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A common neural hub resolves syntactic and non-syntactic conflict through cooperation with task-specific networks.
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The C-Test: A Valid Measure to Test Second Language Proficiency?
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In: https://hal-hprints.archives-ouvertes.fr/hprints-01491274 ; 2017 (2017)
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Strategies to select examples for Active Learning with Conditional Random Fields
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In: CICLing 2017 - 18th International Conference on Computational Linguistics and Intelligent Text Processing ; https://hal.archives-ouvertes.fr/hal-01621338 ; CICLing 2017 - 18th International Conference on Computational Linguistics and Intelligent Text Processing, Apr 2017, Budapest, Hungary. pp.1-14 (2017)
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Abstract:
International audience ; Nowadays, many NLP problems are tackled as supervised machine learning tasks. Consequently, the cost of the expertise needed to annotate the examples is a widespread issue. Active learning offers a framework to that issue, allowing to control the annotation cost while maximizing the classifier performance, but it relies on the key step of choosing which example will be proposed to the expert. In this paper, we examine and propose such selection strategies in the specific case of Conditional Random Fields (CRF) which are largely used in NLP. On the one hand, we propose a simple method to correct a bias of some state-of-the-art selection techniques. On the other hand, we detail an original approach to select the examples, based on the respect of proportions in the datasets. These contributions are validated over a large range of experiments implying several datasets and tasks, including named entity recognition, chunking, phonetization, word sense disambiguation.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; active learning; conditional random fields; CRF; semi- supervised learning; statistical test of proportion
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URL: https://hal.archives-ouvertes.fr/hal-01621338/file/Claveau_CICling2017.pdf https://hal.archives-ouvertes.fr/hal-01621338/document https://hal.archives-ouvertes.fr/hal-01621338
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Processing of positive-causal and negative-causal coherence relations in primary school children and adults. A test of the cumulative cognitive complexity approach in German ...
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Student engagement in an outperforming urban school as measured through cognitive, behavioral, and emotional indicators ...
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Nobert Heimken: Migration, Bildung und Spracherwerb. Bildungssozialisation und Integration von Jugendlichen aus Einwandererfamilien. Wiesbaden: Springer VS 2017 (165 S.) [Rezension] ...
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Sprache im italienischen Erdkundeunterricht. Eine multiperspektivische Studie ...
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Absolute and relative measures of instructional sensitivity ...
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Sprache im italienischen Erdkundeunterricht. Eine multiperspektivische Studie
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Schöber, Stephanie. - : Budrich UniPress Ltd., 2017. : Opladen, 2017. : Berlin, 2017. : Toronto, 2017. : pedocs-Dokumentenserver/DIPF, 2017
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In: Opladen ; Berlin ; Toronto : Budrich UniPress Ltd. 2017, 658 S. (2017)
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Processing of positive-causal and negative-causal coherence relations in primary school children and adults. A test of the cumulative cognitive complexity approach in German
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In: Journal of child language 44 (2017) 2, S. 297-328 (2017)
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Kognitive Profile bei lese-rechtschreibschwachen Kindern mit und ohne Aufmerksamkeitsprobleme
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In: Lernen und Lernstörungen 6 (2017) 4, S. 169-181 (2017)
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Absolute and relative measures of instructional sensitivity
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In: Journal of educational and behavioral statistics 42 (2017) 6, S. 678-705 (2017)
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Nobert Heimken: Migration, Bildung und Spracherwerb. Bildungssozialisation und Integration von Jugendlichen aus Einwandererfamilien. Wiesbaden: Springer VS 2017 (165 S.) [Rezension]
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In: Erziehungswissenschaftliche Revue (EWR) 16 (2017) 5 (2017)
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Kognitive Profile bei lese-rechtschreibschwachen Kindern mit und ohne Aufmerksamkeitsprobleme ...
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Detection of ground parrot vocalisation: a multiple instance learning approach
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Clinical Applications of Otoacoustic Emissions: How Much Do We Really Know After 40 Years?
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In: ETSU Faculty Works (2017)
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The Video Head Impulse Test: Background and Clinical Application
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In: ETSU Faculty Works (2017)
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A Sociolinguistic Survey of Six Berta Speech Varieties in Ethiopia
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A Sociolinguistic Survey of the Bhatri-speaking Communities of Central India
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