no code implementations • 22 Dec 2017 • Jakub Dutkiewicz, Czesław Jędrzejek
Distributional semantics models derive word space from linguistic items in context.
no code implementations • ICLR 2018 • Jakub Dutkiewicz, Czesław Jędrzejek
By applying the hubness reduction method, implementing relational knowledge into the model by retrofitting synonyms and providing a new ranking similarity definition RESM that gives maximum weight to the top vector component values we equal the results for the ESL and TOEFL sets in comparison with our calculations using the Paragram and Paragram + Counter-fitting methods.