61 citations · 64 across the 6 of their papers we have counts for
6 papers
Grammatical information in BERT sentence embeddings as two-dimensional arrays
Vivi Nastase, Paola Merlo
Sentence embeddings induced with various transformer architectures encode much semantic and syntactic information in a distributed manner in a one-dimensional array. We investigate…
Semantic Relations and Deep Learning
Vivi Nastase, Stan Szpakowicz
The second edition of "Semantic Relations Between Nominals" by Vivi Nastase, Stan Szpakowicz, Preslav Nakov and Diarmuid Ó Séaghdha has been published in April 2021 by Morgan & Cla…
Assessing the Difficulty of Classifying ConceptNet Relations in a Multi-Label Classification Setting
Maria Becker, Michael Staniek, Vivi Nastase +1
Commonsense knowledge relations are crucial for advanced NLU tasks. We examine the learnability of such relations as represented in CONCEPTNET, taking into account their specific p…
Analysis of the Impact of Negative Sampling on Link Prediction in Knowledge Graphs
Bhushan Kotnis, Vivi Nastase
Knowledge graphs are large, useful, but incomplete knowledge repositories. They encode knowledge through entities and relations which define each other through the connective struc…
Learning Knowledge Graph Embeddings with Type Regularizer
Bhushan Kotnis, Vivi Nastase
Learning relations based on evidence from knowledge bases relies on processing the available relation instances. Many relations, however, have clear domain and range, which we hypo…
Coarse-grained Cross-lingual Alignment of Comparable Texts with Topic Models and Encyclopedic Knowledge
Vivi Nastase, Angela Fahrni
We present a method for coarse-grained cross-lingual alignment of comparable texts: segments consisting of contiguous paragraphs that discuss the same theme (e.g. history, economy)…