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In the paper of Word2Vec by Thomas Mikolov and others, there is a accuracy report on the full Semantic-Syntactic data set. Where I can find this dataset or a related dataset for word analogy task?

Here is the paper link and I'm referring to table 5. https://arxiv.org/abs/1301.3781

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I guess that you want a word analogy dataset for the english language to test your word embeddings. Check the following link where you can find Mikolov's dataset Word Analogy Dataset.

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If i understand correctly you want a long text file of some sort that can easily be analysed. I would suggest that you use project Gutenberg which publishes thousands of free to use books in plain UTF-8 text format. For example here is Pride and Prejudice by Jane Austin.

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