diff --git a/src/sentences/sentence_splitting.jl b/src/sentences/sentence_splitting.jl
index 0f58147..c6489a3 100644
--- a/src/sentences/sentence_splitting.jl
+++ b/src/sentences/sentence_splitting.jl
@@ -1,7 +1,7 @@
-function rulebased_split_sentences(sentences)
+function rulebased_split_sentences(sentences;collapse_newlines::Bool=false)
     sentences = replace(sentences, r"([?!.])\s" => Base.SubstitutionString("\\1\n"))
 
-    sentences = postproc_splits(sentences)
+    sentences = postproc_splits(sentences,collapse_newlines)
     split(sentences, "\n")
 end
 
@@ -34,7 +34,7 @@ Which draws in part on heuristics included in Yoshimasa Tsuruoka's
 medss.pl script.
 
 """
-function postproc_splits(sentences::AbstractString)
+function postproc_splits(sentences::AbstractString,collapse_newlines)
     # Before we do anything remove windows line-ends
     sentences = replace(sentences, "\r" => "")
 
@@ -120,7 +120,10 @@ function postproc_splits(sentences::AbstractString)
     sentences = replace(sentences, r"(\bMs\.)\n" => s"\1 ")
     sentences = replace(sentences, r"(\bMrs\.)\n" => s"\1 ")
 
-
+    # no sentence break in between two words with no punctuation
+    if collapse_newlines==true
+        sentences=replace(sentences,r"([a-zA-Z0-9])\n([a-zA-Z0-9])"=>s"\1 \2")
+    end
 
 
     # possible TODO: filter excessively long / short sentences
diff --git a/src/set_method_api.jl b/src/set_method_api.jl
index d0d7b4f..8b9b26c 100644
--- a/src/set_method_api.jl
+++ b/src/set_method_api.jl
@@ -22,7 +22,7 @@ Calling this will trigger recompilation of any functions that use `split_sentenc
 Calling `set_sentence_splitter`  will give method overwritten warnings. They are expected, be worried if they do not occur
 """
 function set_sentence_splitter(fun)
-    @eval split_sentences(str::AbstractString) = $(fun)(str)
+    @eval split_sentences(str::AbstractString;collapse_newlines::Bool=false) = $(fun)(str;collapse_newlines)
 end
 
 
diff --git a/test/sentence_splitting.jl b/test/sentence_splitting.jl
index d3b860d..3063a41 100644
--- a/test/sentence_splitting.jl
+++ b/test/sentence_splitting.jl
@@ -87,3 +87,16 @@ end
         And sometimes sentences can start with non-capitalized words.
         i is a good variable name.""")
 end
+
+@testset "collapse_newlines" begin
+    @test length(rulebased_split_sentences("""
+        In this article, we present a language-independent, unsupervised approach to sentence boundary
+        detection. It is based on the assumption that a large number of ambiguities in the determination
+        of sentence boundaries can be eliminated once abbreviations have been identified. Instead of
+        relying on orthographic clues, the proposed system is able to detect abbreviations with high
+        accuracy using three criteria that only require information about the candidate type itself and
+        are independent of context: Abbreviations can be defined as a very tight collocation consisting
+        of a truncated word and a final period, abbreviations are usually short, and abbreviations
+        sometimes contain internal periods.""",collapse_newlines=true))==3
+end
+