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Toshinobu Ogiso

2 accepted papers

2025

Analyzing Continuous Semantic Shifts with Diachronic Word Similarity Matrices

COLING 2025main

The meanings and relationships of words shift over time. This phenomenon is referred to as semantic shift. Research focused on understanding how semantic shifts occur over multiple time periods is essential for gaining a detailed understanding of semantic shifts. However, detecting change points onl…

2022

Infinite SCAN: An Infinite Model of Diachronic Semantic Change

EMNLP 2022main

In this study, we propose a Bayesian model that can jointly estimate the number of senses of words and their changes through time.The model combines a dynamic topic model on Gaussian Markov random fields with a logistic stick-breaking process that realizes Dirichlet process. In the experiments, we e…

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