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Statistical modality tagging from rule-based annotations and crowdsourcing ...
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Abstract:
We explore training an automatic modality tagger. Modality is the attitude that a speaker might have toward an event or state. One of the main hurdles for training a linguistic tagger is gathering training data. This is particularly problematic for training a tagger for modality because modality triggers are sparse for the overwhelming majority of sentences. We investigate an approach to automatically training a modality tagger where we first gathered sentences based on a high-recall simple rule-based modality tagger and then provided these sentences to Mechanical Turk annotators for further annotation. We used the resulting set of training data to train a precise modality tagger using a multi-class SVM that delivers good performance. ... : 8 pages, 6 tables; appeared in Proceedings of the Workshop on Extra-Propositional Aspects of Meaning in Computational Linguistics, July 2012; In Proceedings of the Workshop on Extra-Propositional Aspects of Meaning in Computational Linguistics, pages 57-64, Jeju, Republic of Korea, July 2012. Association for Computational Linguistics ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences; I.2.7; I.2.6; I.5.1; I.5.4; Machine Learning cs.LG; Machine Learning stat.ML
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URL: https://arxiv.org/abs/1503.01190 https://dx.doi.org/10.48550/arxiv.1503.01190
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Use of Modality and Negation in Semantically-Informed Syntactic MT ...
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Semantically-Informed Syntactic Machine Translation: A Tree-Grafting Approach ...
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Use of Modality and Negation in Semantically-Informed Syntactic MT
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In: DTIC (2012)
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Statistical Modality Tagging from Rule-based Annotations and Crowdsourcing
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Use of Modality and Negation in Semantically-Informed Syntactic MT
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Semantically-Informed Syntactic Machine Translation: A Tree-Grafting Approach ...
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Semantically-Informed Syntactic Machine Translation: A Tree-Grafting Approach
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The ACL Anthology Reference Corpus: A Reference Dataset for Bibliographic Research in Computational Linguistics
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Challenges in Building an Arabic-English GHMT System with SMT Components ...
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Text Summarization Evaluation: Correlating Human Performance on an Extrinsic Task with Automatic Intrinsic Metrics
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In: DTIC (2006)
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