diff --git a/vignettes/IV-benchmarking.Rmd b/vignettes/IV-benchmarking.Rmd
index f8e42e8bc..63c2e220b 100644
--- a/vignettes/IV-benchmarking.Rmd
+++ b/vignettes/IV-benchmarking.Rmd
@@ -37,12 +37,12 @@ The benchmarking dataset was built using [https://zenodo.org/record/5186176](htt
It contained positive and negative MS^2^ spectra of multiple ion species ([M+H]^+^, [M+Na]^+^, [M+H~4~N]^+^, ...) coming from different mass spectrometers.
In positive mode,
-It was filtered to 22,251 spectra, representing 12,482 structures without stereo.
-Of those, only 16,136 spectra (72.5%) corresponded to structures present in the library we used to annotate.
+It was filtered to 27,789 spectra, representing 17,822 structures without stereo.
+Of those, only 15,005 spectra (54.0%) corresponded to structures present in the library we used to annotate.
In negative mode,
-It was filtered to 7,472 spectra, representing 6,587 structures without stereo.
-Of those, only 5,025 spectra (67.4%) corresponded to structures present in the library we used to annotate.
+It was filtered to 12,060 spectra, representing 9,112 structures without stereo.
+Of those, only 6,282 spectra (52.1%) corresponded to structures present in the library we used to annotate.
## Best 500 candidates
### Positive
diff --git a/vignettes/benchmark_comparison_neg.svg b/vignettes/benchmark_comparison_neg.svg
index 647bbfcf4..ebb324ee1 100644
--- a/vignettes/benchmark_comparison_neg.svg
+++ b/vignettes/benchmark_comparison_neg.svg
@@ -1 +1,177 @@
-
\ No newline at end of file
+
+
diff --git a/vignettes/benchmark_comparison_pos.svg b/vignettes/benchmark_comparison_pos.svg
index 9e5cbfbb1..7af404536 100644
--- a/vignettes/benchmark_comparison_pos.svg
+++ b/vignettes/benchmark_comparison_pos.svg
@@ -1 +1,177 @@
-
\ No newline at end of file
+
+
diff --git a/vignettes/benchmark_full_neg.svg b/vignettes/benchmark_full_neg.svg
index d7c94b3e0..178dfd0ee 100644
--- a/vignettes/benchmark_full_neg.svg
+++ b/vignettes/benchmark_full_neg.svg
@@ -1 +1,56 @@
-
\ No newline at end of file
+
+
diff --git a/vignettes/benchmark_full_pos.svg b/vignettes/benchmark_full_pos.svg
index b8b21cd14..7659c6849 100644
--- a/vignettes/benchmark_full_pos.svg
+++ b/vignettes/benchmark_full_pos.svg
@@ -1 +1,56 @@
-
\ No newline at end of file
+
+
diff --git a/vignettes/benchmark_zoomed_neg.svg b/vignettes/benchmark_zoomed_neg.svg
index e391a7f2e..6ee6c40a5 100644
--- a/vignettes/benchmark_zoomed_neg.svg
+++ b/vignettes/benchmark_zoomed_neg.svg
@@ -1 +1,57 @@
-
\ No newline at end of file
+
+
diff --git a/vignettes/benchmark_zoomed_pos.svg b/vignettes/benchmark_zoomed_pos.svg
index 9c2ebf2c9..ead9a41b5 100644
--- a/vignettes/benchmark_zoomed_pos.svg
+++ b/vignettes/benchmark_zoomed_pos.svg
@@ -1 +1,57 @@
-
\ No newline at end of file
+
+