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        <title>Decomposing Generalization: Models of Generic, Habitual, and Episodic Statements</title>
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    <name type="personal">
        <namePart type="given">Venkata</namePart>
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    <abstract>We present a novel semantic framework for modeling linguistic expressions of generalization— generic, habitual, and episodic statements—as combinations of simple, real-valued referential properties of predicates and their arguments. We use this framework to construct a dataset covering the entirety of the Universal Dependencies English Web Treebank. We use this dataset to probe the efficacy of type-level and token-level information—including hand-engineered features and static (GloVe) and contextual (ELMo) word embeddings—for predicting expressions of generalization.</abstract>
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    <identifier type="doi">10.1162/tacl_a_00285</identifier>
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%0 Journal Article
%T Decomposing Generalization: Models of Generic, Habitual, and Episodic Statements
%A Govindarajan, Venkata
%A Van Durme, Benjamin
%A White, Aaron Steven
%J Transactions of the Association for Computational Linguistics
%D 2019
%V 7
%I MIT Press
%C Cambridge, MA
%F govindarajan-etal-2019-decomposing
%X We present a novel semantic framework for modeling linguistic expressions of generalization— generic, habitual, and episodic statements—as combinations of simple, real-valued referential properties of predicates and their arguments. We use this framework to construct a dataset covering the entirety of the Universal Dependencies English Web Treebank. We use this dataset to probe the efficacy of type-level and token-level information—including hand-engineered features and static (GloVe) and contextual (ELMo) word embeddings—for predicting expressions of generalization.
%R 10.1162/tacl_a_00285
%U https://aclanthology.org/Q19-1035
%U https://doi.org/10.1162/tacl_a_00285
%P 501-517

Markdown (Informal)

[Decomposing Generalization: Models of Generic, Habitual, and Episodic Statements](https://aclanthology.org/Q19-1035) (Govindarajan et al., TACL 2019)

• Decomposing Generalization: Models of Generic, Habitual, and Episodic Statements (Govindarajan et al., TACL 2019)

ACL

• Venkata Govindarajan, Benjamin Van Durme, and Aaron Steven White. 2019. Decomposing Generalization: Models of Generic, Habitual, and Episodic Statements. Transactions of the Association for Computational Linguistics, 7:501–517.