Results 1 to 10 of about 2,435,950 (372)
Probing Classifiers: Promises, Shortcomings, and Advances [PDF]
International Conference on Computational Logic, 2021 Probing classifiers have emerged as one of the prominent methodologies for interpreting and analyzing deep neural network models of natural language processing.
Yonatan Belinkov
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Factual Probing Is [MASK]: Learning vs. Learning to Recall [PDF]
North American Chapter of the Association for Computational Linguistics, 2021 Petroni et al. (2019) demonstrated that it is possible to retrieve world facts from a pre-trained language model by expressing them as cloze-style prompts and interpret the model’s prediction accuracy as a lower bound on the amount of factual information
Zexuan Zhong, Dan Friedman, Danqi Chen
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Probing topological spin liquids on a programmable quantum simulator [PDF]
Science, 2021 Description Synthesizing topological order Topologically ordered matter exhibits long-range quantum entanglement. However, measuring this entanglement in real materials is extremely tricky.
G. Semeghini +15 more
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Probing in qualitative research interviews: Theory and practice
Qualitative Research in Psychology, 2023 The effective use of probing in research interviews is central to eliciting rich, deep data from participants. Probing achieves access to this extra level of detail and depth via verbal prompts to clarify, elaborate, illustrate or explain a prior answer ...
Oliver C. Robinson
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Information-Theoretic Probing with Minimum Description Length [PDF]
Conference on Empirical Methods in Natural Language Processing, 2020 To measure how well pretrained representations encode some linguistic property, it is common to use accuracy of a probe, i.e. a classifier trained to predict the property from the representations.
Elena Voita, Ivan Titov
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Frontiers in Artificial Intelligence, 2023 Construction Grammar (CxG) is a paradigm from cognitive linguistics emphasizing the connection between syntax and semantics. Rather than rules that operate on lexical items, it posits constructions as the central building blocks of language, i.e ...
Leonie Weissweiler +7 more
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Probing Across Time: What Does RoBERTa Know and When? [PDF]
Conference on Empirical Methods in Natural Language Processing, 2021 Models of language trained on very large corpora have been demonstrated useful for NLP. As fixed artifacts, they have become the object of intense study, with many researchers"probing"the extent to which linguistic abstractions, factual and commonsense ...
Leo Z. Liu +4 more
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What you can cram into a single $&!#* vector: Probing sentence embeddings for linguistic properties [PDF]
Annual Meeting of the Association for Computational Linguistics, 2018 Although much effort has recently been devoted to training high-quality sentence embeddings, we still have a poor understanding of what they are capturing.
Alexis Conneau +4 more
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Microarray probes and probe sets [PDF]
Frontiers in Bioscience, 2010 DNA microarrays have gained wide use in biomedical research by simultaneously monitoring the expression levels of a large number of genes. The successful implementation of DNA microarray technologies requires the development of methods and techniques for the fabrication of microarrays, the selection of probes to represent genes, the quantification of ...
Hongfang, Liu, Ionut, Bebu, Xin, Li
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Development of noninvasive procedure for monitoring blood glucose level using gingival crevicular bleeding [PDF]
Stomatološki glasnik Srbije, 2013 Introduction. Diabetes mellitus (DM) and chronic periodontitis are common chronic diseases in adults. It is usually necessary to provide a sample of capillary blood to measure blood glucose level in diabetics.
Gupta Amit +5 more
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