Label Sleuth: From Unlabeled Text to a Classifier in a Few Hours

by   Eyal Shnarch, et al.

Text classification can be useful in many real-world scenarios, saving a lot of time for end users. However, building a custom classifier typically requires coding skills and ML knowledge, which poses a significant barrier for many potential users. To lift this barrier, we introduce Label Sleuth, a free open source system for labeling and creating text classifiers. This system is unique for (a) being a no-code system, making NLP accessible to non-experts, (b) guiding users through the entire labeling process until they obtain a custom classifier, making the process efficient – from cold start to classifier in a few hours, and (c) being open for configuration and extension by developers. By open sourcing Label Sleuth we hope to build a community of users and developers that will broaden the utilization of NLP models.


TCAB: A Large-Scale Text Classification Attack Benchmark

We introduce the Text Classification Attack Benchmark (TCAB), a dataset ...

Njobvu-AI: An open-source tool for collaborative image labeling and implementation of computer vision models

Practitioners interested in using computer vision models lack user-frien...

NCRF++: An Open-source Neural Sequence Labeling Toolkit

This paper describes NCRF++, a toolkit for neural sequence labeling. NCR...

TextAttack: Lessons learned in designing Python frameworks for NLP

TextAttack is an open-source Python toolkit for adversarial attacks, adv...

Transforming Unstructured Text into Data with Context Rule Assisted Machine Learning (CRAML)

We describe a method and new no-code software tools enabling domain expe...

Don't Reinvent the Wheel: Towards Automatic Replacement of Custom Implementations with APIs

Reusing code is a common practice in software development: It helps deve...

Edu-Edition Spreadsheet Competency Framework

Based on the Spreadsheet Competency Framework for finance professionals,...

Code Repositories


An open source no-code system for text annotation and building text classifiers

view repo

Please sign up or login with your details

Forgot password? Click here to reset