{ "info": { "author": "Joel Nothman, Ben Hachey, Will Radford", "author_email": "joel.nothman+neleval@gmail.com", "bugtrack_url": null, "classifiers": [ "Intended Audience :: Science/Research", "License :: OSI Approved :: Apache Software License", "Programming Language :: Python :: 2.7", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.4", "Programming Language :: Python :: 3.5", "Programming Language :: Python :: 3.6", "Topic :: Scientific/Engineering" ], "description": "Entity linking evaluation\n=========================\n\nPython command-line evaluation scripts for `TAC `__\nentity linking and related wikification, named entity disambiguation, and\nwithin- and cross-document coreference tasks.\n\n|version| |licence| |py-versions|\n\n|issues| |build| |docs| |coverage|\n\nIt aims for **fast** and **flexible** coreference resolution and\n**sophisticated** named entity recognition evaluation, such as partial scores\nfor partial overlap between gold and system mentions. CEAF, in particular, is\nmuch faster to calculate here than in the `CoNLL-11/12 scorer\n`__. It boasts features\nsuch as configurable metrics; accounting for or ignoring cross-document\ncoreference (see the ``evaluate --by-doc`` flag); plotting to compare\nevaluation by system, measure and corpus subset; and bootstrap-based confidence\ninterval calculation for document-wise evaluation metrics.\n\nRequires that ``python`` (2.7, with Py3k support experimental/partial)\nbe installed on your system with ``numpy`` (and preferably ``scipy`` for\nfast CEAF calculation) and ``joblib``. ``matplotlib`` is required for\nthe ``plot-systems`` command.\n\nSee a list of commands with:\n\n.. code:: bash\n\n ./nel --help\n\nOr install onto your Python path (e.g. with\n``pip install git+https://github.com/wikilinks/neleval``) then\n\n.. code:: bash\n\n python -m neleval --help\n\nTAC-KBP 2014 EDL quickstart\n===========================\n\n.. code:: bash\n\n ./scripts/run_tac14_evaluation.sh \\\n /path/to/gold.xml \\ # TAC14 gold standard queries/mentions\n /path/to/gold.tab \\ # TAC14 gold standard link and nil annotations\n /system/output/directory \\ # directory containing (only) TAC14 system output files\n /script/output/directory \\ # directory to which results are written\n number_of_jobs # number of jobs for parallel mode\n\nEach file in in the system output directory is scored against gold.tab.\n\nSimilar facility is available for TAC-KBP'15 EDL.\n\nMore details\n============\n\nSee `the documentation `__ for more\ndetails.\n\n\n.. |py-versions| image:: https://img.shields.io/pypi/pyversions/neleval.svg\n :alt: Python versions supported\n\n.. |version| image:: https://badge.fury.io/py/neleval.svg\n :alt: Latest version on PyPi\n :target: https://badge.fury.io/py/neleval\n\n.. |build| image:: https://travis-ci.org/wikilinks/neleval.svg?branch=master\n :alt: Travis CI build status\n :scale: 100%\n :target: https://travis-ci.org/wikilinks/neleval\n\n.. |issues| image:: https://img.shields.io/github/issues/wikilinks/neleval.svg\n :alt: Issue tracker\n :target: 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