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Cross-Lingual Classification of Topics in Political Texts

2017-08-01 · WS 2017 8 · Goran Glava{\v{s}}, Federico Nanni, Simone Paolo Ponzetto

In this paper, we propose an approach for cross-lingual topical coding of sentences from electoral manifestos of political parties in different languages. To this end, we exploit continuous semantic text representations and induce a joint multilingual semantic vector spaces to enable supervised learning using manually-coded sentences across different languages. Our experimental results show that classifiers trained on multilingual data yield performance boosts over monolingual topic classification.

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ClassificationGeneral ClassificationText ClassificationTopic ClassificationWord Embeddings

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