Masaki Sakata

On Entity Identification in Language Models

We analyze the extent to which internal representations of language models (LMs) identify and distinguish mentions of named entities, focusing on the many-to-many correspondence between entities and their mentions.We first formulate two problems of entity mentions — ambiguity and variability — and p…