work
work

text similarity engine

standard keyword searches miss paraphrased concepts. i built this engine to detect deep semantic overlap and paraphrased text.

year
2025
role
creator
stack
typescript, python, transformer embeddings
pixel art cover for text similarity engine

combines a multi-stage analysis pipeline: fast exact string matching, n-gram shingle overlap, and transformer embeddings for deep sentence meaning.

displays side-by-side span highlights, allowing reviewers to visually inspect overlapping passages instead of trusting an opaque score.

built for academic integrity, research, and content analysis with open-source transparency from day one.

text similarity engine — matched spans