Incorporating Prosodic Boundaries in Unsupervised Term Discovery - Université de Rennes Accéder directement au contenu
Communication Dans Un Congrès Année : 2014

Incorporating Prosodic Boundaries in Unsupervised Term Discovery

Résumé

We present a preliminary investigation on the usefulness of prosodic boundaries for unsupervised term discovery (UTD). Studies in language acquisition show that infants use prosodic boundaries to segment continuous speech into word-like units. We evaluate whether such a strategy could also help UTD algo- rithms. Running a previously published UTD algorithm (MODIS) on a corpus of prosodically annotated English broadcast news revealed that many discovered terms straddle prosodic boundaries. We then implemented two variants of this algorithm: one that discards straddling items and one that truncates them to the nearest boundary (either prosodic or pause marker). Both algorithms showed a better term matching F-score compared to the baseline and higher level prosodic boundaries were found to be better than lower level boundaries or pause markers. In addition, we observed that the truncation algorithm, but not the discard algorithm, increased word boundary F-score over the baseline.
Fichier non déposé

Dates et versions

hal-01026421 , version 1 (21-07-2014)

Identifiants

  • HAL Id : hal-01026421 , version 1

Citer

Bogdan Ludusan, Guillaume Gravier, Emmanuel Dupoux. Incorporating Prosodic Boundaries in Unsupervised Term Discovery. International conference on Speech Prosody, May 2014, Dublin, Ireland. pp.207-211. ⟨hal-01026421⟩
230 Consultations
0 Téléchargements

Partager

Gmail Facebook X LinkedIn More