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Are Older Adults More Risky Readers? Evidence From Meta-Analysis
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In: Psychol Aging (2022)
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The Historical Context and Meaning Origin of the Word of "Stereotype Party Writing"
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In: CPC History Study (2021)
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Oriental Language Recognition (OLR) 2020: Summary and Analysis ...
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Visual-aware Attention Dual-stream Decoder for Video Captioning ...
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Additive Phoneme-aware Margin Softmax Loss for Language Recognition ...
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An Integrated Framework for Two-pass Personalized Voice Trigger ...
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Pragmatic Competence and Willingness to Communicate Among L2 Learners of Chinese
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In: Front Psychol (2021)
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Bridging the Gap between Conceptual Change Research and Bilingualism
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In: Teaching Culturally and Linguistically Diverse International Students in Open or Online Learning Environments: A Research Symposium (2021)
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Manifold Learning-based Word Representation Refinement Incorporating Global and Local Information ...
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Abstract:
Recent studies show that word embedding models often underestimate similarities between similar words and overestimate similarities between distant words. This results in word similarity results obtained from embedding models inconsistent with human judgment. Manifold learningbased methods are widely utilized to refine word representations by re-embedding word vectors from the original embedding space to a new refined semantic space. These methods mainly focus on preserving local geometry information through performing weighted locally linear combination between words and their neighbors twice. However, these reconstruction weights are easily influenced by different selections of neighboring words and the whole combination process is time-consuming. In this paper, we propose two novel word representation refinement methods leveraging isometry feature mapping and local tangent space respectively. Unlike previous methods, our first method corrects pre-trained word embeddings by preserving global geometry ...
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Keyword:
Computer and Information Science; Natural Language Processing; Neural Network
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URL: https://underline.io/lecture/6371-manifold-learning-based-word-representation-refinement-incorporating-global-and-local-information https://dx.doi.org/10.48448/zdmt-5609
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Stele record of sacrifice to the northern stronghold Mount Yiwulü, 1754(祭北鎮醫巫閭山,1754) ...
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[A Poem] Following the rhyme of the Imperial Grandfather, [Written while] Gazing at Mount Yiwulü [when passing through Guangning] for the second time, 1778(望醫巫閭山再依皇祖元韻,1778) ...
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[A Poem] Following the rhyme of the imperial Grandfather, [Written while] Gazing at Mount Yiwulü [when passing through Guangning] for the third time, 1783(望醫巫閭三依皇祖元韻,1783) ...
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Sundry odes on visiting Mount Yiwulü, 1754(遊醫巫閭雜詠,1754) ...
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Poems of the four views of Mount Yiwulü, 1783(題醫巫閭山四景,1783) ...
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Motivation trajectories of Chinese L2 learners in a Sino-Canadian study-abroad program – a longitudinal study
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