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1
Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets
In: https://hal.inria.fr/hal-03177623 ; 2021 (2021)
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2
A Large-Scale Study of Machine Translation in the Turkic Languages ...
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3
Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets ...
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4
Evaluating Multiway Multilingual NMT in the Turkic Languages ...
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5
A Large-Scale Study of Machine Translation in Turkic Languages ...
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6
Can Transformer Language Models Predict Psychometric Properties? ...
Abstract: Transformer-based language models (LMs) continue to advance state-of-the-art performance on NLP benchmark tasks, including tasks designed to mimic human-inspired "commonsense" competencies. To better understand the degree to which LMs can be said to have certain linguistic reasoning skills, researchers are beginning to adapt the tools and concepts of the field of psychometrics. But to what extent can the benefits flow in the other direction? I.e., can LMs be of use in predicting what the psychometric properties of test items will be when those items are given to human participants? We gather responses from numerous human participants and LMs (transformer and non-transformer-based) on a broad diagnostic test of linguistic competencies. We then use the responses to calculate standard psychometric properties of the items in the diagnostic test, using the human responses and the LM responses separately. We then determine how well these two sets of predictions match. We find cases in which transformer-based LMs ... : Proceedings of the 10th Joint Conference on Lexical and Computational Semantics (*SEM 2021) ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2106.06849
https://dx.doi.org/10.48550/arxiv.2106.06849
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7
Evaluating Multiway Multilingual NMT in the Turkic Languages ...
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8
Can Transformer Langauge Models Predict Psychometric Properties? ...
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9
Turkic Interlingua: A Case Study of Machine Translation in Low-resource Languages
Mirzakhalov, Jamshidbek. - : Digital Commons @ University of South Florida, 2021
In: Graduate Theses and Dissertations (2021)
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