News Annotation

2 papers with code • 0 benchmarks • 2 datasets

Assigning the appropriate labels to a news text based on a set of pre-defined labels.

Datasets


AttentionXML: Label Tree-based Attention-Aware Deep Model for High-Performance Extreme Multi-Label Text Classification

yourh/AttentionXML NeurIPS 2019

We propose a new label tree-based deep learning model for XMTC, called AttentionXML, with two unique features: 1) a multi-label attention mechanism with raw text as input, which allows to capture the most relevant part of text to each label; and 2) a shallow and wide probabilistic label tree (PLT), which allows to handle millions of labels, especially for "tail labels".

237
01 Nov 2018

Automatic Annotation and Evaluation of Error Types for Grammatical Error Correction

chrisjbryant/errant ACL 2017

Until now, error type performance for Grammatical Error Correction (GEC) systems could only be measured in terms of recall because system output is not annotated.

410
01 Jul 2017