The Paragraph Psalter

Eschatology of the Psalter

There are certain editions of the New Testament which by way of appendix contain the Psalter, an arrangement obviously intended to serve the convenience of devotion. It has, however, the curious result of bringing the Apocalypse and the Psalms into immediate proximity. On first thought it might seem that scarcely two more diverse things could be put together. The storm-ridden landscape of the A...

Introductory paragraph

Classifying paragraph types using linguistic features: Is paragraph positioning important?

This study examines the potential for computational tools and human raters to classify paragraphs based on positioning. In this study, a corpus of 182 paragraphs was collected from student, argumentative essays. The paragraphs selected were initial, middle, and final paragraphs and their positioning related to introductory, body, and concluding paragraphs. The paragraphs were analyzed by the co...

Generative Paragraph Vector

The recently introduced Paragraph Vector is an efficient method for learning highquality distributed representations for pieces of texts. However, an inherent limitation of Paragraph Vector is lack of ability to infer distributed representations for texts outside of the training set. To tackle this problem, we introduce a Generative Paragraph Vector, which can be viewed as a probabilistic exten...

Binary Paragraph Vectors

Recently Le & Mikolov described two log-linear models, called Paragraph Vector, that can be used to learn state-ofthe-art distributed representations of documents. Inspired by this work, we present Binary Paragraph Vector models: simple neural networks that learn short binary codes for fast information retrieval. We show that binary paragraph vectors outperform autoencoder-based binary codes, d...