Dmitry Ustalov, Alexander Panchenko, Andrei Kutuzov, Chris Biemann, Simone Paolo Ponzetto &ndash; University of Mannheim, Germany; University of Hamburg, Germany; University of Oslo, Norway
Unsupervised semantic frame induction using triclustering
University of Mannheim, Germany; University of Hamburg, Germany; University of Oslo, Norway
nlp/dependency-parsing, nlp/semantics, nlp/synonymy, nlp/frames-semantics, graph-clustering, web-mining
In our evaluation, we use triple frequencies from the DepCC dataset (Panchenkoet al., 2018) , which is a dependency-parsed version of the Common Crawl corpus, and the standard 300-dimensional word embeddings model trained on the Google News corpus (Mikolovet al., 2013). [...] For the evaluation purposes, we operate on the intersection of triples from DepCC and FrameNet.