.. _sphx_glr_auto_examples_language:

Language Models
===============

Examples demonstrating how to explain language model predictions
using ``shapiq`` with token-based cooperative games.



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

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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to explain a sentiment classifier using shapiq. Each token in the input text becomes a player in a cooperative game, and Shapley values quantify each token&#x27;s contribution to the predicted sentiment.">

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  .. image:: /auto_examples/language/images/thumb/sphx_glr_plot_sentiment_analysis_thumb.png
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  :doc:`/auto_examples/language/plot_sentiment_analysis`

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      <div class="sphx-glr-thumbnail-title">Explaining Sentiment Analysis</div>
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    </div>


.. toctree::
   :hidden:

   /auto_examples/language/plot_sentiment_analysis