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Relation Geometry in Semantic Space of Language Models
Zhihan Cao, Hiroaki Yamada, Simone Teufel +4
When it comes to generating vector representations of words, current language models are achieving high-quality results. However, what is not known is the extent to which knowledge…
Misalignment of Semantic Relation Knowledge between WordNet and Human Intuition
Zhihan Cao, Hiroaki Yamada, Simone Teufel +1
WordNet provides a carefully constructed repository of semantic relations, created by specialists. But there is another source of information on semantic relations, the intuition o…
A Comprehensive Evaluation of Semantic Relation Knowledge of Pretrained Language Models and Humans
Zhihan Cao, Hiroaki Yamada, Simone Teufel +1
Recently, much work has concerned itself with the enigma of what exactly pretrained language models~(PLMs) learn about different aspects of language, and how they learn it. One str…