diff --git a/setup.py b/setup.py
index 0a9c78da7..010cfa06b 100644
--- a/setup.py
+++ b/setup.py
@@ -103,7 +103,7 @@ def cython_setup(mod_names, language, includes, compile_args, link_args):
 def run_setup(exts):
     setup(
         name='spacy',
-        packages=['spacy', 'spacy.en', 'spacy.syntax', "spacy.munge"],
+        packages=['spacy', 'spacy.en', 'spacy.syntax'],
         description="Industrial-strength NLP",
         author='Matthew Honnibal',
         author_email='honnibal@gmail.com',
diff --git a/spacy/gold.pyx b/spacy/gold.pyx
index 82c48ff91..fe53fdb8a 100644
--- a/spacy/gold.pyx
+++ b/spacy/gold.pyx
@@ -7,10 +7,36 @@ import re
 import os
 from os import path
 
-from spacy.munge.read_ner import tags_to_entities
 from libc.string cimport memset
 
 
+def tags_to_entities(tags):
+    entities = []
+    start = None
+    for i, tag in enumerate(tags):
+        if tag.startswith('O'):
+            # TODO: We shouldn't be getting these malformed inputs. Fix this.
+            if start is not None:
+                start = None
+            continue
+        elif tag == '-':
+            continue
+        elif tag.startswith('I'):
+            assert start is not None, tags[:i]
+            continue
+        if tag.startswith('U'):
+            entities.append((tag[2:], i, i))
+        elif tag.startswith('B'):
+            start = i
+        elif tag.startswith('L'):
+            entities.append((tag[2:], start, i))
+            start = None
+        else:
+            raise Exception(tag)
+    return entities
+
+
+
 def align(cand_words, gold_words):
     cost, edit_path = _min_edit_path(cand_words, gold_words)
     alignment = []
diff --git a/spacy/scorer.py b/spacy/scorer.py
index 28b7208c6..4c210656b 100644
--- a/spacy/scorer.py
+++ b/spacy/scorer.py
@@ -1,6 +1,6 @@
 from __future__ import division
 
-from spacy.munge.read_ner import tags_to_entities
+from .gold import tags_to_entities
 
 
 class PRFScore(object):