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Hits 1 – 20 of 27
1
Dawn of the transformer era in speech emotion recognition: closing the valence gap ...
Wagner, Johannes
;
Triantafyllopoulos, Andreas
;
Wierstorf, Hagen
. - : arXiv, 2022
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2
Probing Speech Emotion Recognition Transformers for Linguistic Knowledge ...
Triantafyllopoulos, Andreas
;
Wagner, Johannes
;
Wierstorf, Hagen
;
Schmitt, Maximilian
;
Reichel, Uwe
;
Eyben, Florian
;
Burkhardt, Felix
;
Schuller, Björn W.
. - : arXiv, 2022
Abstract:
Large, pre-trained neural networks consisting of self-attention layers (transformers) have recently achieved state-of-the-art results on several speech emotion recognition (SER) datasets. These models are typically pre-trained in self-supervised manner with the goal to improve automatic speech recognition performance -- and thus, to understand linguistic information. In this work, we investigate the extent in which this information is exploited during SER fine-tuning. Using a reproducible methodology based on open-source tools, we synthesise prosodically neutral speech utterances while varying the sentiment of the text. Valence predictions of the transformer model are very reactive to positive and negative sentiment content, as well as negations, but not to intensifiers or reducers, while none of those linguistic features impact arousal or dominance. These findings show that transformers can successfully leverage linguistic information to improve their valence predictions, and that linguistic analysis should ... : This work has been submitted for publication to Interspeech 2022 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
;
Machine Learning cs.LG
URL:
https://dx.doi.org/10.48550/arxiv.2204.00400
https://arxiv.org/abs/2204.00400
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3
Infected phonemes: how a cold impairs speech on a phonetic level
Wagner, Johannes
;
Fraga-Silva, Thiago
;
Josse, Yvan
. - 2017
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4
The NoXi database: multimodal recordings of mediated novice-expert interactions
Cafaro, Angelo
;
Wagner, Johannes
;
Baur, Tobias
. - 2017
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5
Ask Alice: an artificial retrieval of information agent
Valstar, Michel F.
;
Baur, Tobias
;
Cafaro, Angelo
. - 2016
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6
CABank Garfinkel Boston Seminar Corpus
Garfinkel, Harold
;
Liberman, Kenneth
;
Wagner, Johannes
. - : TalkBank, 2014
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7
SamtaleBank Sam4 Corpus
Wagner, Johannes
;
Gregersen, Frans
. - : TalkBank, 2011
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8
L2 Learning as Social Practice: Conversation-Analytic Perspectives ; Pragmatics & Interaction, Volume 2
Pallotti, Gabriele
;
Wagner, Johannes
. - : National Foreign Language Resource Center, 2011
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9
Whodunnit - Searching for the Most Important Feature Types Signalling Emotion-Related User States in Speech
Batliner, Anton
;
Steidl, Stefan
;
Schuller, Björn
...
In: ISSN: 0885-2308 ; EISSN: 1095-8363 ; Computer Speech and Language ; https://hal.archives-ouvertes.fr/hal-00661911 ; Computer Speech and Language, Elsevier, 2010, 25 (1), pp.4. ⟨10.1016/j.csl.2009.12.003⟩ (2010)
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10
CABank Examples Corpus
Wagner, Johannes
. - : TalkBank, 2010
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11
SamtaleBank Dansk_som_Andetsprog Corpus
Wagner, Johannes
. - : TalkBank, 2009
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12
SamtaleBank Sam1 Corpus
Wagner, Johannes
. - : TalkBank, 2009
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13
SamtaleBank Radio Corpus
Wagner, Johannes
. - : TalkBank, 2009
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14
SamtaleBank Sam2 Corpus
Wagner, Johannes
. - : TalkBank, 2009
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15
SamtaleBank Natteravn Corpus
Wagner, Johannes
. - : TalkBank, 2009
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16
SamtaleBank Telefon Corpus
Wagner, Johannes
. - : TalkBank, 2009
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17
SamtaleBank Sam3 Corpus
Wagner, Johannes
. - : TalkBank, 2009
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18
Managing moral accountability in scholarly talk: The case of a conversation analysis data session
Antaki, Charles
;
Biazzi, Michaela
;
Nissen, Anette
...
In: Text and Talk 28 (2008) 1, 1-30
IDS Bibliografie zur Gesprächsforschung
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19
Bi-channel sensor fusion for automatic sign language recognition
Kim, Jonghwa
;
Wagner, Johannes
;
Rehm, Matthias
. - 2008
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20
Diversity and continuity in conversation analysis
Nielsen, Mie Femø
;
Wagner, Johannes
In: Journal of Pragmatics 39 (2007) 3, 441-444
IDS Bibliografie zur Gesprächsforschung
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