Automatic detection of prosodic boundaries in spontaneous speech
Automatic speech recognition (ASR) and natural language processing (NLP) are expected to benefit from an effective, simple, and reliable method to automatically parse conversational speech. The ability to parse conversational speech depends crucially on the ability to identify boundaries between pro...
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| Published in | PloS one Vol. 16; no. 5; p. e0250969 |
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| Main Authors | , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
Public Library of Science
03.05.2021
Public Library of Science (PLoS) |
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| Online Access | Get full text |
| ISSN | 1932-6203 1932-6203 |
| DOI | 10.1371/journal.pone.0250969 |
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| Abstract | Automatic speech recognition (ASR) and natural language processing (NLP) are expected to benefit from an effective, simple, and reliable method to automatically parse conversational speech. The ability to parse conversational speech depends crucially on the ability to identify boundaries between prosodic phrases. This is done naturally by the human ear, yet has proved surprisingly difficult to achieve reliably and simply in an automatic manner. Efforts to date have focused on detecting phrase boundaries using a variety of linguistic and acoustic cues. We propose a method which does not require model training and utilizes two prosodic cues that are based on ASR output. Boundaries are identified using discontinuities in speech rate (pre-boundary lengthening and phrase-initial acceleration) and silent pauses. The resulting phrases preserve syntactic validity, exhibit pitch reset, and compare well with manual tagging of prosodic boundaries. Collectively, our findings support the notion of prosodic phrases that represent coherent patterns across textual and acoustic parameters. |
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| AbstractList | Automatic speech recognition (ASR) and natural language processing (NLP) are expected to benefit from an effective, simple, and reliable method to automatically parse conversational speech. The ability to parse conversational speech depends crucially on the ability to identify boundaries between prosodic phrases. This is done naturally by the human ear, yet has proved surprisingly difficult to achieve reliably and simply in an automatic manner. Efforts to date have focused on detecting phrase boundaries using a variety of linguistic and acoustic cues. We propose a method which does not require model training and utilizes two prosodic cues that are based on ASR output. Boundaries are identified using discontinuities in speech rate (pre-boundary lengthening and phrase-initial acceleration) and silent pauses. The resulting phrases preserve syntactic validity, exhibit pitch reset, and compare well with manual tagging of prosodic boundaries. Collectively, our findings support the notion of prosodic phrases that represent coherent patterns across textual and acoustic parameters. Automatic speech recognition (ASR) and natural language processing (NLP) are expected to benefit from an effective, simple, and reliable method to automatically parse conversational speech. The ability to parse conversational speech depends crucially on the ability to identify boundaries between prosodic phrases. This is done naturally by the human ear, yet has proved surprisingly difficult to achieve reliably and simply in an automatic manner. Efforts to date have focused on detecting phrase boundaries using a variety of linguistic and acoustic cues. We propose a method which does not require model training and utilizes two prosodic cues that are based on ASR output. Boundaries are identified using discontinuities in speech rate (pre-boundary lengthening and phrase-initial acceleration) and silent pauses. The resulting phrases preserve syntactic validity, exhibit pitch reset, and compare well with manual tagging of prosodic boundaries. Collectively, our findings support the notion of prosodic phrases that represent coherent patterns across textual and acoustic parameters.Automatic speech recognition (ASR) and natural language processing (NLP) are expected to benefit from an effective, simple, and reliable method to automatically parse conversational speech. The ability to parse conversational speech depends crucially on the ability to identify boundaries between prosodic phrases. This is done naturally by the human ear, yet has proved surprisingly difficult to achieve reliably and simply in an automatic manner. Efforts to date have focused on detecting phrase boundaries using a variety of linguistic and acoustic cues. We propose a method which does not require model training and utilizes two prosodic cues that are based on ASR output. Boundaries are identified using discontinuities in speech rate (pre-boundary lengthening and phrase-initial acceleration) and silent pauses. The resulting phrases preserve syntactic validity, exhibit pitch reset, and compare well with manual tagging of prosodic boundaries. Collectively, our findings support the notion of prosodic phrases that represent coherent patterns across textual and acoustic parameters. |
| Audience | Academic |
| Author | Biron, David Ehrmann, Netanel Matalon, Nadav Weinreb, Eyal Freche, Dominik Biron, Tirza Baum, Daniel Moses, Elisha |
| AuthorAffiliation | Max-Planck-Institut fur Kognitions- und Neurowissenschaften, GERMANY 1 Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot, Israel 3 Department of Linguistics, The Hebrew University, Jerusalem, Israel 2 Sagol Center for Brain and Mind, Interdisciplinary Center, Herzliya, Israel |
| AuthorAffiliation_xml | – name: 2 Sagol Center for Brain and Mind, Interdisciplinary Center, Herzliya, Israel – name: 3 Department of Linguistics, The Hebrew University, Jerusalem, Israel – name: Max-Planck-Institut fur Kognitions- und Neurowissenschaften, GERMANY – name: 1 Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot, Israel |
| Author_xml | – sequence: 1 givenname: Tirza orcidid: 0000-0002-3393-8922 surname: Biron fullname: Biron, Tirza – sequence: 2 givenname: Daniel surname: Baum fullname: Baum, Daniel – sequence: 3 givenname: Dominik surname: Freche fullname: Freche, Dominik – sequence: 4 givenname: Nadav surname: Matalon fullname: Matalon, Nadav – sequence: 5 givenname: Netanel surname: Ehrmann fullname: Ehrmann, Netanel – sequence: 6 givenname: Eyal surname: Weinreb fullname: Weinreb, Eyal – sequence: 7 givenname: David surname: Biron fullname: Biron, David – sequence: 8 givenname: Elisha surname: Moses fullname: Moses, Elisha |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/33939754$$D View this record in MEDLINE/PubMed |
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| CitedBy_id | crossref_primary_10_1016_j_specom_2023_05_001 crossref_primary_10_1177_00238309231177884 crossref_primary_10_1007_s10639_023_11784_8 crossref_primary_10_11159_jmids_2024_017 crossref_primary_10_3390_s24051624 |
| Cites_doi | 10.21437/SpeechProsody.2004-156 10.21437/Interspeech.2012-202 10.3115/1690219.1690222 10.1007/978-3-642-69103-4_5 10.21437/SpeechProsody.2018-120 10.1038/nn.4186 10.1163/9789004653436_007 10.1017/9781316848265 10.1017/S095267570000066X 10.1016/j.wocn.2008.05.001 10.3115/1613984.1614016 10.1016/j.jml.2007.03.002 10.1017/S0952675715000299 10.1017/CBO9780511808814 10.1109/SLT.2016.7846300 10.1016/j.specom.2005.02.020 10.1017/S0952675718000039 10.1017/S0952675700000695 10.1016/S0167-6393(00)00028-5 10.1177/002383099103400301 10.1017/S0022226714000012 10.21437/Interspeech.2018-1047 10.1186/s12868-014-0129-z 10.20396/joss.v1i1.15014 10.1075/slsi.29 10.1016/j.wocn.2015.12.003 10.21437/Interspeech.2015-517 10.21437/SpeechProsody.2010-111 10.1353/lan.1974.0010 10.1121/1.401770 10.3389/fncom.2014.00129 10.21437/Interspeech.2017-855 10.1007/978-3-319-99722-3_43 10.1109/TASL.2007.907570 10.1017/CBO9781139166973 10.1177/001316446002000104 10.1177/0023830909336575 10.21437/Interspeech.2012-662 10.1163/9789004334410_011 10.1017/CBO9780511616983 10.1080/01690961003589492 10.1109/TASL.2007.905178 10.21437/SpeechProsody.2004-134 10.1515/9781614514831.301 10.1038/s41598-020-72739-4 10.1121/1.5099263 |
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| Title | Automatic detection of prosodic boundaries in spontaneous speech |
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