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An extensible framework for building visualization and annotation tools to enable better interaction with NLP and Artificial Intelligence. This is part of the CASL project: http://casl-project.ai/

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This project is currently under development.

Stave is a fast, lightweight, extensible web-based text annotation and visualization tool designed to support a wide range of data types and NLP tasks. Stave offers the following features:

  • Semantic Annotation: supports both template and custom data types
  • Multi-document Annotation: supports cross-document annotations and coreference
  • Customizable Interface: supports creation of task-specific interface with independently developed plugins
  • Machine-Human Collaboration: keeps human in the loop to verify and correct machine suggestions
  • Easy Integration: supports seamless integration with pre-built NLP workflows
  • Safe Data Serialization: supports a JSON-serializable format for easy data saving, loading and distribution

Stave was originally developed and is actively contributed by Petuum in collaboration with other institutes. A mirror of this repository is maintained by Petuum Open Source.

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Packages coming soon ...

Developer Quick Start

Environment

The project is tested on:

Python 3.6+ Django 3.0.4 yarn 1.22.4

Run Django server

  • cd simple-backend
  • make sure your python command is using python3, or use a virtual env by:
    • python3 -m venv venv create virtual env (skip if already created)
    • . venv/bin/activate use virtual env
  • make sure django is installded, or install it by:
    • python -m pip install Django
  • ./start-dev.sh
    • This script will create an example sqlite3 DB from SQL: db.sqlite3

Start the Frontend

After the server starts, then simply

The default username/password for the demonstration data is admin/admin

License

Apache License 2.0

Companies and Universities Supporting Stave

                  

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An extensible framework for building visualization and annotation tools to enable better interaction with NLP and Artificial Intelligence. This is part of the CASL project: http://casl-project.ai/

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