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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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Abstract:
We propose a novel model to hierarchically incorporate phoneme and phonotactic information for language identification (LID) without requiring phoneme annotations for training. In this model, named PHO-LID, a self-supervised phoneme segmentation task and a LID task share a convolutional neural network (CNN) module, which encodes both language identity and sequential phonemic information in the input speech to generate an intermediate sequence of phonotactic embeddings. These embeddings are then fed into transformer encoder layers for utterance-level LID. We call this architecture CNN-Trans. We evaluate it on AP17-OLR data and the MLS14 set of NIST LRE 2017, and show that the PHO-LID model with multi-task optimization exhibits the highest LID performance among all models, achieving over 40% relative improvement in terms of average cost on AP17-OLR data compared to a CNN-Trans model optimized only for LID. The visualized confusion matrices imply that our proposed method achieves higher performance on languages ... : Submitted to Interspeech 2022, updated to the submitted version ...
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Keyword:
Audio and Speech Processing eess.AS; FOS Electrical engineering, electronic engineering, information engineering
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URL: https://arxiv.org/abs/2203.12366 https://dx.doi.org/10.48550/arxiv.2203.12366
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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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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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