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DeepL et Google Translate face à l'ambiguïté phraséologique
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In: https://hal.archives-ouvertes.fr/hal-03583995 ; 2022 (2022)
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VEREINDEUTIGUNG ZUR KLASSIFIZIERUNG LEXIKALISCHER OBJEKTE ; DISAMBIGUATION FOR THE CLASSIFICATION OF LEXICAL ITEMS ; DÉSAMBÏGUISATION POUR LA CLASSIFICATION DE LEXÈMES
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In: https://hal.archives-ouvertes.fr/hal-03598242 ; France, Patent n° : EP3937059A1. 2022 (2022)
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A New Amharic Speech Emotion Dataset and Classification Benchmark ...
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Abstract:
In this paper we present the Amharic Speech Emotion Dataset (ASED), which covers four dialects (Gojjam, Wollo, Shewa and Gonder) and five different emotions (neutral, fearful, happy, sad and angry). We believe it is the first Speech Emotion Recognition (SER) dataset for the Amharic language. 65 volunteer participants, all native speakers, recorded 2,474 sound samples, two to four seconds in length. Eight judges assigned emotions to the samples with high agreement level (Fleiss kappa = 0.8). The resulting dataset is freely available for download. Next, we developed a four-layer variant of the well-known VGG model which we call VGGb. Three experiments were then carried out using VGGb for SER, using ASED. First, we investigated whether Mel-spectrogram features or Mel-frequency Cepstral coefficient (MFCC) features work best for Amharic. This was done by training two VGGb SER models on ASED, one using Mel-spectrograms and the other using MFCC. Four forms of training were tried, standard cross-validation, and ... : 16 pages, 12 tables, 6 figures ...
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Keyword:
Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; I.2.7; Sound cs.SD
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URL: https://dx.doi.org/10.48550/arxiv.2201.02710 https://arxiv.org/abs/2201.02710
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LPC Augment: An LPC-Based ASR Data Augmentation Algorithm for Low and Zero-Resource Children's Dialects ...
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Automatic Dialect Density Estimation for African American English ...
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Multi-View Spatial-Temporal Network for Continuous Sign Language Recognition ...
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Exploring Sub-skeleton Trajectories for Interpretable Recognition of Sign Language ...
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Improving Persian Relation Extraction Models by Data Augmentation ...
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Russian SuperGLUE 1.1: Revising the Lessons not Learned by Russian NLP models ...
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Parameter-Efficient Neural Reranking for Cross-Lingual and Multilingual Retrieval ...
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Politics and Virality in the Time of Twitter: A Large-Scale Cross-Party Sentiment Analysis in Greece, Spain and United Kingdom ...
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Tackling data scarcity in speech translation using zero-shot multilingual machine translation techniques ...
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A new approach to calculating BERTScore for automatic assessment of translation quality ...
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Emergent Communication for Understanding Human Language Evolution: What's Missing? ...
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A Feasibility Study of Answer-Agnostic Question Generation for Education ...
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Computational historical linguistics and language diversity in South Asia ...
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A Slot Is Not Built in One Utterance: Spoken Language Dialogs with Sub-Slots ...
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