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Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence

Federico Bianchi, Silvia Terragni, Dirk Hovy

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Abstract

Federico Bianchi, Silvia Terragni, Dirk Hovy. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 2: Short Papers). 2021.

Topics & Concepts

Coherence (philosophical gambling strategy)Computer scienceArtificial intelligenceSentenceNatural language processingTopic modelTraining setArtificial neural networkMathematicsStatisticsTopic ModelingNatural Language Processing TechniquesComputational and Text Analysis Methods
Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence | Litcius