Sentence examples for distant supervision from inspiring English sources

Besides bootstrapping, another promising weakly supervisioned approach, called distant supervision, has been applied for Relation Extraction.

On the contrary, distant supervision is a learning approach where the classifier algorithm is supervised by a knowledge base rather than by an annotated corpus.

✓   Emoticons DS (Distant Supervision) [32] Creates a scored lexicon based on a large dataset of tweets.

The amount of manual labeling can be significantly reduced by applying distant supervision, which generates training data by aligning large text corpora with existing knowledge bases.

In this paper, we propose to combine distant supervision with minimal human supervision by annotating features (in particular shortest dependency paths) rather than complete relation instances.

Culotta et al. [9] proposed a distant supervision method to inferring twitter use demographics by using audience measurement data from thousands of Websites.

We then applied a distant-supervision method using the database on a collection of 84,000 messages in order to extract the relations between drugs and their effects.

Consider innovative strategies to reach distant VHTs for supervision.

But the accommodations in the far back are so tight they are suitable only for small children seeking distant refuge from parental supervision.

The company became a ruler by accident, as local managers, too distant and dispersed for effective supervision, became increasingly entangled in a series of local disputes.

Both distant and direct levels of supervision resulted in variable involvement of residents in patient care.