I'm presenting my paper What’s in an Embedding? Analyzing Word Embeddings through Multilingual Evaluation at EMNLP. You can have a look at the data, code, and examples.
Hopefully, the EMNLP video recordings will be online at some point. As of now (2016-04), they are not.
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