DisMo: A Morphosyntactic, Disfluency and Multi-Word Unit Annotator. An Evaluation on a Corpus of French Spontaneous and Read Speech

International audience We present DisMo, a multi-level annotator for spoken language corpora that integrates part-of-speech tagging with basic disfluency detection and annotation, and multi-word unit recognition. DisMo is a hybrid system that uses a combination of lexical resources, rules, and stati...

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Main Authors: Christodoulides, George, Avanzi, Mathieu, Goldman, Jean-Philippe
Other Authors: Institut Langage et Communication (ILC), Université Catholique de Louvain = Catholic University of Louvain (UCL), Université de Neuchâtel (UNINE), Université de Genève (UNIGE)
Format: Conference Object
Language:English
Published: HAL CCSD 2014
Subjects:
Online Access:https://hal.archives-ouvertes.fr/hal-01703495
https://hal.archives-ouvertes.fr/hal-01703495/document
https://hal.archives-ouvertes.fr/hal-01703495/file/2014%20Christodoulides%20et%20al%20-%20DisMo.pdf
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spelling ftccsdartic:oai:HAL:hal-01703495v1 2023-05-15T16:50:45+02:00 DisMo: A Morphosyntactic, Disfluency and Multi-Word Unit Annotator. An Evaluation on a Corpus of French Spontaneous and Read Speech Christodoulides, George Avanzi, Mathieu Goldman, Jean-Philippe Institut Langage et Communication (ILC) Université Catholique de Louvain = Catholic University of Louvain (UCL) Université de Neuchâtel (UNINE) Université de Genève (UNIGE) Reykjavik, Iceland 2014-05-26 https://hal.archives-ouvertes.fr/hal-01703495 https://hal.archives-ouvertes.fr/hal-01703495/document https://hal.archives-ouvertes.fr/hal-01703495/file/2014%20Christodoulides%20et%20al%20-%20DisMo.pdf en eng HAL CCSD info:eu-repo/semantics/altIdentifier/arxiv/1802.02926 hal-01703495 https://hal.archives-ouvertes.fr/hal-01703495 https://hal.archives-ouvertes.fr/hal-01703495/document https://hal.archives-ouvertes.fr/hal-01703495/file/2014%20Christodoulides%20et%20al%20-%20DisMo.pdf ARXIV: 1802.02926 info:eu-repo/semantics/OpenAccess Proceedings of the 9th International Conference on Language Resources and Evaluation (LREC) https://hal.archives-ouvertes.fr/hal-01703495 Proceedings of the 9th International Conference on Language Resources and Evaluation (LREC), May 2014, Reykjavik, Iceland part-of-speech tagging French spoken corpora disfluencies [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG] [SCCO.LING]Cognitive science/Linguistics info:eu-repo/semantics/conferenceObject Conference papers 2014 ftccsdartic 2021-10-03T00:12:01Z International audience We present DisMo, a multi-level annotator for spoken language corpora that integrates part-of-speech tagging with basic disfluency detection and annotation, and multi-word unit recognition. DisMo is a hybrid system that uses a combination of lexical resources, rules, and statistical models based on Conditional Random Fields (CRF). In this paper, we present the first public version of DisMo for French. The system is trained and its performance evaluated on a 57k-token corpus, including different varieties of French spoken in three countries (Belgium, France and Switzerland). DisMo supports a multi-level annotation scheme, in which the tokenisation to minimal word units is complemented with multi-word unit groupings (each having associated POS tags), as well as separate levels for annotating disfluencies and discourse phenomena. We present the system's architecture, linguistic resources and its hierarchical tag-set. Results show that DisMo achieves a precision of 95% (finest tag-set) to 96.8% (coarse tag-set) in POS-tagging non-punctuated, sound-aligned transcriptions of spoken French, while also offering substantial possibilities for automated multi-level annotation. Conference Object Iceland Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
institution Open Polar
collection Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
op_collection_id ftccsdartic
language English
topic part-of-speech tagging
French spoken corpora
