diff --git a/Benchmarks.md b/Benchmarks.md
index 75a2bc3..7dc6e3a 100644
--- a/Benchmarks.md
+++ b/Benchmarks.md
@@ -1,7 +1,7 @@
 # Benchmarks
 
 To compare the speed of FuzzyWuzzy and RapidFuzz the Benchmark of FuzzyWuzzy is used.
-Therefore the Benchmark is always executed for FuzzyWuzzy, RapidFuzz and when directly calling the CPP handler without redirection (e.g. `rapidfuzz.fuzz.fuzz_cpp.ratio`).
+Therefore the Benchmark is always executed for FuzzyWuzzy and RapidFuzz.
 Afterwards a ratio between the runtime of both results is calculated. The benchmark can be found [here](https://github.com/rhasspy/rapidfuzz/blob/master/python/bench). The results of the benchmarks are visualised below.
 
 ## fuzz.ratio
diff --git a/src/py_fuzz.cpp b/src/py_fuzz.cpp
index 02d6eff..1f61a74 100644
--- a/src/py_fuzz.cpp
+++ b/src/py_fuzz.cpp
@@ -137,7 +137,7 @@ static PyObject* ratio(PyObject* /*self*/, PyObject* args, PyObject* keywds) {
 PyDoc_STRVAR(partial_ratio_docstring,
 "partial_ratio($module, s1, s2, processor = False, score_cutoff = 0)\n"
 "--\n\n"
-"calculates a partial ratio between two strings\n\n"
+"calculates the fuzz.ratio of the optimal string alignment\n\n"
 "Args:\n"
 "    s1 (str): first string to compare\n"
 "    s2 (str): first string to compare\n"
@@ -159,7 +159,7 @@ static PyObject* partial_ratio(PyObject* /*self*/, PyObject* args, PyObject* key
 PyDoc_STRVAR(token_sort_ratio_docstring,
 "token_sort_ratio($module, s1, s2, processor = False, score_cutoff = 0)\n"
 "--\n\n"
-"Compares the words in the strings based on unique and common words between them using fuzz.ratio\n\n"
+"sorts the words in the strings and calculates the fuzz.ratio between them\n\n"
 "Args:\n"
 "    s1 (str): first string to compare\n"
 "    s2 (str): first string to compare\n"
@@ -326,7 +326,8 @@ PyDoc_STRVAR(quick_lev_ratio_docstring,
 "quick_lev_ratio($module, s1, s2, processor = False, score_cutoff = 0)\n"
 "--\n\n"
 "Calculates a quick estimation of fuzz.ratio by counting uncommon letters between the two sentences.\n"
-"Guaranteed to be equal or higher than fuzz.ratio and can therefore be used to filter results before using fuzz.ratio\n\n"
+"Guaranteed to be equal or higher than fuzz.ratio.\n"
+"(internally used by fuzz.ratio when providing it with a score_cutoff to speed up the matching)\n\n"
 "Args:\n"
 "    s1 (str): first string to compare\n"
 "    s2 (str): first string to compare\n"
@@ -376,4 +377,4 @@ static struct PyModuleDef moduledef = {
 
 PyMODINIT_FUNC PyInit_fuzz(void) {
     return PyModule_Create(&moduledef);
-}
\ No newline at end of file
+}