2 papers
cs.CL2025
Geometric Patterns of Meaning: A PHATE Manifold Analysis of Multi-lingual Embeddings
Wen G Gong
We introduce a multi-level analysis framework for examining semantic geometry in multilingual embeddings, implemented through Semanscope (a visualization tool that applies PHATE ma…
cs.CL2025
Geometric Structures and Patterns of Meaning: A PHATE Manifold Analysis of Chinese Character Embeddings
Wen G. Gong
We systematically investigate geometric patterns in Chinese character embeddings using PHATE manifold analysis. Through cross-validation across seven embedding models and eight dim…