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1
Rapid Identification of Patients Eligible for Direct Emergent Computed Tomography Angiography during Acute Ischemic Stroke: The DARE-PACE Assessment
In: Diagnostics; Volume 12; Issue 2; Pages: 511 (2022)
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2
AutoTinyBERT: Automatic Hyper-parameter Optimization for Efficient Pre-trained Language Models ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.400 Abstract: Pre-trained language models (PLMs) have achieved great success in natural language processing. Most of PLMs follow the default setting of architecture hyper-parameters (e.g., the hidden dimension is a quarter of the intermediate dimension in feed-forward sub-networks) in BERT. Few studies have been conducted to explore the design of architecture hyper-parameters in BERT, especially for the more efficient PLMs with tiny sizes, which are essential for practical deployment on resource-constrained devices. In this paper, we adopt the one-shot Neural Architecture Search (NAS) to automatically search architecture hyper-parameters. Specifically, we carefully design the techniques of one-shot learning and the search space to provide an adaptive and efficient development way of tiny PLMs for various latency constraints. We name our method AutoTinyBERT and evaluate its effectiveness on the GLUE and SQuAD benchmarks. The extensive experiments show ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://dx.doi.org/10.48448/b2wj-jn37
https://underline.io/lecture/25814-autotinybert-automatic-hyper-parameter-optimization-for-efficient-pre-trained-language-models
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3
Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling ...
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4
Adherence to a MIND-Like Dietary Pattern, Long-Term Exposure to Fine Particulate Matter Air Pollution, and MRI-Based Measures of Brain Volume: The Women’s Health Initiative Memory Study-MRI
In: Environ Health Perspect (2021)
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5
Nursing students’ relationships among meaning in life, well-being, and positive beliefs: A cross-sectional survey study
Tsai, Fu-Ju; Chen, Cheng-Yu; Yeh, Gwo-Liang. - : Wolters Kluwer Health, 2018
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6
An Interview with APPLE Lecture Speaker Professor Brian MacWhinney
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7
An Interview with APPLE Lecture Speaker Professor Brian MacWhinney ...
Akbar, Farah S.; Chen, Cheng-Ling Alice; Sok, Sarah. - : Studies in Applied Linguistics and TESOL, 2016
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8
An Interview with APPLE Lecture Speaker Professor Brian MacWhinney ...
Akbar, Farah Sultana; Chen, Cheng-Ling; Sok, Sarah Y.. - : Columbia University, 2016
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9
An Investigation of the Outcomes of PGY Students’ Cognition of and Persistent Behavior in Learning through the Intervention of the Flipped Classroom in Taiwan
Hsu, Sheng-Der; Chen, Cheng-Jueng; Chang, Wei-Kuo. - : Public Library of Science, 2016
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10
Neural fuzzy inference systems with knowledge-based cultural differential evolution for nonlinear system control
In: Information sciences. - New York, NY : Elsevier Science Inc. 270 (2014), 154-171
OLC Linguistik
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11
Pleasure reading behavior and attitude of non-academic ESL students: A replication study
Ro, Eunseok; Chen, Cheng-ling Alice. - : University of Hawaii National Foreign Language Resource Center, 2014. : Center for Language & Technology, 2014
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12
Multilingualism and the Holistic Approach to Multilingual Education
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13
Multilingualism and the Holistic Approach to Multilingual Education ...
Chen, Cheng-Ling Alice. - : Columbia University Libraries, 2013
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14
Multilingualism and the Holistic Approach to Multilingual Education ...
Chen, Cheng Ling Alice. - : Studies in Applied Linguistics and TESOL, 2013
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15
Multilingualism and the Holistic Approach to Multilingual Education ...
Chen, Cheng-Ling. - : Columbia University, 2013
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16
Computer praise, attributional orientations, and games: A reexamination of the CASA theory relative to children
In: Computers in human behavior. - Amsterdam [u.a.] : Elsevier 28 (2012) 6, 2420-2430
OLC Linguistik
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17
Use and temporal interpretation of the Rukai future tense
In: Tense across languages (Berlin, 2011), p. 91-108
MPI für Psycholinguistik
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18
Technology Assistance in Second Language Acquisition: Potentials and Limitations
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19
Extended Implications of Technology in Second Language Teaching and Learning
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20
Technology Assistance in Second Language Acquisition: Potentials and Limitations ...
Akbar, Farah S.; Chen, Cheng-Ling Alice. - : Columbia University Libraries, 2011
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