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In this paper we present a new ensemble method, Continuous Bag-of-Skip-grams(CBOS), that produces high-quality word representations putting emphasis on themodern Greek language. The CBOS method combines the pioneering approaches forlearning word representations: Continuous Bag-of-Words (CBOW) and ContinuousSkip-gram. These methods are compared through intrinsic and extrinsicevaluation tasks on three different sources of data: the English Wikipediacorpus, the modern Greek Wikipedia corpus, and the modern Greek Web Contentcorpus. By comparing these methods across different tasks and datasets, it isevident that the CBOS method achieves state-of-the-art performance.

An Ensemble Method for Producing Word Representations focusing on the Greek Language