embedding geometry 1language model analysis 1lexical vs contextual information 1relation properties 1semantic relations 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CL2026
Relation Geometry in Semantic Space of Language Models
Zhihan Cao, Hiroaki Yamada, Simone Teufel +4
The paper investigates how different semantic relations are reflected in the geometric structure of word embedding spaces produced by various language models, examining region clus…
cs.CL2025
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…
cs.CL2025
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…