Differentiating language usage through topic models

•Topic models are a new way to study text and differentiate language domains.•Various techniques for topic models come with distinct validation requirements.•Unsupervised topic model identify latent patterns of language usage.•Supervised topic models identify recognized language domains.•Supervised topic models can be adapted to capture language flows across fields.