diff --git a/_posts/2017-07-31-How-I-Used-Deep-Learning-to-Train-a-Chatbot-to-Talk-Like-Me-&#40&#83orta&#41.html b/_posts/2017-07-31-How-I-Used-Deep-Learning-to-Train-a-Chatbot-to-Talk-Like-Me-&#40&#83orta&#41.html
index 53b15d7b2d295..2ae59f2087044 100644
--- a/_posts/2017-07-31-How-I-Used-Deep-Learning-to-Train-a-Chatbot-to-Talk-Like-Me-&#40&#83orta&#41.html
+++ b/_posts/2017-07-31-How-I-Used-Deep-Learning-to-Train-a-Chatbot-to-Talk-Like-Me-&#40&#83orta&#41.html
@@ -106,10 +106,10 @@ <h2><span style="text-decoration: underline;"><strong>Interesting Papers</strong
 <li><a href="https://arxiv.org/pdf/1506.05869.pdf" target="_blank">Neural Conversational Model </a></li>
 <li><a href="https://arxiv.org/pdf/1507.04808.pdf" target="_blank">Generative Hierarchical Models </a></li>
 <li><a href="https://arxiv.org/pdf/1603.06155.pdf" target="_blank">Persona Based Model </a></li>
-<li><a href="https://arxiv.org/pdf/1603.06393.pdf" target="_blank">Deep RL for Dialogue Generation </a></li>
-<li><a href="https://arxiv.org/pdf/1603.06393.pdf" target="_blank"> Attention with Intention </a></li>
-<li><a href="https://arxiv.org/pdf/1603.06393.pdf" target="_blank"> Diversity Promoting Objective Functions </a></li>
-<li><a href="https://arxiv.org/pdf/1603.06393.pdf" target="_blank"> Copying Mechanisms in Seq2Seq</a></li>
+<li><a href="https://arxiv.org/pdf/1606.01541.pdf" target="_blank">Deep RL for Dialogue Generation </a></li>
+<li><a href="https://arxiv.org/pdf/1510.08565.pdf" target="_blank">Attention with Intention </a></li>
+<li><a href="https://arxiv.org/pdf/1510.03055.pdf" target="_blank">Diversity Promoting Objective Functions </a></li>
+<li><a href="https://arxiv.org/pdf/1603.06393.pdf" target="_blank">Copying Mechanisms in Seq2Seq</a></li>
 </ul>
 <h2><span style="text-decoration: underline;"><strong>Other Helpful Posts</strong></span></h2>
 <ul>