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Wukong: 100 Million Large-scale Chinese Cross-modal Pre-training Dataset and A Foundation Framework ...
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BERT-LID: Leveraging BERT to Improve Spoken Language Identification ...
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Abstract:
Language identification is a task of automatically determining the identity of a language conveyed by a spoken segment. It has a profound impact on the multilingual interoperability of an intelligent speech system. Despite language identification attaining high accuracy on medium or long utterances (>3s), the performance on short utterances (<=1s) is still far from satisfactory. We propose an effective BERT-based language identification system (BERT-LID) to improve language identification performance, especially on short-duration speech segments. To adapt BERT into the LID pipeline, we drop in a conjunction network prior to BERT to accommodate the frame-level Phonetic Posteriorgrams(PPG) derived from the frontend phone recognizer and then fine-tune the conjunction network and BERT pre-trained model together. We evaluate several variations within this piped framework, including combining BERT with CNN, LSTM, DPCNN, and RCNN. The experimental results demonstrate that the best-performing model is ...
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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; Sound cs.SD
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URL: https://dx.doi.org/10.48550/arxiv.2203.00328 https://arxiv.org/abs/2203.00328
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Wearing face masks and possibility for dry eye during the COVID-19 pandemic
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In: Sci Rep (2022)
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Multilingual multi-aspect explainability analyses on machine reading comprehension models
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In: iScience (2022)
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Multilingual Multi-Aspect Explainability Analyses on Machine Reading Comprehension Models ...
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On Sample Based Explanation Methods for NLP: Faithfulness, Efficiency and Semantic Evaluation ...
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Consistency and Consensus Driven for Hesitant Fuzzy Linguistic Decision Making with Pairwise Comparisons ...
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Don't Miss the Labels: Label-semantic Augmented Meta-Learner for Few-Shot Text Classification ...
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Don’t Miss the Labels: Label-semantic Augmented Meta-Learner for Few-Shot Text Classification ...
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Native imitation of the flat-falling tonal continua in Mandarin ...
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The relationship between phrasing and prominence in Mandarin production ...
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The logic of platformization and news
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Zhang, Wei. - : Universitat Autònoma de Barcelona, 2021
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In: TDX (Tesis Doctorals en Xarxa) (2021)
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Review on the Application of Metalearning in Artificial Intelligence
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In: Comput Intell Neurosci (2021)
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Effects of recasts, clarification requests on suprasegment development of English intonation
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In: Porta Linguarum: revista internacional de didáctica de las lenguas extranjeras, ISSN 1697-7467, Nº. 35, 2021, pags. 311-325 (2021)
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Towards Accurate and Consistent Evaluation: A Dataset for Distantly-Supervised Relation Extraction ...
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