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- W1930331324 abstract "Concept-level text analysis is superior to word-level analysis as it preserves the semantics associated with multi-word expressions. It offers a better understanding of text and helps to significantly increase the accuracy of many text mining tasks. Concept extraction from text is a key step in concept-level text analysis. In this paper, we propose a ConceptNet-based semantic parser that deconstructs natural language text into concepts based on the dependency relation between clauses. Our approach is domain-independent and is able to extract concepts from heterogeneous text. Through this parsing technique, 92.21% accuracy was obtained on a dataset of 3,204 concepts. We also show experimental results on three different text analysis tasks, on which the proposed framework outperformed state-of-the-art parsing techniques." @default.
- W1930331324 created "2016-06-24" @default.
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- W1930331324 date "2014-01-01" @default.
- W1930331324 modified "2023-09-23" @default.
- W1930331324 title "Dependency-Based Semantic Parsing for Concept-Level Text Analysis" @default.
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- W1930331324 doi "https://doi.org/10.1007/978-3-642-54906-9_10" @default.
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