Verlag
T2 - 14th Annual Conference on Theory and Applications of Models of Computation, TAMC 2017
Y2 - 20 April 2017 through 22 April 2017
ER -