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Differentiable Multi-Agent Actor-Critic for Multi-Step Radiology Report Summarization ...
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PHO-LID: A Unified Model Incorporating Acoustic-Phonetic and Phonotactic Information for Language Identification ...
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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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Learning Feature Weights using Reward Modeling for Denoising Parallel Corpora ...
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Learning Feature Weights using Reward Modeling for Denoising Parallel Corpora ...
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Learning Policies for Multilingual Training of Neural Machine Translation Systems ...
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Sign language can reduce communication interference in Emergency Department
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In: Am J Emerg Med (2021)
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An exploratory study of undergraduate healthcare student perspectives regarding human papillomavirus and vaccine intent in India
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In: Womens Health (Lond) (2021)
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Measurement of single-diffractive dijet production in proton-proton collisions at $\sqrt{s} =$ 8 TeV with the CMS and TOTEM experiments
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In: Eur.Phys.J.C ; https://hal.archives-ouvertes.fr/hal-02507664 ; Eur.Phys.J.C, 2020, 80 (12), pp.1164. ⟨10.1140/epjc/s10052-020-08562-y⟩ (2020)
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Spatiotemporal dynamics of postoperative functional plasticity in patients with brain tumors in language areas
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In: ISSN: 0093-934X ; EISSN: 1090-2155 ; Brain and Language ; https://hal.archives-ouvertes.fr/hal-03489627 ; Brain and Language, Elsevier, 2020, 202, pp.104741 -. ⟨10.1016/j.bandl.2019.104741⟩ (2020)
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CHiME-6 Challenge: Tackling multispeaker speech recognition for unsegmented recordings
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In: CHiME 2020 - 6th International Workshop on Speech Processing in Everyday Environments ; https://hal.inria.fr/hal-02546993 ; CHiME 2020 - 6th International Workshop on Speech Processing in Everyday Environments, May 2020, Barcelona / Virtual, Spain (2020)
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Functional competence and cognition in individuals with amnestic mild cognitive impairment
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Measurement of the top quark mass with lepton+jets final states using $\mathrm {p}$ $\mathrm {p}$ collisions at $\sqrt{s}=13\,\text {TeV} $
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In: http://infoscience.epfl.ch/record/275278 (2020)
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Artificial Intelligence and Machine Learning: A New Disruptive Force in Orthopaedics
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In: Indian J Orthop (2020)
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Functional Language Network Connectivity in Children of Women with Epilepsy with Selective Antenatal Antiepileptic Drug Exposure
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Effect of Mandibular Advancement Surgery on Tongue Length and Height and Its Correlation with Upper Airway Dimensions
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In: J Maxillofac Oral Surg (2020)
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Longitudinal progression of grey matter atrophy in non-amnestic Alzheimer’s disease
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In: Brain (2019)
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Implementing Dialectical Behaviour Therapy: An Exploratory Study of Fidelity and the Fidelity-adaptation Relationship
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Measurement of prompt and nonprompt charmonium suppression in $\text {PbPb}$ collisions at 5.02 $\,\text {Te}\text {V}$
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In: Eur.Phys.J.C ; https://hal.archives-ouvertes.fr/hal-01833739 ; Eur.Phys.J.C, 2018, 78 (6), pp.509. ⟨10.1140/epjc/s10052-018-5950-6⟩ (2018)
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