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@@ -1955,8 +1955,8 @@ <h1 id="basic-classification">Basic Classification<a class="headerlink" href="#b
 <p>When classifying documents, the process involves extracting the content of the document and adding it to the prompt with several possible classifications. ExtractThinker simplifies this process using Pydantic models and instructor.</p>
 <h2 id="simple-classification">Simple Classification<a class="headerlink" href="#simple-classification" title="Permanent link">&para;</a></h2>
 <p>The most straightforward way to classify documents:</p>
-<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">extract_thinker</span><span class="w"> </span><span class="kn">import</span> <span class="n">Classification</span><span class="p">,</span> <span class="n">Extractor</span>
-<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">extract_thinker.document_loader</span><span class="w"> </span><span class="kn">import</span> <span class="n">DocumentLoaderTesseract</span>
+<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kn">from</span> <span class="nn">extract_thinker</span> <span class="kn">import</span> <span class="n">Classification</span><span class="p">,</span> <span class="n">Extractor</span>
+<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="kn">from</span> <span class="nn">extract_thinker.document_loader</span> <span class="kn">import</span> <span class="n">DocumentLoaderTesseract</span>
 <a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>
 <a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="c1"># Define classifications</span>
 <a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="n">classifications</span> <span class="o">=</span> <span class="p">[</span>
@@ -1984,27 +1984,27 @@ <h2 id="simple-classification">Simple Classification<a class="headerlink" href="
 </code></pre></div>
 <h2 id="type-mapping-with-contract">Type Mapping with Contract<a class="headerlink" href="#type-mapping-with-contract" title="Permanent link">&para;</a></h2>
 <p>Adding contract structure to the classification improves accuracy:</p>
-<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">List</span>
-<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">extract_thinker.models.contract</span><span class="w"> </span><span class="kn">import</span> <span class="n">Contract</span>
+<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
+<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="kn">from</span> <span class="nn">extract_thinker.models.contract</span> <span class="kn">import</span> <span class="n">Contract</span>
 <a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>
-<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="k">class</span><span class="w"> </span><span class="nc">InvoiceContract</span><span class="p">(</span><span class="n">Contract</span><span class="p">):</span>
+<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="k">class</span> <span class="nc">InvoiceContract</span><span class="p">(</span><span class="n">Contract</span><span class="p">):</span>
 <a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a>    <span class="n">invoice_number</span><span class="p">:</span> <span class="nb">str</span>
 <a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a>    <span class="n">invoice_date</span><span class="p">:</span> <span class="nb">str</span>
 <a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a>    <span class="n">lines</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">LineItem</span><span class="p">]</span>
 <a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a>    <span class="n">total_amount</span><span class="p">:</span> <span class="nb">float</span>
 <a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a>
-<a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a><span class="k">class</span><span class="w"> </span><span class="nc">DriverLicense</span><span class="p">(</span><span class="n">Contract</span><span class="p">):</span>
+<a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a><span class="k">class</span> <span class="nc">DriverLicense</span><span class="p">(</span><span class="n">Contract</span><span class="p">):</span>
 <a id="__codelineno-1-11" name="__codelineno-1-11" href="#__codelineno-1-11"></a>    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span>
 <a id="__codelineno-1-12" name="__codelineno-1-12" href="#__codelineno-1-12"></a>    <span class="n">age</span><span class="p">:</span> <span class="nb">int</span>
 <a id="__codelineno-1-13" name="__codelineno-1-13" href="#__codelineno-1-13"></a>    <span class="n">license_number</span><span class="p">:</span> <span class="nb">str</span>
 </code></pre></div>
 <p>The contract structure is automatically added to the prompt, helping the model understand the expected document structure.</p>
 <h2 id="classification-response">Classification Response<a class="headerlink" href="#classification-response" title="Permanent link">&para;</a></h2>
 <p>All classifications return a standardized response:</p>
-<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Optional</span>
-<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">pydantic</span><span class="w"> </span><span class="kn">import</span> <span class="n">BaseModel</span><span class="p">,</span> <span class="n">Field</span>
+<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Optional</span>
+<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="kn">from</span> <span class="nn">pydantic</span> <span class="kn">import</span> <span class="n">BaseModel</span><span class="p">,</span> <span class="n">Field</span>
 <a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a>
-<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="k">class</span><span class="w"> </span><span class="nc">ClassificationResponse</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
+<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="k">class</span> <span class="nc">ClassificationResponse</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
 <a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a>    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span>
 <a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a>    <span class="n">confidence</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="n">Field</span><span class="p">(</span>
 <a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a>        <span class="n">description</span><span class="o">=</span><span class="s2">&quot;From 1 to 10. 10 being the highest confidence&quot;</span><span class="p">,</span>

core-concepts/classification/basic/index.html

@@ -1901,10 +1901,10 @@ <h2 id="classification-techniques">Classification Techniques<a class="headerlink
 
 <h2 id="classification-response">Classification Response<a class="headerlink" href="#classification-response" title="Permanent link">&para;</a></h2>
 <p>All classification methods return a standardized response:</p>
-<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Optional</span>
-<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">pydantic</span><span class="w"> </span><span class="kn">import</span> <span class="n">BaseModel</span><span class="p">,</span> <span class="n">Field</span>
+<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Optional</span>
+<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="kn">from</span> <span class="nn">pydantic</span> <span class="kn">import</span> <span class="n">BaseModel</span><span class="p">,</span> <span class="n">Field</span>
 <a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>
-<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="k">class</span><span class="w"> </span><span class="nc">ClassificationResponse</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
+<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="k">class</span> <span class="nc">ClassificationResponse</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
 <a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a>    <span class="n">name</span><span class="p">:</span> <span class="nb">str</span>
 <a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a>    <span class="n">confidence</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="n">Field</span><span class="p">(</span>
 <a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a>        <span class="n">description</span><span class="o">=</span><span class="s2">&quot;From 1 to 10. 10 being the highest confidence&quot;</span><span class="p">,</span>

core-concepts/classification/index.html

@@ -1936,8 +1936,8 @@
 <h1 id="mixture-of-models-mom">Mixture of Models (MoM)<a class="headerlink" href="#mixture-of-models-mom" title="Permanent link">&para;</a></h1>
 <p>The Mixture of Models (MoM) is a pattern that increases classification confidence by combining multiple models in parallel. This approach is particularly effective when using instructor for structured outputs.</p>
 <h2 id="basic-usage">Basic Usage<a class="headerlink" href="#basic-usage" title="Permanent link">&para;</a></h2>
-<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">extract_thinker</span><span class="w"> </span><span class="kn">import</span> <span class="n">Process</span><span class="p">,</span> <span class="n">Classification</span><span class="p">,</span> <span class="n">ClassificationStrategy</span>
-<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">extract_thinker.document_loader</span><span class="w"> </span><span class="kn">import</span> <span class="n">DocumentLoaderTesseract</span>
+<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kn">from</span> <span class="nn">extract_thinker</span> <span class="kn">import</span> <span class="n">Process</span><span class="p">,</span> <span class="n">Classification</span><span class="p">,</span> <span class="n">ClassificationStrategy</span>
+<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="kn">from</span> <span class="nn">extract_thinker.document_loader</span> <span class="kn">import</span> <span class="n">DocumentLoaderTesseract</span>
 <a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>
 <a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="c1"># Define classifications</span>
 <a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="n">classifications</span> <span class="o">=</span> <span class="p">[</span>