Title :
Automatic resolution rule assignment to multilingual Temporal Expressions using annotated corpora
Author :
Saquete, E. ; Martínez-Barco, P. ; Muñoz, R. ; Negri, M. ; Speranza, M. ; Sprugnoli, R.
Author_Institution :
DSLI, Univ. de Alicante
Abstract :
The knowledge-based system TERSEO was originally developed for the recognition and normalization of temporal expressions in Spanish and then extended to other languages: to English first, through the automatic translation of the temporal expressions, and then to Italian, applying a porting process where the automatic translation of the rules was combined with the extraction of expressions from an annotated corpus. In this paper we present a new automatic porting procedure, where resolution rules are automatically assigned to the temporal expressions that have been acquired in a new language, thus eliminating the need for automatic translation and consequently minimizing the errors produced. This is achieved by exploiting the rules of the temporal model, which are language independent, and the information extracted from the annotated corpus. Evaluation results of the updated version of TERSEO for English show a considerable improvement in recognition performance (+ 14% F-measure) with respect to the original system
Keywords :
knowledge based systems; natural languages; English language; annotated corpora; automatic porting procedure; automatic resolution rule assignment; information extraction; knowledge-based system TERSEO; multilingual temporal expression; temporal expressions; Humans; Information retrieval; Knowledge based systems; Machine learning; Natural language processing; Natural languages; Proposals; Societies;
Conference_Titel :
Temporal Representation and Reasoning, 2006. TIME 2006. Thirteenth International Symposium on
Conference_Location :
Budapest
Print_ISBN :
0-7695-2617-9
DOI :
10.1109/TIME.2006.9