I cannot reproduce such a degradation on my machine:

(sklearn-0.17)ogrisel@is146148:~/code/scikit-learn$ python
~/tmp/bench_vectorizer.py
scikit-learn 0.17.1. Numpy 1.11.2. Python 3.5.0 x86_64
Vectorizing 20newsgroup 11314 documents
Vectorization completed in  4.033604383468628  seconds, resulting
shape  (11314, 1048576)

(sklearn-0.18) ogrisel@is146148:~/code/scikit-learn$ python
~/tmp/bench_vectorizer.py
scikit-learn 0.18. Numpy 1.11.2. Python 3.5.0 x86_64
Vectorizing 20newsgroup 11314 documents
Vectorization completed in  4.990509510040283  seconds, resulting
shape  (11314, 1048576)

Which operating system are you using?

Please feel free to open an issue on the tracker anyway.

-- 
Olivier
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