:orphan:

Text Classification
**********************

Examples for OOD detection on text.

The examples in this section depend on ``torchtext`` which you
can install with:

.. code-block:: shell

    pip install torchtext==0.14.0



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Benchmark code for Newsgroups 20. We test the models against three different Text dataset and calculate the mean performance.">

.. only:: html

  .. image:: /auto_examples/text/images/thumb/sphx_glr_newsgroups_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_text_newsgroups.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Newsgroups 20</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Benchmark code for Newsgroups 20, trained with Outlier Exposure on the WikiText2 dataset. We test the detectors against three different Text dataset and calculate the mean performance.">

.. only:: html

  .. image:: /auto_examples/text/images/thumb/sphx_glr_newsgroups_oe_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_text_newsgroups_oe.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Newsgroups Outlier Exposure</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/text/newsgroups
   /auto_examples/text/newsgroups_oe


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: text_python.zip </auto_examples/text/text_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: text_jupyter.zip </auto_examples/text/text_jupyter.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_