diff --git a/paragraph_encoder/__init__.py b/paragraph_encoder/__init__.py
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/paragraph_encoder/__init__.py
@@ -0,0 +1 @@
+
diff --git a/scripts/reader/train.py b/scripts/reader/train.py
index 7f27f06..c3c4839 100644
--- a/scripts/reader/train.py
+++ b/scripts/reader/train.py
@@ -23,7 +23,7 @@
 from msr.reader import utils, vector, config, data
 from msr.reader.model import Model
 
-from multi_corpus import MultiCorpus
+from paragraph_encoder.multi_corpus import MultiCorpus
 
 from torch.utils.data.sampler import SequentialSampler, RandomSampler
 logger = logging.getLogger()