High-performance NLP evaluation and significance testing library

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  • License: MIT License
  • Author: Preben Vangberg
  • Maintainer: Preben Vangberg
  • Tags nlp , metrics , wer , cer , evaluation , word-error-rate , speech-recognition , rust-extensions
  • Requires: Python >=3.8
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Project description

Evaluatio

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Note: The library is under development, so things are likely to change, especially function signatures.

Evaluatio is a library that contains computationally efficient metrics for the valuation of different NLP systems. It is the continuation of the universal-edit-distance project, but was renamed and restructured due to the project outgrowing its original purpose.

Etymology

The name evaluatio is a Latin noun and means "evaluation". It also doubles as the English verb "to evaluate" with the Welsh verbal derivational suffix -io, so it could also be Welsh slang for "to evaluate".

Documentation

The documentation for the library and the project as a whole is hosted on GitHub pages.

Components

evaluatio-core

evaluatio-core is a standalone Rust library that implements certain metrics and functions to improve the performance of the main library. This can be used by other Rust projects without requiring PyO3.

evaluatio-bindings

evaluatio-bindings contains the Py03 bindings between evaluatio-core and the main Python library. It simply exposes the functions and classes in the evaluatio-core to the Python library while also containing some helper functions to ensure that Python types are handled properly. All classes and functions are exported to a single Python module.

evaluatio-docs

evaluatio-docs is the main documentation of the project. It contains documentation for not only the library, but also how to use the library properly. It is hosted on GitHub pages.

python-src

python-src contains the main Python library. It contains wrappers for evaluatio-bindings to ensure that functions are documented, type-annotated, and sorted into different organised modules.

Contribute to the project

There is always room for improvements, new metrics, new functionality, etc. If you have any suggestions or requests please feel free to add an issue! The main repository for the project can be found at codeberg.org/prvinspace/evaluatio.

Maintainer

The project is maintained by Preben Vangberg <prv21fgt@bangor.ac.uk>.

Project details

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  • License: MIT License
  • Author: Preben Vangberg
  • Maintainer: Preben Vangberg
  • Tags nlp , metrics , wer , cer , evaluation , word-error-rate , speech-recognition , rust-extensions
  • Requires: Python >=3.8
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