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Preregistration for: Maternal bilingualism and the use of partial self-repetitions in child-directed speech in an onscreen wordless picture book sharing task ...
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PHO-LID: A Unified Model Incorporating Acoustic-Phonetic and Phonotactic Information for Language Identification ...
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Preregistration for Child-directed emotion talk among Singaporean parents ...
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Preregistration for parental use of mental state terms with pre-school children in Singapore ...
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Situating Linguistics in the Social Science Data Movement ...
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Situating Linguistics in the Social Science Data Movement ...
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Situating Linguistics in the Social Science Data Movement ...
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Enhance Language Identification using Dual-mode Model with Knowledge Distillation ...
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Abstract:
In this paper, we propose to employ a dual-mode framework on the x-vector self-attention (XSA-LID) model with knowledge distillation (KD) to enhance its language identification (LID) performance for both long and short utterances. The dual-mode XSA-LID model is trained by jointly optimizing both the full and short modes with their respective inputs being the full-length speech and its short clip extracted by a specific Boolean mask, and KD is applied to further boost the performance on short utterances. In addition, we investigate the impact of clip-wise linguistic variability and lexical integrity for LID by analyzing the variation of LID performance in terms of the lengths and positions of the mimicked speech clips. We evaluated our approach on the MLS14 data from the NIST 2017 LRE. With the 3~s random-location Boolean mask, our proposed method achieved 19.23%, 21.52% and 8.37% relative improvement in average cost compared with the XSA-LID model on 3s, 10s, and 30s speech, respectively. ... : Submitted to Odyssey 2022 ...
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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://arxiv.org/abs/2203.03218 https://dx.doi.org/10.48550/arxiv.2203.03218
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Current & Future Research Directions in Singapore Mandarin ...
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Language Discussion Topics: Placing language in its social context (Discussion topics, prompts, sample answers, and followup notes) ...
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Early linguistic experience shapes bilingual adults’ hearing for phonemes in both languages
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In: Sci Rep (2022)
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Japanese Sound-Symbolic Words for Representing the Hardness of an Object Are Judged Similarly by Japanese and English Speakers
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In: Front Psychol (2022)
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From Alien Zoo to Spy School: A Preregistered Study of Linguistic Sound Symbolism and its Links to Reading in 8-year-olds
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In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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A preregistered study exploring language-specific distributional learning advantages in English-Mandarin bilingual adults
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In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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Good Scientific Practice in MEEG Research: Progress and Perspectives
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In: https://hal.archives-ouvertes.fr/hal-03494100 ; 2021 (2021)
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Quality of Evidence for Effects of Gender on Language Acquisition in Children across different cultures: Preregistration Documents ...
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Modelling the links between aural language skills and reading ability in bilingual children in Singapore ...
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From Alien Zoo to Spy School: A Preregistered Study of Linguistic Sound Symbolism and its Links to Reading in 8-year-olds ...
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