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    <title>DEV Community: Harsh Tiwari</title>
    <description>The latest articles on DEV Community by Harsh Tiwari (@sparrow07).</description>
    <link>https://dev.to/sparrow07</link>
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      <title>DEV Community: Harsh Tiwari</title>
      <link>https://dev.to/sparrow07</link>
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      <title>How I Built TruthScanML — Fake News Detection with ML</title>
      <dc:creator>Harsh Tiwari</dc:creator>
      <pubDate>Sat, 26 Sep 2026 09:29:51 +0000</pubDate>
      <link>https://dev.to/sparrow07/how-i-built-truthscanml-fake-news-detection-with-ml-35ni</link>
      <guid>https://dev.to/sparrow07/how-i-built-truthscanml-fake-news-detection-with-ml-35ni</guid>
      <description>&lt;p&gt;I built TruthScanML — an AI-powered fake news detector that combines &lt;br&gt;
offline ML (TF-IDF + Logistic Regression) with multi-source online &lt;br&gt;
evidence scoring.&lt;/p&gt;

&lt;p&gt;🔗 Live: &lt;a href="https://truthscanml.streamlit.app" rel="noopener noreferrer"&gt;truthscanml.streamlit.app&lt;/a&gt;&lt;br&gt;
🔗 Portfolio: &lt;a href="https://sparrow07.me" rel="noopener noreferrer"&gt;sparrow07.me&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Offline ML model for initial classification&lt;/li&gt;
&lt;li&gt;Online evidence from multiple sources&lt;/li&gt;
&lt;li&gt;Credibility &amp;amp; freshness scoring&lt;/li&gt;
&lt;li&gt;NLI-assisted verification&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  - Honest INCONCLUSIVE verdicts when unsure
&lt;/h2&gt;

&lt;p&gt;I'm Harsh Tiwari (Sparrow07) — check out my full &lt;br&gt;
developer portfolio at &lt;a href="https://sparrow07.me" rel="noopener noreferrer"&gt;sparrow07.me&lt;/a&gt; &lt;br&gt;
for more projects and contact info.&lt;/p&gt;

&lt;p&gt;Built with Python, FastAPI, Streamlit, scikit-learn.&lt;/p&gt;

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      <category>ai</category>
      <category>webdev</category>
      <category>machinelearning</category>
      <category>python</category>
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