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+    <li class="md-nav__item">
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+    <li class="md-nav__item">
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diff --git a/api/data/arxiv-tags/index.html b/api/data/arxiv-tags/index.html
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diff --git a/api/data/load-towns/index.html b/api/data/load-towns/index.html
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+    <li class="md-nav__item">
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diff --git a/api/evaluate/evaluation/index.html b/api/evaluate/evaluation/index.html
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+    <li class="md-nav__item">
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@@ -2354,7 +2374,7 @@ <h2 id="parameters">Parameters<a class="headerlink" href="#parameters" title="Pe
 <h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanent link">&para;</a></h2>
 <div class="highlight"><pre><span></span><code><span class="o">&gt;&gt;&gt;</span> <span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span> <span class="k">as</span> <span class="nb">print</span>
 <span class="o">&gt;&gt;&gt;</span> <span class="kn">from</span> <span class="nn">cherche</span> <span class="kn">import</span> <span class="n">data</span><span class="p">,</span> <span class="n">evaluate</span><span class="p">,</span> <span class="n">retrieve</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="kn">from</span> <span class="nn">sklearn.feature_extraction.text</span> <span class="kn">import</span> <span class="n">TfidfVectorizer</span>
+<span class="o">&gt;&gt;&gt;</span> <span class="kn">from</span> <span class="nn">lenlp</span> <span class="kn">import</span> <span class="n">sparse</span>
 
 <span class="o">&gt;&gt;&gt;</span> <span class="n">documents</span><span class="p">,</span> <span class="n">query_answers</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">arxiv_tags</span><span class="p">(</span>
 <span class="o">...</span>    <span class="n">arxiv_title</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">arxiv_summary</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">comment</span><span class="o">=</span><span class="kc">False</span>
@@ -2364,7 +2384,7 @@ <h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanen
 <span class="o">...</span>     <span class="n">key</span><span class="o">=</span><span class="s2">&quot;uri&quot;</span><span class="p">,</span>
 <span class="o">...</span>     <span class="n">on</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;prefLabel_text&quot;</span><span class="p">,</span> <span class="s2">&quot;altLabel_text&quot;</span><span class="p">],</span>
 <span class="o">...</span>     <span class="n">documents</span><span class="o">=</span><span class="n">documents</span><span class="p">,</span>
-<span class="o">...</span>     <span class="n">tfidf</span><span class="o">=</span><span class="n">TfidfVectorizer</span><span class="p">(</span><span class="n">lowercase</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">ngram_range</span><span class="o">=</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">),</span> <span class="n">analyzer</span><span class="o">=</span><span class="s2">&quot;char&quot;</span><span class="p">),</span>
+<span class="o">...</span>     <span class="n">tfidf</span><span class="o">=</span><span class="n">sparse</span><span class="o">.</span><span class="n">TfidfVectorizer</span><span class="p">(</span><span class="n">normalize</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">ngram_range</span><span class="o">=</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">),</span> <span class="n">analyzer</span><span class="o">=</span><span class="s2">&quot;char&quot;</span><span class="p">),</span>
 <span class="o">...</span> <span class="p">)</span> <span class="o">+</span> <span class="n">documents</span>
 
 <span class="o">&gt;&gt;&gt;</span> <span class="n">scores</span> <span class="o">=</span> <span class="n">evaluate</span><span class="o">.</span><span class="n">evaluation</span><span class="p">(</span><span class="n">search</span><span class="o">=</span><span class="n">search</span><span class="p">,</span> <span class="n">query_answers</span><span class="o">=</span><span class="n">query_answers</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>