diff --git a/_bibliography/papers.bib b/_bibliography/papers.bib
index d88462c09776..9b5f3eaf6d13 100644
--- a/_bibliography/papers.bib
+++ b/_bibliography/papers.bib
@@ -3,5 +3,17 @@ @article{anantonio2023
   title={Charting the Landscape of Neurosymbolic Reasoners},
   author={An, Xuelong and Vergari, Antonio},
   year={2023},
-  poster={sassy-clevr-poster-beta.pdf}
+  poster={sassy-clevr-poster-beta.pdf},
+  preview={nesy_models_framework_verbeta.png}
+}
+
+
+@article{redracconpizza2023,
+  title={SaSSY (Symbolic And Sub-SYmbolic) Attention: Assessing the Robustness of
+Neuro-Symbolic Modelling in the CLEVR-Hans3 Dataset},
+  author={Chen, Jingxuan and Cassina, Paolo and An, Xuelong},
+  year={2023},
+  slides={robustness.pdf},
+  pdf={finalReport_G027.pdf},
+  preview={clevr-hans3.png}
 }
diff --git a/_posts/2023-11-1-many-faces-ML.md b/_posts/2023-11-1-many-faces-ML.md
index b299b0b30e9c..c2774c722568 100644
--- a/_posts/2023-11-1-many-faces-ML.md
+++ b/_posts/2023-11-1-many-faces-ML.md
@@ -2,7 +2,7 @@
 layout: post
 title: The many interpretations of terms in artificial intelligence #a post with bibliography
 date: 2023-11-01 09:42:00-0400
-description: Some thoughts concerning how to interpret quotidian words appearing in AI research in a non-quotidian way. #an example of a blog post with bibliography
+description: "Some thoughts concerning how to interpret quotidian words appearing in AI research: knowledge, explanation, etc." #an example of a blog post with bibliography
 tags: food-for-thought
 categories: blog-post
 disqus_comments: true
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