diff --git a/docs/graph-production-workflow/deduplication/research-products.md b/docs/graph-production-workflow/deduplication/research-products.md
index 6ce1d5e..ca56b89 100644
--- a/docs/graph-production-workflow/deduplication/research-products.md
+++ b/docs/graph-production-workflow/deduplication/research-products.md
@@ -53,7 +53,8 @@ entity types:
etc.), divided by 10, and (iii) a string obtained as an alternation of the
function prefix(3) and suffix(3) (and vice versa) on the first 3 words (2
words if the title only has 2).
-
For example, a product composed by 197 authors and
+
+ For example, a product composed by 197 authors and
titled ``Search for the Standard Model Higgs Boson``
becomes the two keys ``21-0-seaardmod`` and ``21-0-rchstadel``
@@ -67,7 +68,7 @@ Local information about matching records is kept and possibly used to prune
unneeded comparisons, for example once it is known that A equals to both B and
C, B will not be compared against C because the A,B,C group will be anyway
discovered by the global transitive closure step later.
-
+
A different decision tree is adopted depending on the type of the entity being
processed.
Similarity relations drawn in this stage will be consequently used to perform