Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!

Suzanna Sia, Ayush Dalmia, Sabrina J. Mielke

Topic models are a useful analysis tool to uncover the underlying themes within document collections. The dominant approach is to use probabilistic topic models that posit a genera…