flashtext
Extract city and country mentions from Text like GeoText without regex, but FlashText, a Aho-Corasick implementation.
Flashtext implementation in Rust
LexNeedle is a deterministic, Unicode-aware dictionary matcher for Python 3.12+, with zero runtime dependencies. Use it when exact terms, trustworthy original-text offsets, and predictable overlap handling matter.
Neural Search
