Process / pipeline
Dependency Parsing — Syntactic Dependency Analysis
Dependency parsing is a natural-language-processing task that reveals the syntactic dependency relations between the words of a sentence as a tree structure. Surveyed in the dependency-grammar tradition by Nivre (2005) and made fast and accurate with neural networks by Chen and Manning (2014), it is commonly used as a prerequisite step for information extraction and relation detection.
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Sources
- Nivre, J. (2005). Dependency Grammar and Dependency Parsing. MSI Report. link ↗
- Chen, D. & Manning, C. D. (2014). A Fast and Accurate Dependency Parser Using Neural Networks. EMNLP. DOI: 10.3115/v1/D14-1082 ↗