This article explores a statistical, language-independent methodology for the construction of
taxonomies of specialized domains from noisy corpora. In contrast to proposals that exploit …

… reviews existing applications of distributional semantics in the biomedical domain. A broad
range … the additional constraints of the language used in a specialized domain. Of note, the “…

… models, as three papers out of four are concerned with the treatment of specialized corpora
for knowledge acquisition. Two papers are dealing with complex terms, but in a different …

… distributional semantic representations induced from text corpora with manually constructed
lexical semantic … the domain specificity and availability of contextual information from …

… distributional semantics). To the best of our knowledge, this is the first effort exploring the use
of distributional semantics, the semantics … of language in a specialized domain such as that …

… In contrast, we aim at automatic classification, as effective automatic methods have the
advantage that they can be applied to novel, specialized domains and possibly to other …

… nisms specialized in the distributional analysis of linguistic input might provide the basis to
explain other, … lexical categories and domains - lexical categories may differ for the role of …

… on semantic similarity datasets in six languages. We next show that ATTRACTREPEL-specialized …
Training a Multilingual DST Model The values expressed by the domain ontology (eg, …

… distributional semantics are data-driven and hence agnostic to both language and domain.
… Due to the use of specialized sub-languages in the medical domain, manual construction of …

… semantic relations. Since the construction of DSMs is highly parameterized and their evaluation
in small specialized … for the extraction of the semantic relations takes_place_in, affects, …