Github user insidedctm commented on the issue:

    https://github.com/apache/spark/pull/13735
  
    This seems to work fine with small model such as that produced by 
demo_word.sh in the word2vec code repository however I get problems when trying 
a large model such as 
[GoogleNews-vectors-negative300.bin](https://drive.google.com/file/d/0B7XkCwpI5KDYNlNUTTlSS21pQmM/edit?usp=sharing).
    
    I can successfully load the model using this code (albeit I needed to give 
the driver 12GB of memory):
    `import org.apache.spark.ml.feature.Word2VecModel`
    `val path = "file:///Downloads/GoogleNews-vectors-negative300.bin"`
    `val model = Word2VecModel.loadGoogleModel(path)`
    
    However synonyms are not found for a typical lookup e.g.
    `model.findSynonyms("spark",20).show`
    responds with
    `java.lang.IllegalStateException: spark not in vocabulary`
    
    However the distance tool from the word2vec toolkit, loading the same model 
gives:
    
    <img width="594" alt="screen shot 2016-09-15 at 12 57 03" 
src="https://cloud.githubusercontent.com/assets/5909684/18549055/0a60f9da-7b44-11e6-895c-88ee018ed1a9.png";>
    



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