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Dawn of the transformer era in speech emotion recognition: closing the valence gap ...
Abstract: Recent advances in transformer-based architectures which are pre-trained in self-supervised manner have shown great promise in several machine learning tasks. In the audio domain, such architectures have also been successfully utilised in the field of speech emotion recognition (SER). However, existing works have not evaluated the influence of model size and pre-training data on downstream performance, and have shown limited attention to generalisation, robustness, fairness, and efficiency. The present contribution conducts a thorough analysis of these aspects on several pre-trained variants of wav2vec 2.0 and HuBERT that we fine-tuned on the dimensions arousal, dominance, and valence of MSP-Podcast, while additionally using IEMOCAP and MOSI to test cross-corpus generalisation. To the best of our knowledge, we obtain the top performance for valence prediction without use of explicit linguistic information, with a concordance correlation coefficient (CCC) of .638 on MSP-Podcast. Furthermore, our ...
Keyword: Audio and Speech Processing eess.AS; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Machine Learning cs.LG; Sound cs.SD
URL: https://dx.doi.org/10.48550/arxiv.2203.07378
https://arxiv.org/abs/2203.07378
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2
Probing Speech Emotion Recognition Transformers for Linguistic Knowledge ...
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3
Commentary. Fault Lines in Global EFL
In: Conversation Analytic Perspectives on English Language Learning, Teaching and Testing in Global Contexts (2019), 295-306
IDS Bibliografie zur Gesprächsforschung
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4
Multilingual and Multimodal Interactions
In: Applied Linguistics 39 (2018) 1, 99-107
IDS Bibliografie zur Gesprächsforschung
5
From Trouble in the Talk to New Resources: The Interplay of Bodily and Linguistic Resources in the Talk of a Speaker of English as a Second Language
In: Longitudinal Studies on the Organization of Social Interaction (2018), 143-171
IDS Bibliografie zur Gesprächsforschung
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6
Longitudinal Studies on the Organization of Social Interaction
Pekarek Doehler, Simona (Hrsg.); Wagner, Johannes (Hrsg.); González-Martínez, Esther (Hrsg.). - Basingstoke : Palgrave Macmillan, 2018
IDS Bibliografie zur Gesprächsforschung
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7
Longitudinal Research on the Organization of Social Interaction: Current Developments and Methodological Challenges
In: Longitudinal Studies on the Organization of Social Interaction (2018), 3-35
IDS Bibliografie zur Gesprächsforschung
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8
Longitudinal Studies on the Organization of Social Interaction
Pekarek Doehler, Simona [Herausgeber]; González-Martínez, Esther [Herausgeber]; Wagner, Johannes [Herausgeber]. - London : Palgrave Macmillan UK, 2017
DNB Subject Category Language
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9
Infected phonemes: how a cold impairs speech on a phonetic level
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10
The NoXi database: multimodal recordings of mediated novice-expert interactions
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11
Ask Alice: an artificial retrieval of information agent
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12
Embodied L2 construction learning
In: Language learning. - Hoboken, NJ : Wiley 65 (2015) 2, 268-297
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13
Collaborative Commentary: Opening Up Spoken Language Databases
MacWhinney, Brian [Verfasser]; Martell, Craig [Verfasser]; Schmidt, Thomas [Verfasser]. - Mannheim : Institut für Deutsche Sprache, Bibliothek, 2014
DNB Subject Category Language
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14
Objects as tools for talk
In: Interacting with objects (Amsterdam, 2014), p. 101-124
MPI für Psycholinguistik
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15
Objects as tools for talk
In: Interacting with objects. Language, materiality, and social activity (2014), 101-124
IDS Bibliografie zur Gesprächsforschung
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16
CABank Garfinkel Boston Seminar Corpus
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17
Conversation Analysis: Overview
In: The encyclopedia of applied linguistics (2012), 1075-1082
IDS Bibliografie zur Gesprächsforschung
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18
Conversation Analysis and Transcription and Data
In: The encyclopedia of applied linguistics (2012), 1114-1121
IDS Bibliografie zur Gesprächsforschung
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19
Whodunnit - searching for the most important feature types signalling emotion-related user states in speech
In: Computer speech and language. - Amsterdam [u.a.] : Elsevier 25 (2011) 1, 4-28
BLLDB
OLC Linguistik
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20
L2 Learning as Social Practice. Conversation-Analytic Perspectives
Pallotti, Gabriele (Hrsg.); Wagner, Johannes (Hrsg.). - Honolulu, Hawaii : National Foreign Language Resource Center, 2011
IDS Bibliografie zur Gesprächsforschung

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