Symphonym: Universal Phonetic Embeddings for Cross-Script Toponym Matching
Symphonym creates a system that converts place names from twenty different writing systems into a single 128-dimensional phonetic space. It achieves this by using a Teacher-Student neural network approach, allowing users to find similar place names across scripts without needing language identification or phonetic conversion tools at the time of search.