The importance of fillers for text representations of speech transcripts - Laboratoire Traitement et Communication de l'Information Accéder directement au contenu
Communication Dans Un Congrès Année : 2020

The importance of fillers for text representations of speech transcripts

Résumé

While being an essential component of spoken language, fillers (e.g. "um" or "uh") often remain overlooked in Spoken Language Understanding (SLU) tasks. We explore the possibility of representing them with deep contextualised embeddings, showing improvements on modelling spoken language and two downstream tasks-predicting a speaker's stance and expressed confidence.
Fichier principal
Vignette du fichier
Final_EMNLP_2020.pdf (429.54 Ko) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)

Dates et versions

hal-03134854 , version 1 (12-02-2021)

Identifiants

Citer

Tanvi Dinkar, Pierre Colombo, Matthieu Labeau, Chloé Clavel. The importance of fillers for text representations of speech transcripts. Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), Association for Computational Linguistics, Nov 2020, Online, Dominican Republic. pp.7985-7993, ⟨10.18653/v1/2020.emnlp-main.641⟩. ⟨hal-03134854⟩
100 Consultations
90 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More