lsa-non-incremental-vocabulary-limitation

Summary

Latent Semantic Analysis builds its word-to-meaning map from a fixed snapshot of vocabulary and needs a heavy upfront computation pass, so it can't absorb new terms or shift its understanding on the fly. This makes it a poor fit for any system that has to keep learning as the world changes around it, like live conversation, fast-moving news analysis, or evolving product catalogs.