disfluencies
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
[SCCO.LING]Cognitive science/Linguistics
spellingShingle part-of-speech tagging
French spoken corpora
disfluencies
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
[SCCO.LING]Cognitive science/Linguistics
Christodoulides, George
Avanzi, Mathieu
Goldman, Jean-Philippe
DisMo: A Morphosyntactic, Disfluency and Multi-Word Unit Annotator. An Evaluation on a Corpus of French Spontaneous and Read Speech
topic_facet part-of-speech tagging
French spoken corpora
disfluencies
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
[SCCO.LING]Cognitive science/Linguistics
description International audience We present DisMo, a multi-level annotator for spoken language corpora that integrates part-of-speech tagging with basic disfluency detection and annotation, and multi-word unit recognition. DisMo is a hybrid system that uses a combination of lexical resources, rules, and statistical models based on Conditional Random Fields (CRF). In this paper, we present the first public version of DisMo for French. The system is trained and its performance evaluated on a 57k-token corpus, including different varieties of French spoken in three countries (Belgium, France and Switzerland). DisMo supports a multi-level annotation scheme, in which the tokenisation to minimal word units is complemented with multi-word unit groupings (each having associated POS tags), as well as separate levels for annotating disfluencies and discourse phenomena. We present the system's architecture, linguistic resources and its hierarchical tag-set. Results show that DisMo achieves a precision of 95% (finest tag-set) to 96.8% (coarse tag-set) in POS-tagging non-punctuated, sound-aligned transcriptions of spoken French, while also offering substantial possibilities for automated multi-level annotation.
author2 Institut Langage et Communication (ILC)
Université Catholique de Louvain = Catholic University of Louvain (UCL)
Université de Neuchâtel (UNINE)
Université de Genève (UNIGE)
format Conference Object
author Christodoulides, George
Avanzi, Mathieu
Goldman, Jean-Philippe
author_facet Christodoulides, George
Avanzi, Mathieu
Goldman, Jean-Philippe
author_sort Christodoulides, George
title DisMo: A Morphosyntactic, Disfluency and Multi-Word Unit Annotator. An Evaluation on a Corpus of French Spontaneous and Read Speech
title_short DisMo: A Morphosyntactic, Disfluency and Multi-Word Unit Annotator. An Evaluation on a Corpus of French Spontaneous and Read Speech
title_full DisMo: A Morphosyntactic, Disfluency and Multi-Word Unit Annotator. An Evaluation on a Corpus of French Spontaneous and Read Speech
title_fullStr DisMo: A Morphosyntactic, Disfluency and Multi-Word Unit Annotator. An Evaluation on a Corpus of French Spontaneous and Read Speech
title_full_unstemmed DisMo: A Morphosyntactic, Disfluency and Multi-Word Unit Annotator. An Evaluation on a Corpus of French Spontaneous and Read Speech
title_sort dismo: a morphosyntactic, disfluency and multi-word unit annotator. an evaluation on a corpus of french spontaneous and read speech
publisher HAL CCSD
publishDate 2014
url https://hal.archives-ouvertes.fr/hal-01703495
https://hal.archives-ouvertes.fr/hal-01703495/document
https://hal.archives-ouvertes.fr/hal-01703495/file/2014%20Christodoulides%20et%20al%20-%20DisMo.pdf
op_coverage Reykjavik, Iceland
genre Iceland
genre_facet Iceland
op_source Proceedings of the 9th International Conference on Language Resources and Evaluation (LREC)
https://hal.archives-ouvertes.fr/hal-01703495
Proceedings of the 9th International Conference on Language Resources and Evaluation (LREC), May 2014, Reykjavik, Iceland
op_relation info:eu-repo/semantics/altIdentifier/arxiv/1802.02926
hal-01703495
https://hal.archives-ouvertes.fr/hal-01703495
https://hal.archives-ouvertes.fr/hal-01703495/document
https://hal.archives-ouvertes.fr/hal-01703495/file/2014%20Christodoulides%20et%20al%20-%20DisMo.pdf
ARXIV: 1802.02926
op_rights info:eu-repo/semantics/OpenAccess
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