BibSonomy

Wie Tag und Nacht entstanden ∘ Indische Sage ∘ Mythologie ∘ Prajapati - Die Welt war anfangs nur Wasser, eine wogende Flut. Das Wasser wünschte sich aber fortzupflanzen, kasteite sich und tat Buße. Als es Buße tat, entstand ein goldenes Ei. Ein Jahr gab es damals noch nicht, doch das goldene Ei schwamm so lange umher, wie heute ein Jahr ausmacht.

Command line: ```bash jupyter nbconvert --to latex --TagRemovePreprocessor.remove_cell_tags='{"skip"}' --TagRemovePreprocessor.enabled=True 'nb.ipynb' ``` Also, to use it via python you need to enable the `TagRemoveProcessor` manually. See: [source](https://stackoverflow.com/q/58564376/991496)

Parabel - Tag und Nacht - Rabbi Pinchas und sein Schüler - Rabbi Pinchas befragte einst seinen Schüler, ob er denn wisse, wie man die Stunde bestimmt ...

We propose a novel attention network for document annotation with user-generated tags. The network is designed according to the human reading and annotation behaviour. Usually, users try to digest the title and obtain a rough idea about the topic first, and then read the content of the document. Present research shows that the title metadata could largely affect the social annotation. To better utilise this information, we design a framework that separates the title from the content of a document and apply a title-guided attention mechanism over each sentence in the content. We also propose two semanticbased loss regularisers that enforce the output of the network to conform to label semantics, i.e. similarity and subsumption. We analyse each part of the proposed system with two real-world open datasets on publication and question annotation. The integrated approach, Joint Multi-label Attention Network (JMAN), significantly outperformed the Bidirectional Gated Recurrent Unit (Bi-GRU) by around 13%-26% and the Hierarchical Attention Network (HAN) by around 4%-12% on both datasets, with around 10%-30% reduction of training time.