3 papers
cs.CL2026
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…
cs.CL2024
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…
cs.CL2024
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…