Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  introduce EXTASEM!, a novel approach for the automatic learning of lexical taxonomies from domain terminologies. First,  exploit a very large semantic network to collect thousands of in-domain textual definitions. Second,  extract (hyponym, hypernym) pairs from each definition with a CRF-based algorithm trained on manually-validated data. Finally,  introduce a graph induction procedure which constructs a full-fledged taxonomy where each edge is ighted according to its domain pertinence. EXTASEM! achieves state-of-the-art results in the following taxonomy evaluation experiments: (1) Hypernym discovery, (2) Reconstructing gold standard taxonomies, and (3) Taxonomy quality according to structural measures.  release ighted taxonomies for six domains for the use and scrutiny of the community.
['Luis Espinosa-Anke', 'Horacio Saggion', 'Francesco Ronzano', 'Roberto Navigli']
I am writing a research paper on a idea ExTaSem! extending, taxonomizing and semantifying domain terminologies
[{"from": "human", "value": "I am writing a research paper on a idea ExTaSem! extending, taxonomizing and semantifying domain terminologies"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  introduce EXTASEM!, a novel approach for the automatic learning of lexical taxonomies from domain terminologies. First,  exploit a very large semantic network to collect thousands of in-domain textual definitions. Second,  extract (hyponym, hypernym) pairs from each definition with a CRF-based algorithm trained on manually-validated data. Finally,  introduce a graph induction procedure which constructs a full-fledged taxonomy where each edge is ighted according to its domain pertinence. EXTASEM! achieves state-of-the-art results in the following taxonomy evaluation experiments: (1) Hypernym discovery, (2) Reconstructing gold standard taxonomies, and (3) Taxonomy quality according to structural measures.  release ighted taxonomies for six domains for the use and scrutiny of the community."}]