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README.md

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@@ -20,7 +20,7 @@ http://nlp.stanford.edu/data/WestburyLab.wikicorp.201004.txt.bz2 , a wiki corpus
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run `./uni_uni.sh` to see baselines<br>
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run `./uni_bi.sh` and PPMI of uni_bi type will bring you state-of-the-art results on Google semantic questions (85+) <br>
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run `./uni_uni.sh` to see significant improvments achieved when ngrams are introduced into SGNS<br>
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run `./bi_bi.sh` to see significant improvments achieved when ngrams are introduced into SGNS<br>
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Note that in this toolkit, we remove low-frequency words with a threshold of 100 to speed up training and evaluation process. One can set thr=10 to reproduce the results reported in the paper.
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