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@@ -107,7 +107,7 @@ We utilized the NAM model due to its inherent transparency characteristic and th
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  </table>
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  ### Sentiment (Combination of Off-chain and On-chain)
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  <h2>Model Performance over Two Periods</h2>
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  <table>
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  <caption>Model Performance over Two Periods</caption>
 
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  </table>
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  ### Sentiment (Combination of Off-chain and On-chain)
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+ We further explore the NAM model at k=1,2 and 3. Given the availability of both on-chain and off-chain variables, we conducted tests to determine whether the inclusion of off-chain variables, specifically sentiment analysis, enhances the model's predictability.
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  <h2>Model Performance over Two Periods</h2>
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  <table>
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  <caption>Model Performance over Two Periods</caption>