neural-phrasex
Advanced tools
Matches a given phrase to the best match in a database and determines the wildcards using a slot filler. This is like a regex, but much more flexible for phrase matching and alignment.
Work In Progress
Mixed neural network / fuzzy similarity based phrase database matching. Uses universal sentence embeddings from Tensorflow combined with KNN and fuzzy similarity to perform slot filling based on a list of potential phrases. The approach allows for one shot learning and the efficiency will be determined by KNN (or other approximate nearest neighbor). The name "PhraseX" comes from "Regex", as it is a more flexible way of matching phrases than using regex and better suited for natural language.
The intent here is that this tool can be run in the browser and it will not depend on an external database. Universal sentence embeddings will make it much better (though possibly slower) than the elasticsearch based version "PhraseX".
FAQs
Matches a given phrase to the best match in a database and determines the wildcards using a slot filler. This is like a regex, but much more flexible for phrase matching and alignment.
The npm package neural-phrasex receives a total of 11 weekly downloads. As such, neural-phrasex popularity was classified as not popular.
We found that neural-phrasex demonstrated a not healthy version release cadence and project activity because the last version was released a year ago. It has 1 open source maintainer collaborating on the project.
Did you know?
Socket for GitHub automatically highlights issues in each pull request and monitors the health of all your open source dependencies. Discover the contents of your packages and block harmful activity before you install or update your dependencies.
Security News
Ransomware payment rates hit an all-time low in 2024 as law enforcement crackdowns, stronger defenses, and shifting policies make attacks riskier and less profitable.
Security News
require(esm) backported to Node.js 20, easing the transition to ESM-only packages and reducing complexity for developers as Node 18 nears end-of-life.
Security News
PyPI now supports iOS and Android wheels, making it easier for Python developers to distribute mobile packages.
