Morpho-Syntactic Study of Errors from Speech Recognition System

Maria Goryainova, Cyril Grouin, Sophie Rosset, Ioana Vasilescu


Abstract
The study provides an original standpoint of the speech transcription errors by focusing on the morpho-syntactic features of the erroneous chunks and of the surrounding left and right context. The typology concerns the forms, the lemmas and the POS involved in erroneous chunks, and in the surrounding contexts. Comparison with error free contexts are also provided. The study is conducted on French. Morpho-syntactic analysis underlines that three main classes are particularly represented in the erroneous chunks: (i) grammatical words (to, of, the), (ii) auxiliary verbs (has, is), and (iii) modal verbs (should, must). Such items are widely encountered in the ASR outputs as frequent candidates to transcription errors. The analysis of the context points out that some left 3-grams contexts (e.g., repetitions, that is disfluencies, bracketing formulas such as “c’est”, etc.) may be better predictors than others. Finally, the surface analysis conducted through a Levensthein distance analysis, highlighted that the most common distance is of 2 characters and mainly involves differences between inflected forms of a unique item.
Anthology ID:
L14-1331
Volume:
Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14)
Month:
May
Year:
2014
Address:
Reykjavik, Iceland
Editors:
Nicoletta Calzolari, Khalid Choukri, Thierry Declerck, Hrafn Loftsson, Bente Maegaard, Joseph Mariani, Asuncion Moreno, Jan Odijk, Stelios Piperidis
Venue:
LREC
SIG:
Publisher:
European Language Resources Association (ELRA)
Note:
Pages:
3045–3049
Language:
URL:
http://www.lrec-conf.org/proceedings/lrec2014/pdf/383_Paper.pdf
DOI:
Bibkey:
Cite (ACL):
Maria Goryainova, Cyril Grouin, Sophie Rosset, and Ioana Vasilescu. 2014. Morpho-Syntactic Study of Errors from Speech Recognition System. In Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14), pages 3045–3049, Reykjavik, Iceland. European Language Resources Association (ELRA).
Cite (Informal):
Morpho-Syntactic Study of Errors from Speech Recognition System (Goryainova et al., LREC 2014)
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PDF:
http://www.lrec-conf.org/proceedings/lrec2014/pdf/383_Paper.pdf