Title |
On the Use of a Fuzzy Classifier to Speed Up the Sp ToBI Labeling of the Glissando Spanish Corpus |
Authors |
David Escudero, Aguilar-Cuevas Lourdes, González-Ferreras César, Gutiérrez-González Yurena and Valentín Cardeñoso-Payo |
Abstract |
In this paper, we present the application of a novel automatic prosodic labeling methodology for speeding up the manual labeling of the Glissando corpus (Spanish read news items). The methodology is based on the use of soft classification techniques. The output of the automatic system consists on a set of label candidates per word. The number of predicted candidates depends on the degree of certainty assigned by the classifier to each of the predictions. The manual transcriber checks the sets of predictions to select the correct one. We describe the fundamentals of the fuzzy classification tool and its training with a corpus labeled with Sp TOBI labels. Results show a clear coherence between the most confused labels in the output of the automatic classifier and the most confused labels detected in inter-transcriber consistency tests. More importantly, in a preliminary test, the real time ratio of the labeling process was 1:66 when the template of predictions is used and 1:80 when it is not. |
Topics |
Corpus (Creation, Annotation, etc.), Phonetic Databases, Phonology |
Full paper |
On the Use of a Fuzzy Classifier to Speed Up the Sp ToBI Labeling of the Glissando Spanish Corpus |
Bibtex |
@InProceedings{ESCUDERO14.1066,
author = {David Escudero and Aguilar-Cuevas Lourdes and González-Ferreras César and Gutiérrez-González Yurena and Valentín Cardeñoso-Payo}, title = {On the Use of a Fuzzy Classifier to Speed Up the Sp ToBI Labeling of the Glissando Spanish Corpus}, booktitle = {Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14)}, year = {2014}, month = {may}, date = {26-31}, address = {Reykjavik, Iceland}, editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Hrafn Loftsson and Bente Maegaard and Joseph Mariani and Asuncion Moreno and Jan Odijk and Stelios Piperidis}, publisher = {European Language Resources Association (ELRA)}, isbn = {978-2-9517408-8-4}, language = {english} } |