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Delving Deeper into Cross-lingual Visual Question Answering ...
Abstract: Visual question answering (VQA) is one of the crucial vision-and-language tasks. Yet, the bulk of research until recently has focused only on the English language due to the lack of appropriate evaluation resources. Previous work on cross-lingual VQA has reported poor zero-shot transfer performance of current multilingual multimodal Transformers and large gaps to monolingual performance, attributed mostly to misalignment of text embeddings between the source and target languages, without providing any additional deeper analyses. In this work, we delve deeper and address different aspects of cross-lingual VQA holistically, aiming to understand the impact of input data, fine-tuning and evaluation regimes, and interactions between the two modalities in cross-lingual setups. 1) We tackle low transfer performance via novel methods that substantially reduce the gap to monolingual English performance, yielding +10 accuracy points over existing transfer methods. 2) We study and dissect cross-lingual VQA across ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2202.07630
https://dx.doi.org/10.48550/arxiv.2202.07630
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2
Immigration and Occupational Comparative Advantage
Hanson, Gordon; Liu, Chen. - : Harvard Kennedy School, 2021
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3
The adjective dà in Taiwanese Mandarin: degree, measurement and roots [<Journal>]
DNB Subject Category Language
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4
A morpheme introducing degrees and its impact on argument structure: The Taiwanese Southern Min u-
In: Glossa: a journal of general linguistics; Vol 5, No 1 (2020); 37 ; 2397-1835 (2020)
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5
Gender and Discipline: Intensifier Variation in Academic Lectures [<Journal>]
Liu, Chen-Yu [Verfasser]
DNB Subject Category Language
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6
A Semi-automatic Error Retrieval Method for Uncovering Collocation Errors from a Large Learner Corpus [<Journal>]
Chen, Howard Hao-Jan [Verfasser]; Yang, Christine Ting-Yu [Verfasser]; Liu, Chen-Yu [Verfasser].
DNB Subject Category Language
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7
Academic Spoken Vocabulary in TED Talks: Implications for Academic Listening [<Journal>]
Liu, Chen-Yu [Verfasser]; Chen, Howard Hao-Jan [Verfasser]
DNB Subject Category Language
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8
Exploring Multilingual Syntactic Sentence Representations ...
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9
Projecting adjectives in Chinese [<Journal>]
DNB Subject Category Language
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10
Doctors, drugs, and druggists in Moliere's plays ...
Liu, Chen-Tzu. - : University of Southern California Digital Library (USC.DL), 2015
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11
The Penetration of Virginia Woolf’s Life to Her Novel Mrs. Dalloway
In: Cross-Cultural Communication; Vol 10, No 5 (2014): Cross-Cultural Communication; 80-84 ; 1923-6700 ; 1712-8358 (2014)
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12
Attitude and Motivation for English Learning
In: Studies in Literature and Language; Vol 9, No 1 (2014): Studies in Literature and Language; 51-56 ; 1923-1563 ; 1923-1555 (2014)
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13
A Case Study: Exploring Video Deficit Effect in 2-Year-Old Children's Playing and Learning with an iPad
Geng, Gretchen; Disney, Leigh. - : UHAMKA Press, 2013
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14
The Chinese "bi" comparative
In: Lingua <Amsterdam>. - Amsterdam [u.a.] : Elsevier 121 (2011) 12, 1767-1795
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OLC Linguistik
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15
The Chinese 'geng' clausal comparative
In: Lingua <Amsterdam>. - Amsterdam [u.a.] : Elsevier 120 (2010) 6, 1579-1606
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16
The positive morpheme in Chinese and the adjectival structure
In: Lingua <Amsterdam>. - Amsterdam [u.a.] : Elsevier 120 (2010) 4, 1010-1056
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OLC Linguistik
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17
Dimension-denoting classifiers in Taiwanese compound adjectives
In: Journal of East Asian linguistics. - Dordrecht [u.a.] : Springer 19 (2010) 2, 181-205
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18
The view from "yue": Chinese comparative correlatives
In: Lingua <Amsterdam>. - Amsterdam [u.a.] : Elsevier 118 (2008) 8, 1033-1063
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19
The view from yue: Chinese comparative correlatives
In: Lingua. International review of general linguistics (2008) 8, 1033-1063
IDS Bibliografie zur deutschen Grammatik
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20
The Characteristics of Sino-Taiwanese Joint Ventures in the People's Republic of China
Liu, Chen-Yu James. - : University of Plymouth, 2007
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